Built-in Codex tools were disabled. Harness execution is separately permitted only in Experiments 3 and 6. Text below is taken from saved records; it is not a new model run. Reasoning blocks are the summaries actually emitted by the CLI.
Answer the user's request.
Exact prompt · Raw CLI events · Settings and audit
TASK. Write, from scratch, a policy network that plays 9 x 9 Go as strongly as possible. All of its weights start at zero; you set them. The goal is to win as many games as possible against the opponents described under HOW IT WILL BE MEASURED.
THE GAME: Go on a 9 x 9 board (the pgx implementation, "go_9x9").
Rows are numbered 0 (top) to 8 (bottom), columns 0 (left) to 8 (right). Black moves first; players alternate. A move either places a stone of the mover's colour on an empty point or passes. A group of stones with no adjacent empty point is captured and removed. Suicide is illegal, and so is retaking a single stone immediately (simple ko). A move that repeats an earlier whole-board position ends the game at once, and the player who made it loses. The game ends after two consecutive passes, or after 162 moves in total. Then it is scored by area: each player's stones on the board plus the empty points surrounded only by that player's stones; White receives a komi of 7.5 points. The higher score wins (no draws).
THE NETWORK. Input: 243 numbers, each 0 or 1: three planes over the 81 points, from the point of view of the player to move; input number (row * 9 + column) * 3 + plane, where plane 0 is 1 where the player to move has a stone, plane 1 is 1 where the opponent has a stone, and plane 2 is 1 everywhere when White is to move (0 when Black is). Output: 82 logits: output row * 9 + column = play at that point, output 81 = pass.
h_1 = relu(x @ L1.W + L1.b) (512 units)
h_k = relu(h_(k-1) @ Lk.W + Lk.b) for k = 2..6 (512 units each)
logits = h_6 @ out.W + out.b (82)
Tensors: L1.W (243 x 512), L1.b (512), L2.W .. L6.W (512 x 512), L2.b .. L6.b (512), out.W (512 x 82), out.b (82); 1,480,274 numbers. Row i of a weight matrix belongs to input (or unit) i, column j to unit (or output) j. Only the values can be set; the architecture is fixed. Illegal moves (occupied points, suicide, simple ko) are removed before every move, and the move is sampled from the softmax of the remaining logits (temperature 1). There is no search: the network's output is the whole policy.
HOW IT WILL BE MEASURED. After you finish, your network plays 2,000 games against each of several hidden opponents: policy networks trained with reinforcement learning on this game (self-play; they beat a uniform random player 79-98 % of the time), and a uniform random player. Your network is Black in half of the games; the moves of both players are sampled from their policies; there is no search. Score: wins / games; the main measure is the average over the trained opponents. You never see these opponents.
WHAT YOU HAVE.
1. A Python sandbox (no internet, no GPU, no Go library) with a working folder /work that is kept between runs. Available: numpy, scipy, scikit-learn, PyTorch (CPU), pandas, sympy, networkx. Before your code runs, these are defined: SHAPES and NAMES (the tensors), load(name) (a float32 numpy array: the values you saved, zeros at the start), save(name, array) (stores a tensor of the same shape), saved() (the names saved so far), inp(row, col, plane) (the input index), mv(row, col) (the output index) and PASS = 81. A run may take up to 900 seconds and 96 GB; its printed output (cut at 20,000 characters) is sent back to you. To run code, reply with exactly one block that starts with ```python and nothing else. You may run code up to 120 times.
2. Two pass tools with a budget of 10 passes in total; each use of either tool counts as one pass (a request that fails is not counted).
- A games pass plays up to 128 games of your current network (the tensors saved so far) against practice opponents: reply with exactly one block that starts with ```games and contains JSON {"games": {"strong": 64, "weak": 32, "random": 32}} (even counts, at most 128 games in total; your network is Black in half of the games against each opponent). The practice opponents: "random" (uniform random legal moves), "weak" and "strong" (two policy networks trained with reinforcement learning on this game, not among the evaluation opponents; they beat a random player 95 % and 98 % of the time). You get a summary per opponent (score, wins, mean area margin, stones captured and lost, passes, game length, how the games ended) and, in /work/pass_<k>/, every game's moves, your network's top-5 moves with their probabilities at each of its moves, and the board after every move.
- A positions pass runs your current network on up to 256 positions: reply with exactly one block that starts with ```positions and contains JSON {"positions": [{"board": ["9 strings of 9 characters: X = Black, O = White, . = empty", ...], "to_move": "black" or "white"} or {"moves": [a list of moves from the empty board: row * 9 + column, or "pass"]}, ...], "activations": true or false}. You get the top 3 moves per position and, in /work/pass_<k>/, the inputs, logits, probabilities over the legal moves and (if asked) the activations of every hidden layer. For "board" positions the legal moves are the empty points and pass (suicide and ko are not checked); for "moves" positions they are exact.
The session continues until every pass is used.
At the end, the tensors you saved with save() are your network; tensors never saved stay zero.
RULES. Not allowed: (a) gradient descent or any other training: no backward passes, autograd or optimizers, and no fitting of weights to data or labels (no regression or least squares on examples); (b) search: no game-tree search (MCTS, minimax, rollouts, looking ahead over sequences of moves), neither to choose moves nor to produce target moves or values for setting weights; (c) running the network outside the pass tools: do not compute your network's output or activations on any input in the sandbox; (d) internet access (there is none). Allowed: writing the weights by code from your own design (formulas, loops, symmetries, linear algebra on the weights themselves), Go-rule code in the sandbox (for example to work out the liberties of groups on boards you choose) as long as it does not run the network or search, and any analysis of the pass results.
HOW TO FINISH. When every pass is used and your network is saved, reply WITHOUT a code or pass block: describe its design and why you expect it to win.Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```python
import os, numpy as np
print(NAMES)
print(SHAPES)
print(os.listdir('/work'))
```
{
"t": 1792787722.4779918,
"kind": "python",
"s": 0.75,
"code": "import os, numpy as np\nprint(NAMES)\nprint(SHAPES)\nprint(os.listdir('/work'))\n",
"out": "['L1.W', 'L1.b', 'L2.W', 'L2.b', 'L3.W', 'L3.b', 'L4.W', 'L4.b', 'L5.W', 'L5.b', 'L6.W', 'L6.b', 'out.W', 'out.b']\n{'L1.W': (243, 512), 'L1.b': (512,), 'L2.W': (512, 512), 'L2.b': (512,), 'L3.W': (512, 512), 'L3.b': (512,), 'L4.W': (512, 512), 'L4.b': (512,), 'L5.W': (512, 512), 'L5.b': (512,), 'L6.W': (512, 512), 'L6.b': (512,), 'out.W': (512, 82), 'out.b': (82,)}\n['arch.json', 'net']\n"
}Exact prompt · Raw CLI events · Settings and audit
OUTPUT of Python run 1 of at most 120:
```
['L1.W', 'L1.b', 'L2.W', 'L2.b', 'L3.W', 'L3.b', 'L4.W', 'L4.b', 'L5.W', 'L5.b', 'L6.W', 'L6.b', 'out.W', 'out.b']
{'L1.W': (243, 512), 'L1.b': (512,), 'L2.W': (512, 512), 'L2.b': (512,), 'L3.W': (512, 512), 'L3.b': (512,), 'L4.W': (512, 512), 'L4.b': (512,), 'L5.W': (512, 512), 'L5.b': (512,), 'L6.W': (512, 512), 'L6.b': (512,), 'out.W': (512, 82), 'out.b': (82,)}
['arch.json', 'net']
```Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```python
import os, textwrap
source = r'''
import numpy as np
from pathlib import Path
def build_policy(cfg=None):
p = dict(capture=11., capture_extra=3., save=7., danger=10.,
eye=22., isolation=3., isolation_threshold=2.5,
base=1.3, pass_bias=-1., attack=1.3,
own_adj=.65, opp_adj=.3, opening=2.0,
save_danger=2., safe2=1., safe3=1., cap_safety=1.)
if cfg:
p.update(cfg)
shapes = {'L1.W':(243,512), 'out.W':(512,82), 'out.b':(82,)}
for k in range(1,7):
shapes[f'L{k}.b']=(512,)
if k>1: shapes[f'L{k}.W']=(512,512)
a = {n:np.zeros(s,np.float32) for n,s in shapes.items()}
def u(ch,q): return ch*81+q
xy=[divmod(q,9) for q in range(81)]
adj=[]
for r,c in xy:
adj.append([rr*9+cc for rr,cc in [(r-1,c),(r+1,c),(r,c-1),(r,c+1)] if 0<=rr<9 and 0<=cc<9])
def w(k,i,j,v): a[f'L{k}.W'][i,j]+=v
def b(k,j,v): a[f'L{k}.b'][j]+=v
def cp(k,ch):
for q in range(81): w(k,u(ch,q),u(ch,q),1.)
for q in range(81):
w(1,3*q,u(0,q),1)
w(1,3*q+1,u(1,q),1)
for color, ch in [(0,2),(1,4)]:
for off in [0,1]:
j=u(ch+off,q)
b(1,j,len(adj[q])-4-off)
w(1,3*q+color,j,4)
for t in adj[q]:
w(1,3*t,j,-1)
w(1,3*t+1,j,-1)
# Global, phase-dependent positional prior; no clock or history is assumed.
b(1,486,1.)
for q in range(81):
w(1,3*q,486,-1/30)
w(1,3*q+1,486,-1/30)
w(1,2,487,1)
for k in range(2,5):
cp(k,0); cp(k,1)
w(k,486,486,1); w(k,487,487,1)
# Safe-group seeds: two liberties on one stone, or liberties on
# two adjacent stones (which cannot be the same empty intersection).
for q in range(81):
for color,ch in [(0,2),(1,4)]:
ja,jb=u(ch,q),u(ch+1,q)
w(2,u(color,q),ja,1)
for t in [q]+adj[q]: w(2,u(ch+1,t),ja,-1)
b(2,jb,-4)
w(2,u(ch,q),jb,4)
w(2,u(ch+1,q),jb,-4)
for t in adj[q]:
w(2,u(ch,t),jb,1)
w(2,u(ch+1,t),jb,-1)
for q in range(81):
for color,prev,new,seed in [(0,2,2,4),(1,4,3,5)]:
j=u(new,q)
w(3,u(prev,q),j,1)
w(3,u(prev+1,q),j,-1)
for t in adj[q]:
w(3,u(color,t),j,-1)
w(3,u(prev,t),j,1)
w(3,u(prev+1,t),j,-1)
j=u(seed,q)
b(3,j,len(adj[q])-6)
w(3,u(color,q),j,4)
for t in adj[q]:
w(3,u(0,t),j,-1); w(3,u(1,t),j,-1)
for q in range(81):
for color,unsafe,seed in [(0,2,4),(1,3,5)]:
j=u(unsafe,q)
w(4,u(unsafe,q),j,1)
for t in adj[q]:
w(4,u(color,t),j,-1)
w(4,u(unsafe,t),j,1)
j=u(seed,q)
w(4,u(color,q),j,1)
for t in [q]+adj[q]: w(4,u(seed,t),j,-1)
line=[-1.2,0.,.6,.8,.9,.8,.6,0.,-1.2]
for q,(r,c) in enumerate(xy):
C,S,D,E,I,P=[u(ch,q) for ch in range(6)]
b(5,D,2-len(adj[q]))
b(5,E,1-len(adj[q]))
b(5,I,-p['isolation_threshold'])
b(5,P,40+p['base']+line[r]+line[c])
central=max(0.,1.-((r-4)**2+(c-4)**2)/24)
w(5,486,P,p['opening']*central)
for t in adj[q]:
w(5,u(3,t),C,1)
w(5,u(2,t),S,1)
w(5,u(0,t),D,1-p['safe2']-p['safe3'])
w(5,u(1,t),D,1)
w(5,u(2,t),D,p['safe2'])
w(5,u(4,t),D,p['safe3'])
w(5,u(3,t),D,-p['cap_safety'])
w(5,u(0,t),E,1)
w(5,u(5,t),P,p['attack'])
w(5,u(3,t),P,-p['attack'])
for t,(rr,cc) in enumerate(xy):
dr,dc=abs(rr-r),abs(cc-c)
d=dr+dc
if d==1:
wm,wo=p['own_adj'],p['opp_adj']
elif d==2:
wm,wo=(-.10,.15) if dr==dc==1 else (.15,.35)
elif d==3:
wm,wo=-.12,.10
elif d==4:
wm,wo=-.08,0.
else:
wm=wo=0.
if wm: w(5,u(0,t),P,wm)
if wo: w(5,u(1,t),P,wo)
iw={1:1.,2:.6,3:.25}.get(d,0.)
if iw:
w(5,u(1,t),I,iw)
w(5,u(0,t),I,-1.25*iw)
w(6,C,u(0,q),1)
w(6,C,u(1,q),1); b(6,u(1,q),-1)
w(6,S,u(2,q),1); w(6,D,u(2,q),-p['save_danger'])
w(6,D,u(3,q),1)
w(6,E,u(4,q),p['eye'])
w(6,I,u(4,q),p['isolation'])
w(6,P,u(5,q),1)
for ch,v in enumerate([p['capture'],p['capture_extra']-p['capture'],
p['save'],-p['danger'],-1.,1.]):
a['out.W'][u(ch,q),q]=v
a['out.b'][q]=-40.
a['out.b'][81]=p['pass_bias']
return a,p
def install(cfg=None):
a,p=build_policy(cfg)
for n,v in a.items(): save(n,v)
return p
'''
open('/work/design.py','w').write(source)
exec(source)
config=install()
import json
json.dump(config,open('/work/config_v1.json','w'),indent=2)
print(config)
print('Saved',len(saved()),'tensors. Nonzero weights:',sum(np.count_nonzero(load(n)) for n in NAMES))
```
{
"t": 1792787829.4134288,
"kind": "python",
"s": 1.19,
"code": "import os, textwrap\nsource = r'''\nimport numpy as np\nfrom pathlib import Path\n\ndef build_policy(cfg=None):\n p = dict(capture=11., capture_extra=3., save=7., danger=10.,\n eye=22., isolation=3., isolation_threshold=2.5,\n base=1.3, pass_bias=-1., attack=1.3,\n own_adj=.65, opp_adj=.3, opening=2.0,\n save_danger=2., safe2=1., safe3=1., cap_safety=1.)\n if cfg:\n p.update(cfg)\n shapes = {'L1.W':(243,512), 'out.W':(512,82), 'out.b':(82,)}\n for k in range(1,7):\n shapes[f'L{k}.b']=(512,)\n if k>1: shapes[f'L{k}.W']=(512,512)\n a = {n:np.zeros(s,np.float32) for n,s in shapes.items()}\n def u(ch,q): return ch*81+q\n xy=[divmod(q,9) for q in range(81)]\n adj=[]\n for r,c in xy:\n adj.append([rr*9+cc for rr,cc in [(r-1,c),(r+1,c),(r,c-1),(r,c+1)] if 0<=rr<9 and 0<=cc<9])\n def w(k,i,j,v): a[f'L{k}.W'][i,j]+=v\n def b(k,j,v): a[f'L{k}.b'][j]+=v\n def cp(k,ch):\n for q in range(81): w(k,u(ch,q),u(ch,q),1.)\n for q in range(81):\n w(1,3*q,u(0,q),1)\n w(1,3*q+1,u(1,q),1)\n for color, ch in [(0,2),(1,4)]:\n for off in [0,1]:\n j=u(ch+off,q)\n b(1,j,len(adj[q])-4-off)\n w(1,3*q+color,j,4)\n for t in adj[q]:\n w(1,3*t,j,-1)\n w(1,3*t+1,j,-1)\n # Global, phase-dependent positional prior; no clock or history is assumed.\n b(1,486,1.)\n for q in range(81):\n w(1,3*q,486,-1/30)\n w(1,3*q+1,486,-1/30)\n w(1,2,487,1)\n for k in range(2,5):\n cp(k,0); cp(k,1)\n w(k,486,486,1); w(k,487,487,1)\n\n # Safe-group seeds: two liberties on one stone, or liberties on\n # two adjacent stones (which cannot be the same empty intersection).\n for q in range(81):\n for color,ch in [(0,2),(1,4)]:\n ja,jb=u(ch,q),u(ch+1,q)\n w(2,u(color,q),ja,1)\n for t in [q]+adj[q]: w(2,u(ch+1,t),ja,-1)\n b(2,jb,-4)\n w(2,u(ch,q),jb,4)\n w(2,u(ch+1,q),jb,-4)\n for t in adj[q]:\n w(2,u(ch,t),jb,1)\n w(2,u(ch+1,t),jb,-1)\n\n for q in range(81):\n for color,prev,new,seed in [(0,2,2,4),(1,4,3,5)]:\n j=u(new,q)\n w(3,u(prev,q),j,1)\n w(3,u(prev+1,q),j,-1)\n for t in adj[q]:\n w(3,u(color,t),j,-1)\n w(3,u(prev,t),j,1)\n w(3,u(prev+1,t),j,-1)\n j=u(seed,q)\n b(3,j,len(adj[q])-6)\n w(3,u(color,q),j,4)\n for t in adj[q]:\n w(3,u(0,t),j,-1); w(3,u(1,t),j,-1)\n for q in range(81):\n for color,unsafe,seed in [(0,2,4),(1,3,5)]:\n j=u(unsafe,q)\n w(4,u(unsafe,q),j,1)\n for t in adj[q]:\n w(4,u(color,t),j,-1)\n w(4,u(unsafe,t),j,1)\n j=u(seed,q)\n w(4,u(color,q),j,1)\n for t in [q]+adj[q]: w(4,u(seed,t),j,-1)\n\n line=[-1.2,0.,.6,.8,.9,.8,.6,0.,-1.2]\n for q,(r,c) in enumerate(xy):\n C,S,D,E,I,P=[u(ch,q) for ch in range(6)]\n b(5,D,2-len(adj[q]))\n b(5,E,1-len(adj[q]))\n b(5,I,-p['isolation_threshold'])\n b(5,P,40+p['base']+line[r]+line[c])\n central=max(0.,1.-((r-4)**2+(c-4)**2)/24)\n w(5,486,P,p['opening']*central)\n for t in adj[q]:\n w(5,u(3,t),C,1)\n w(5,u(2,t),S,1)\n w(5,u(0,t),D,1-p['safe2']-p['safe3'])\n w(5,u(1,t),D,1)\n w(5,u(2,t),D,p['safe2'])\n w(5,u(4,t),D,p['safe3'])\n w(5,u(3,t),D,-p['cap_safety'])\n w(5,u(0,t),E,1)\n w(5,u(5,t),P,p['attack'])\n w(5,u(3,t),P,-p['attack'])\n for t,(rr,cc) in enumerate(xy):\n dr,dc=abs(rr-r),abs(cc-c)\n d=dr+dc\n if d==1:\n wm,wo=p['own_adj'],p['opp_adj']\n elif d==2:\n wm,wo=(-.10,.15) if dr==dc==1 else (.15,.35)\n elif d==3:\n wm,wo=-.12,.10\n elif d==4:\n wm,wo=-.08,0.\n else:\n wm=wo=0.\n if wm: w(5,u(0,t),P,wm)\n if wo: w(5,u(1,t),P,wo)\n iw={1:1.,2:.6,3:.25}.get(d,0.)\n if iw:\n w(5,u(1,t),I,iw)\n w(5,u(0,t),I,-1.25*iw)\n w(6,C,u(0,q),1)\n w(6,C,u(1,q),1); b(6,u(1,q),-1)\n w(6,S,u(2,q),1); w(6,D,u(2,q),-p['save_danger'])\n w(6,D,u(3,q),1)\n w(6,E,u(4,q),p['eye'])\n w(6,I,u(4,q),p['isolation'])\n w(6,P,u(5,q),1)\n for ch,v in enumerate([p['capture'],p['capture_extra']-p['capture'],\n p['save'],-p['danger'],-1.,1.]):\n a['out.W'][u(ch,q),q]=v\n a['out.b'][q]=-40.\n a['out.b'][81]=p['pass_bias']\n return a,p\n\ndef install(cfg=None):\n a,p=build_policy(cfg)\n for n,v in a.items(): save(n,v)\n return p\n'''\nopen('/work/design.py','w').write(source)\nexec(source)\nconfig=install()\nimport json\njson.dump(config,open('/work/config_v1.json','w'),indent=2)\nprint(config)\nprint('Saved',len(saved()),'tensors. Nonzero weights:',sum(np.count_nonzero(load(n)) for n in NAMES))\n",
"out": "{'capture': 11.0, 'capture_extra': 3.0, 'save': 7.0, 'danger': 10.0, 'eye': 22.0, 'isolation': 3.0, 'isolation_threshold': 2.5, 'base': 1.3, 'pass_bias': -1.0, 'attack': 1.3, 'own_adj': 0.65, 'opp_adj': 0.3, 'opening': 2.0, 'save_danger': 2.0, 'safe2': 1.0, 'safe3': 1.0, 'cap_safety': 1.0}\nSaved 14 tensors. Nonzero weights: 23118\n"
}Exact prompt · Raw CLI events · Settings and audit
OUTPUT of Python run 2 of at most 120:
```
{'capture': 11.0, 'capture_extra': 3.0, 'save': 7.0, 'danger': 10.0, 'eye': 22.0, 'isolation': 3.0, 'isolation_threshold': 2.5, 'base': 1.3, 'pass_bias': -1.0, 'attack': 1.3, 'own_adj': 0.65, 'opp_adj': 0.3, 'opening': 2.0, 'save_danger': 2.0, 'safe2': 1.0, 'safe3': 1.0, 'cap_safety': 1.0}
Saved 14 tensors. Nonzero weights: 23118
```Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```games
{"games":{"strong":64,"weak":32,"random":32}}
```
{
"t": 1792787864.5301604,
"kind": "games",
"k": 1,
"request": {
"games": {
"strong": 64,
"weak": 32,
"random": 32
}
},
"result": {
"ok": true,
"pass": 1,
"kind": "games",
"per_opponent": {
"random": {
"games": 32,
"score": 0.96875,
"wins": 31,
"losses": 1,
"score_as_black": 0.9375,
"score_as_white": 1.0,
"mean_margin": 75.8125,
"mean_length": 120.40625,
"stones_captured_per_game": 85.5625,
"stones_lost_per_game": 0.78125,
"passes_per_game": 1.21875,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 32,
"end_repetition": 0,
"end_move_limit": 0
},
"strong": {
"games": 64,
"score": 0.46875,
"wins": 30,
"losses": 34,
"score_as_black": 0.375,
"score_as_white": 0.5625,
"mean_margin": 25.765625,
"mean_length": 110.3125,
"stones_captured_per_game": 49.703125,
"stones_lost_per_game": 14.328125,
"passes_per_game": 2.890625,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 59,
"end_repetition": 3,
"end_move_limit": 2
},
"weak": {
"games": 32,
"score": 0.78125,
"wins": 25,
"losses": 7,
"score_as_black": 0.75,
"score_as_white": 0.8125,
"mean_margin": 59.6875,
"mean_length": 121.21875,
"stones_captured_per_game": 71.0,
"stones_lost_per_game": 6.125,
"passes_per_game": 2.71875,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 30,
"end_repetition": 1,
"end_move_limit": 1
}
},
"files": "/work/pass_1/",
"readme": "games.json: one entry per game (opponent, net_color, result +1/-1, margin = net's area score minus the opponent's incl. komi, end, stones captured / lost, moves: ply, by, move (row*9+col, 81 = pass), and for the network's moves its top-5 [move, probability]). boards.npy: (games, 162, 81) int8, the board AFTER each ply (1 Black, -1 White, 0 empty; index row*9+col); valid.npy: (games, 162) which plies were played."
}
}Exact prompt · Raw CLI events · Settings and audit
Games pass 1 of 10 done.
```
{"ok": true, "pass": 1, "kind": "games", "per_opponent": {"random": {"games": 32, "score": 0.96875, "wins": 31, "losses": 1, "score_as_black": 0.9375, "score_as_white": 1.0, "mean_margin": 75.8125, "mean_length": 120.40625, "stones_captured_per_game": 85.5625, "stones_lost_per_game": 0.78125, "passes_per_game": 1.21875, "games_with_a_pass_before_move_60": 0, "end_two_passes": 32, "end_repetition": 0, "end_move_limit": 0}, "strong": {"games": 64, "score": 0.46875, "wins": 30, "losses": 34, "score_as_black": 0.375, "score_as_white": 0.5625, "mean_margin": 25.765625, "mean_length": 110.3125, "stones_captured_per_game": 49.703125, "stones_lost_per_game": 14.328125, "passes_per_game": 2.890625, "games_with_a_pass_before_move_60": 0, "end_two_passes": 59, "end_repetition": 3, "end_move_limit": 2}, "weak": {"games": 32, "score": 0.78125, "wins": 25, "losses": 7, "score_as_black": 0.75, "score_as_white": 0.8125, "mean_margin": 59.6875, "mean_length": 121.21875, "stones_captured_per_game": 71.0, "stones_lost_per_game": 6.125, "passes_per_game": 2.71875, "games_with_a_pass_before_move_60": 0, "end_two_passes": 30, "end_repetition": 1, "end_move_limit": 1}}, "files": "/work/pass_1/", "readme": "games.json: one entry per game (opponent, net_color, result +1/-1, margin = net's area score minus the opponent's incl. komi, end, stones captured / lost, moves: ply, by, move (row*9+col, 81 = pass), and for the network's moves its top-5 [move, probability]). boards.npy: (games, 162, 81) int8, the board AFTER each ply (1 Black, -1 White, 0 empty; index row*9+col); valid.npy: (games, 162) which plies were played."}
```
Passes left: 9.Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```python
import json, numpy as np
g=json.load(open('/work/pass_1/games.json'))
print(type(g))
print(str(g[0])[:2500])
for i,x in enumerate(g):
if x['opponent']=='strong':
print(i,{k:v for k,v in x.items() if k!='moves'})
```
{
"t": 1792787882.8477895,
"kind": "python",
"s": 0.83,
"code": "import json, numpy as np\ng=json.load(open('/work/pass_1/games.json'))\nprint(type(g))\nprint(str(g[0])[:2500])\nfor i,x in enumerate(g):\n if x['opponent']=='strong':\n print(i,{k:v for k,v in x.items() if k!='moves'})\n",
"out": "<class 'list'>\n{'game': 0, 'opponent': 'random', 'net_color': 'black', 'result': 1, 'margin': 73.5, 'end': 'two passes', 'stones_captured_by_net': 104, 'stones_lost_by_net': 0, 'moves': [{'ply': 0, 'by': 'net', 'move': 49, 'top5': [[40, 0.0573], [31, 0.0477], [39, 0.0477], [41, 0.0477], [49, 0.0477]]}, {'ply': 1, 'by': 'opponent', 'move': 65}, {'ply': 2, 'by': 'net', 'move': 57, 'top5': [[40, 0.096], [48, 0.0743], [50, 0.0672], [58, 0.0576], [31, 0.0487]]}, {'ply': 3, 'by': 'opponent', 'move': 3}, {'ply': 4, 'by': 'net', 'move': 24, 'top5': [[48, 0.1266], [58, 0.0992], [40, 0.0749], [50, 0.053], [31, 0.0398]]}, {'ply': 5, 'by': 'opponent', 'move': 59}, {'ply': 6, 'by': 'net', 'move': 29, 'top5': [[48, 0.1262], [58, 0.1221], [40, 0.0681], [50, 0.0596], [39, 0.035]]}, {'ply': 7, 'by': 'opponent', 'move': 63}, {'ply': 8, 'by': 'net', 'move': 33, 'top5': [[58, 0.1201], [48, 0.1089], [40, 0.0581], [50, 0.058], [30, 0.0421]]}, {'ply': 9, 'by': 'opponent', 'move': 4}, {'ply': 10, 'by': 'net', 'move': 41, 'top5': [[58, 0.1105], [48, 0.0991], [50, 0.0468], [40, 0.0464], [42, 0.044]]}, {'ply': 11, 'by': 'opponent', 'move': 72}, {'ply': 12, 'by': 'net', 'move': 48, 'top5': [[58, 0.0877], [50, 0.0793], [48, 0.0778], [40, 0.0778], [42, 0.0755]]}, {'ply': 13, 'by': 'opponent', 'move': 0}, {'ply': 14, 'by': 'net', 'move': 50, 'top5': [[50, 0.0953], [58, 0.0829], [42, 0.0728], [40, 0.0719], [32, 0.0608]]}, {'ply': 15, 'by': 'opponent', 'move': 17}, {'ply': 16, 'by': 'net', 'move': 13, 'top5': [[58, 0.0836], [32, 0.0778], [42, 0.0734], [40, 0.0709], [39, 0.05]]}, {'ply': 17, 'by': 'opponent', 'move': 67}, {'ply': 18, 'by': 'net', 'move': 32, 'top5': [[58, 0.1069], [42, 0.0695], [12, 0.0675], [32, 0.0646], [40, 0.0644]]}, {'ply': 19, 'by': 'opponent', 'move': 34}, {'ply': 20, 'by': 'net', 'move': 40, 'top5': [[58, 0.1002], [42, 0.0742], [31, 0.0667], [12, 0.0654], [40, 0.0579]]}, {'ply': 21, 'by': 'opponent', 'move': 44}, {'ply': 22, 'by': 'net', 'move': 47, 'top5': [[31, 0.1146], [42, 0.1116], [58, 0.1062], [39, 0.0655], [12, 0.0569]]}, {'ply': 23, 'by': 'opponent', 'move': 10}, {'ply': 24, 'by': 'net', 'move': 79, 'top5': [[42, 0.1099], [31, 0.1025], [58, 0.0927], [12, 0.0822], [39, 0.0574]]}, {'ply': 25, 'by': 'opponent', 'move': 16}, {'ply': 26, 'by': 'net', 'move': 22, 'top5': [[42, 0.1055], [31, 0.0967], [58, 0.089], [12, 0.0816], [39, 0.0542]]}, {'ply': 27, 'by': 'opponent', 'move': 18}, {'ply': 28, 'by': 'net', 'move': 15, 'top5': [[31, 0.1661], [42, 0.0887], [23, 0.0865], [58, 0.\n32 {'game': 32, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -11.5, 'end': 'two passes', 'stones_captured_by_net': 4, 'stones_lost_by_net': 16}\n33 {'game': 33, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -4.5, 'end': 'two passes', 'stones_captured_by_net': 6, 'stones_lost_by_net': 6}\n34 {'game': 34, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -10.5, 'end': 'two passes', 'stones_captured_by_net': 26, 'stones_lost_by_net': 23}\n35 {'game': 35, 'opponent': 'strong', 'net_color': 'black', 'result': 1, 'margin': 73.5, 'end': 'two passes', 'stones_captured_by_net': 108, 'stones_lost_by_net': 9}\n36 {'game': 36, 'opponent': 'strong', 'net_color': 'black', 'result': 1, 'margin': 73.5, 'end': 'two passes', 'stones_captured_by_net': 106, 'stones_lost_by_net': 4}\n37 {'game': 37, 'opponent': 'strong', 'net_color': 'black', 'result': 1, 'margin': 13.5, 'end': 'two passes', 'stones_captured_by_net': 29, 'stones_lost_by_net': 4}\n38 {'game': 38, 'opponent': 'strong', 'net_color': 'black', 'result': 1, 'margin': 7.5, 'end': 'two passes', 'stones_captured_by_net': 22, 'stones_lost_by_net': 5}\n39 {'game': 39, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -23.5, 'end': 'two passes', 'stones_captured_by_net': 2, 'stones_lost_by_net': 13}\n40 {'game': 40, 'opponent': 'strong', 'net_color': 'black', 'result': 1, 'margin': 73.5, 'end': 'two passes', 'stones_captured_by_net': 148, 'stones_lost_by_net': 5}\n41 {'game': 41, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -19.5, 'end': 'two passes', 'stones_captured_by_net': 8, 'stones_lost_by_net': 17}\n42 {'game': 42, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': 11.5, 'end': 'repetition', 'stones_captured_by_net': 20, 'stones_lost_by_net': 8}\n43 {'game': 43, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -24.5, 'end': 'two passes', 'stones_captured_by_net': 7, 'stones_lost_by_net': 22}\n44 {'game': 44, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -12.5, 'end': 'two passes', 'stones_captured_by_net': 11, 'stones_lost_by_net': 20}\n45 {'game': 45, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -12.5, 'end': 'repetition', 'stones_captured_by_net': 17, 'stones_lost_by_net': 41}\n46 {'game': 46, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -8.5, 'end': 'two passes', 'stones_captured_by_net': 15, 'stones_lost_by_net': 15}\n47 {'game': 47, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -11.5, 'end': 'two passes', 'stones_captured_by_net': 6, 'stones_lost_by_net': 7}\n48 {'game': 48, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -2.5, 'end': 'repetition', 'stones_captured_by_net': 4, 'stones_lost_by_net': 2}\n49 {'game': 49, 'opponent': 'strong', 'net_color': 'black', 'result': 1, 'margin': 1.5, 'end': 'two passes', 'stones_captured_by_net': 13, 'stones_lost_by_net': 6}\n50 {'game': 50, 'opponent': 'strong', 'net_color': 'black', 'result': 1, 'margin': 73.5, 'end': 'two passes', 'stones_captured_by_net': 79, 'stones_lost_by_net': 0}\n51 {'game': 51, 'opponent': 'strong', 'net_color': 'black', 'result': 1, 'margin': 73.5, 'end': 'two passes', 'stones_captured_by_net': 156, 'stones_lost_by_net': 10}\n52 {'game': 52, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -12.5, 'end': 'two passes', 'stones_captured_by_net': 6, 'stones_lost_by_net"
}Exact prompt · Raw CLI events · Settings and audit
OUTPUT of Python run 3 of at most 120:
```
<class 'list'>
{'game': 0, 'opponent': 'random', 'net_color': 'black', 'result': 1, 'margin': 73.5, 'end': 'two passes', 'stones_captured_by_net': 104, 'stones_lost_by_net': 0, 'moves': [{'ply': 0, 'by': 'net', 'move': 49, 'top5': [[40, 0.0573], [31, 0.0477], [39, 0.0477], [41, 0.0477], [49, 0.0477]]}, {'ply': 1, 'by': 'opponent', 'move': 65}, {'ply': 2, 'by': 'net', 'move': 57, 'top5': [[40, 0.096], [48, 0.0743], [50, 0.0672], [58, 0.0576], [31, 0.0487]]}, {'ply': 3, 'by': 'opponent', 'move': 3}, {'ply': 4, 'by': 'net', 'move': 24, 'top5': [[48, 0.1266], [58, 0.0992], [40, 0.0749], [50, 0.053], [31, 0.0398]]}, {'ply': 5, 'by': 'opponent', 'move': 59}, {'ply': 6, 'by': 'net', 'move': 29, 'top5': [[48, 0.1262], [58, 0.1221], [40, 0.0681], [50, 0.0596], [39, 0.035]]}, {'ply': 7, 'by': 'opponent', 'move': 63}, {'ply': 8, 'by': 'net', 'move': 33, 'top5': [[58, 0.1201], [48, 0.1089], [40, 0.0581], [50, 0.058], [30, 0.0421]]}, {'ply': 9, 'by': 'opponent', 'move': 4}, {'ply': 10, 'by': 'net', 'move': 41, 'top5': [[58, 0.1105], [48, 0.0991], [50, 0.0468], [40, 0.0464], [42, 0.044]]}, {'ply': 11, 'by': 'opponent', 'move': 72}, {'ply': 12, 'by': 'net', 'move': 48, 'top5': [[58, 0.0877], [50, 0.0793], [48, 0.0778], [40, 0.0778], [42, 0.0755]]}, {'ply': 13, 'by': 'opponent', 'move': 0}, {'ply': 14, 'by': 'net', 'move': 50, 'top5': [[50, 0.0953], [58, 0.0829], [42, 0.0728], [40, 0.0719], [32, 0.0608]]}, {'ply': 15, 'by': 'opponent', 'move': 17}, {'ply': 16, 'by': 'net', 'move': 13, 'top5': [[58, 0.0836], [32, 0.0778], [42, 0.0734], [40, 0.0709], [39, 0.05]]}, {'ply': 17, 'by': 'opponent', 'move': 67}, {'ply': 18, 'by': 'net', 'move': 32, 'top5': [[58, 0.1069], [42, 0.0695], [12, 0.0675], [32, 0.0646], [40, 0.0644]]}, {'ply': 19, 'by': 'opponent', 'move': 34}, {'ply': 20, 'by': 'net', 'move': 40, 'top5': [[58, 0.1002], [42, 0.0742], [31, 0.0667], [12, 0.0654], [40, 0.0579]]}, {'ply': 21, 'by': 'opponent', 'move': 44}, {'ply': 22, 'by': 'net', 'move': 47, 'top5': [[31, 0.1146], [42, 0.1116], [58, 0.1062], [39, 0.0655], [12, 0.0569]]}, {'ply': 23, 'by': 'opponent', 'move': 10}, {'ply': 24, 'by': 'net', 'move': 79, 'top5': [[42, 0.1099], [31, 0.1025], [58, 0.0927], [12, 0.0822], [39, 0.0574]]}, {'ply': 25, 'by': 'opponent', 'move': 16}, {'ply': 26, 'by': 'net', 'move': 22, 'top5': [[42, 0.1055], [31, 0.0967], [58, 0.089], [12, 0.0816], [39, 0.0542]]}, {'ply': 27, 'by': 'opponent', 'move': 18}, {'ply': 28, 'by': 'net', 'move': 15, 'top5': [[31, 0.1661], [42, 0.0887], [23, 0.0865], [58, 0.
32 {'game': 32, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -11.5, 'end': 'two passes', 'stones_captured_by_net': 4, 'stones_lost_by_net': 16}
33 {'game': 33, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -4.5, 'end': 'two passes', 'stones_captured_by_net': 6, 'stones_lost_by_net': 6}
34 {'game': 34, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -10.5, 'end': 'two passes', 'stones_captured_by_net': 26, 'stones_lost_by_net': 23}
35 {'game': 35, 'opponent': 'strong', 'net_color': 'black', 'result': 1, 'margin': 73.5, 'end': 'two passes', 'stones_captured_by_net': 108, 'stones_lost_by_net': 9}
36 {'game': 36, 'opponent': 'strong', 'net_color': 'black', 'result': 1, 'margin': 73.5, 'end': 'two passes', 'stones_captured_by_net': 106, 'stones_lost_by_net': 4}
37 {'game': 37, 'opponent': 'strong', 'net_color': 'black', 'result': 1, 'margin': 13.5, 'end': 'two passes', 'stones_captured_by_net': 29, 'stones_lost_by_net': 4}
38 {'game': 38, 'opponent': 'strong', 'net_color': 'black', 'result': 1, 'margin': 7.5, 'end': 'two passes', 'stones_captured_by_net': 22, 'stones_lost_by_net': 5}
39 {'game': 39, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -23.5, 'end': 'two passes', 'stones_captured_by_net': 2, 'stones_lost_by_net': 13}
40 {'game': 40, 'opponent': 'strong', 'net_color': 'black', 'result': 1, 'margin': 73.5, 'end': 'two passes', 'stones_captured_by_net': 148, 'stones_lost_by_net': 5}
41 {'game': 41, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -19.5, 'end': 'two passes', 'stones_captured_by_net': 8, 'stones_lost_by_net': 17}
42 {'game': 42, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': 11.5, 'end': 'repetition', 'stones_captured_by_net': 20, 'stones_lost_by_net': 8}
43 {'game': 43, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -24.5, 'end': 'two passes', 'stones_captured_by_net': 7, 'stones_lost_by_net': 22}
44 {'game': 44, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -12.5, 'end': 'two passes', 'stones_captured_by_net': 11, 'stones_lost_by_net': 20}
45 {'game': 45, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -12.5, 'end': 'repetition', 'stones_captured_by_net': 17, 'stones_lost_by_net': 41}
46 {'game': 46, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -8.5, 'end': 'two passes', 'stones_captured_by_net': 15, 'stones_lost_by_net': 15}
47 {'game': 47, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -11.5, 'end': 'two passes', 'stones_captured_by_net': 6, 'stones_lost_by_net': 7}
48 {'game': 48, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -2.5, 'end': 'repetition', 'stones_captured_by_net': 4, 'stones_lost_by_net': 2}
49 {'game': 49, 'opponent': 'strong', 'net_color': 'black', 'result': 1, 'margin': 1.5, 'end': 'two passes', 'stones_captured_by_net': 13, 'stones_lost_by_net': 6}
50 {'game': 50, 'opponent': 'strong', 'net_color': 'black', 'result': 1, 'margin': 73.5, 'end': 'two passes', 'stones_captured_by_net': 79, 'stones_lost_by_net': 0}
51 {'game': 51, 'opponent': 'strong', 'net_color': 'black', 'result': 1, 'margin': 73.5, 'end': 'two passes', 'stones_captured_by_net': 156, 'stones_lost_by_net': 10}
52 {'game': 52, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -12.5, 'end': 'two passes', 'stones_captured_by_net': 6, 'stones_lost_by_net': 7}
53 {'game': 53, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -12.5, 'end': 'two passes', 'stones_captured_by_net': 3, 'stones_lost_by_net': 5}
54 {'game': 54, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -10.5, 'end': 'two passes', 'stones_captured_by_net': 8, 'stones_lost_by_net': 17}
55 {'game': 55, 'opponent': 'strong', 'net_color': 'black', 'result': 1, 'margin': 73.5, 'end': 'two passes', 'stones_captured_by_net': 116, 'stones_lost_by_net': 5}
56 {'game': 56, 'opponent': 'strong', 'net_color': 'black', 'result': 1, 'margin': 73.5, 'end': 'two passes', 'stones_captured_by_net': 100, 'stones_lost_by_net': 0}
57 {'game': 57, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -22.5, 'end': 'two passes', 'stones_captured_by_net': 6, 'stones_lost_by_net': 21}
58 {'game': 58, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -6.5, 'end': 'two passes', 'stones_captured_by_net': 19, 'stones_lost_by_net': 35}
59 {'game': 59, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -8.5, 'end': 'two passes', 'stones_captured_by_net': 6, 'stones_lost_by_net': 11}
60 {'game': 60, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -3.5, 'end': 'two passes', 'stones_captured_by_net': 10, 'stones_lost_by_net': 7}
61 {'game': 61, 'opponent': 'strong', 'net_color': 'black', 'result': 1, 'margin': 73.5, 'end': 'two passes', 'stones_captured_by_net': 77, 'stones_lost_by_net': 1}
62 {'game': 62, 'opponent': 'strong', 'net_color': 'black', 'result': 1, 'margin': 73.5, 'end': 'two passes', 'stones_captured_by_net': 101, 'stones_lost_by_net': 0}
63 {'game': 63, 'opponent': 'strong', 'net_color': 'black', 'result': -1, 'margin': -2.5, 'end': 'two passes', 'stones_captured_by_net': 20, 'stones_lost_by_net': 15}
64 {'game': 64, 'opponent': 'strong', 'net_color': 'white', 'result': 1, 'margin': 2.5, 'end': 'two passes', 'stones_captured_by_net': 14, 'stones_lost_by_net': 22}
65 {'game': 65, 'opponent': 'strong', 'net_color': 'white', 'result': 1, 'margin': 88.5, 'end': 'two passes', 'stones_captured_by_net': 123, 'stones_lost_by_net': 5}
66 {'game': 66, 'opponent': 'strong', 'net_color': 'white', 'result': -1, 'margin': -2.5, 'end': 'two passes', 'stones_captured_by_net': 12, 'stones_lost_by_net': 22}
67 {'game': 67, 'opponent': 'strong', 'net_color': 'white', 'result': -1, 'margin': -6.5, 'end': 'two passes', 'stones_captured_by_net': 8, 'stones_lost_by_net': 22}
68 {'game': 68, 'opponent': 'strong', 'net_color': 'white', 'result': -1, 'margin': -19.5, 'end': 'two passes', 'stones_captured_by_net': 5, 'stones_lost_by_net': 16}
69 {'game': 69, 'opponent': 'strong', 'net_color': 'white', 'result': -1, 'margin': -19.5, 'end': 'two passes', 'stones_captured_by_net': 3, 'stones_lost_by_net': 32}
70 {'game': 70, 'opponent': 'strong', 'net_color': 'white', 'result': 1, 'margin': 88.5, 'end': 'two passes', 'stones_captured_by_net': 82, 'stones_lost_by_net': 2}
71 {'game': 71, 'opponent': 'strong', 'net_color': 'white', 'result': 1, 'margin': 88.5, 'end': 'two passes', 'stones_captured_by_net': 114, 'stones_lost_by_net': 3}
72 {'game': 72, 'opponent': 'strong', 'net_color': 'white', 'result': 1, 'margin': 88.5, 'end': 'two passes', 'stones_captured_by_net': 83, 'stones_lost_by_net': 1}
73 {'game': 73, 'opponent': 'strong', 'net_color': 'white', 'result': -1, 'margin': -1.5, 'end': 'two passes', 'stones_captured_by_net': 6, 'stones_lost_by_net': 13}
74 {'game': 74, 'opponent': 'strong', 'net_color': 'white', 'result': 1, 'margin': 88.5, 'end': 'two passes', 'stones_captured_by_net': 176, 'stones_lost_by_net': 7}
75 {'game': 75, 'opponent': 'strong', 'net_color': 'white', 'result': -1, 'margin': -8.5, 'end': 'two passes', 'stones_captured_by_net': 6, 'stones_lost_by_net': 17}
76 {'game': 76, 'opponent': 'strong', 'net_color': 'white', 'result': 1, 'margin': 88.5, 'end': 'two passes', 'stones_captured_by_net': 175, 'stones_lost_by_net': 16}
77 {'game': 77, 'opponent': 'strong', 'net_color': 'white', 'result': -1, 'margin': -18.5, 'end': 'two passes', 'stones_captured_by_net': 4, 'stones_lost_by_net': 29}
78 {'game': 78, 'opponent': 'strong', 'net_color': 'white', 'result': -1, 'margin': -19.5, 'end': 'two passes', 'stones_captured_by_net': 5, 'stones_lost_by_net': 19}
79 {'game': 79, 'opponent': 'strong', 'net_color': 'white', 'result': 1, 'margin': 88.5, 'end': 'two passes', 'stones_captured_by_net': 86, 'stones_lost_by_net': 2}
80 {'game': 80, 'opponent': 'strong', 'net_color': 'white', 'result': -1, 'margin': -8.5, 'end': 'two passes', 'stones_captured_by_net': 11, 'stones_lost_by_net': 35}
81 {'game': 81, 'opponent': 'strong', 'net_color': 'white', 'result': 1, 'margin': 88.5, 'end': 'two passes', 'stones_captured_by_net': 96, 'stones_lost_by_net': 3}
82 {'game': 82, 'opponent': 'strong', 'net_color': 'white', 'result': 1, 'margin': 88.5, 'end': 'two passes', 'stones_captured_by_net': 84, 'stones_lost_by_net': 2}
83 {'game': 83, 'opponent': 'strong', 'net_color': 'white', 'result': 1, 'margin': 88.5, 'end': 'two passes', 'stones_captured_by_net': 132, 'stones_lost_by_net': 4}
84 {'game': 84, 'opponent': 'strong', 'net_color': 'white', 'result': 1, 'margin': 88.5, 'end': 'two passes', 'stones_captured_by_net': 93, 'stones_lost_by_net': 6}
85 {'game': 85, 'opponent': 'strong', 'net_color': 'white', 'result': 1, 'margin': 88.5, 'end': 'two passes', 'stones_captured_by_net': 95, 'stones_lost_by_net': 1}
86 {'game': 86, 'opponent': 'strong', 'net_color': 'white', 'result': 1, 'margin': 88.5, 'end': 'two passes', 'stones_captured_by_net': 78, 'stones_lost_by_net': 1}
87 {'game': 87, 'opponent': 'strong', 'net_color': 'white', 'result': -1, 'margin': -25.5, 'end': 'two passes', 'stones_captured_by_net': 2, 'stones_lost_by_net': 24}
88 {'game': 88, 'opponent': 'strong', 'net_color': 'white', 'result': -1, 'margin': -0.5, 'end': 'two passes', 'stones_captured_by_net': 13, 'stones_lost_by_net': 20}
89 {'game': 89, 'opponent': 'strong', 'net_color': 'white', 'result': 1, 'margin': 1.5, 'end': 'two passes', 'stones_captured_by_net': 20, 'stones_lost_by_net': 19}
90 {'game': 90, 'opponent': 'strong', 'net_color': 'white', 'result': 1, 'margin': 88.5, 'end': 'move limit', 'stones_captured_by_net': 199, 'stones_lost_by_net': 18}
91 {'game': 91, 'opponent': 'strong', 'net_color': 'white', 'result': -1, 'margin': -20.5, 'end': 'two passes', 'stones_captured_by_net': 1, 'stones_lost_by_net': 19}
92 {'game': 92, 'opponent': 'strong', 'net_color': 'white', 'result': 1, 'margin': 6.5, 'end': 'two passes', 'stones_captured_by_net': 26, 'stones_lost_by_net': 43}
93 {'game': 93, 'opponent': 'strong', 'net_color': 'white', 'result': -1, 'margin': -9.5, 'end': 'two passes', 'stones_captured_by_net': 14, 'stones_lost_by_net': 59}
94 {'game': 94, 'opponent': 'strong', 'net_color': 'white', 'result': -1, 'margin': -3.5, 'end': 'two passes', 'stones_captured_by_net': 20, 'stones_lost_by_net': 65}
95 {'game': 95, 'opponent': 'strong', 'net_color': 'white', 'result': 1, 'margin': 88.5, 'end': 'move limit', 'stones_captured_by_net': 136, 'stones_lost_by_net': 13}
```Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```python
import numpy as np,json
g=json.load(open('/work/pass_1/games.json'))
boards=np.load('/work/pass_1/boards.npy')
def show(board):
z=np.asarray(board).reshape(9,9)
return '\n'.join(''.join({0:'.',1:'X',-1:'O'}[int(v)] for v in row) for row in z)
for gi in [32,33,67]:
x=g[gi]
print('\nGAME',gi,x['net_color'])
for ply,m in enumerate(x['moves']):
if ply<46 and m['by']=='net':
print(ply,'move',divmod(m['move'],9),'top',m['top5'][:3])
if ply in [15,31,47,63,len(x['moves'])-1]:
print('after',ply,'\n'+show(boards[gi,ply]))
```
{
"t": 1792787909.2892303,
"kind": "python",
"s": 0.79,
"code": "import numpy as np,json\ng=json.load(open('/work/pass_1/games.json'))\nboards=np.load('/work/pass_1/boards.npy')\ndef show(board):\n z=np.asarray(board).reshape(9,9)\n return '\\n'.join(''.join({0:'.',1:'X',-1:'O'}[int(v)] for v in row) for row in z)\nfor gi in [32,33,67]:\n x=g[gi]\n print('\\nGAME',gi,x['net_color'])\n for ply,m in enumerate(x['moves']):\n if ply<46 and m['by']=='net':\n print(ply,'move',divmod(m['move'],9),'top',m['top5'][:3])\n if ply in [15,31,47,63,len(x['moves'])-1]:\n print('after',ply,'\\n'+show(boards[gi,ply]))\n",
"out": "\nGAME 32 black\n0 move (6, 4) top [[40, 0.0573], [31, 0.0477], [39, 0.0477]]\n2 move (4, 2) top [[49, 0.1064], [31, 0.0493], [39, 0.0493]]\n4 move (4, 3) top [[39, 0.1092], [49, 0.1092], [47, 0.0496]]\n6 move (6, 6) top [[57, 0.1473], [47, 0.1402], [41, 0.1202]]\n8 move (3, 3) top [[47, 0.1645], [31, 0.113], [41, 0.1054]]\n10 move (7, 4) top [[67, 0.9435], [50, 0.0193], [31, 0.0086]]\n12 move (7, 5) top [[41, 0.3651], [31, 0.133], [51, 0.1078]]\n14 move (3, 5) top [[41, 0.3265], [56, 0.1603], [31, 0.1341]]\nafter 15 \n.........\n.........\n.........\n...X.X...\n..XXOO...\n..OOOO...\n...OXOX..\n....XX...\n.........\n16 move (3, 4) top [[31, 0.3286], [56, 0.1836], [51, 0.1144]]\n18 move (3, 2) top [[56, 0.2783], [51, 0.2124], [66, 0.08]]\n20 move (3, 1) top [[56, 0.2963], [51, 0.1881], [66, 0.1073]]\n22 move (7, 2) top [[51, 0.233], [66, 0.1588], [46, 0.0652]]\n24 move (2, 3) top [[66, 0.354], [46, 0.0673], [33, 0.0611]]\n26 move (2, 0) top [[22, 0.1077], [46, 0.0968], [23, 0.0872]]\n28 move (1, 3) top [[33, 0.1054], [22, 0.0979], [23, 0.0954]]\n30 move (2, 1) top [[23, 0.1052], [22, 0.1041], [46, 0.1]]\nafter 31 \n.........\n...X.....\nXX.X.....\n.XXXXXOO.\n..XXOOO..\n..OOOO...\n..OOXOXO.\n..XOXXOO.\n.........\n32 move (2, 6) top [[20, 0.1451], [23, 0.0963], [22, 0.0916]]\n34 move (2, 5) top [[23, 0.2126], [20, 0.1088], [22, 0.0955]]\n36 move (3, 8) top [[22, 0.2204], [20, 0.1162], [46, 0.0861]]\n38 move (1, 6) top [[22, 0.2078], [20, 0.1096], [46, 0.0812]]\n40 move (5, 1) top [[22, 0.1878], [20, 0.1116], [14, 0.101]]\n42 move (1, 5) top [[22, 0.1719], [37, 0.1366], [55, 0.1064]]\n44 move (8, 7) top [[22, 0.2068], [37, 0.1816], [55, 0.1414]]\nafter 47 \n.........\n...X.XXO.\nXX.X.XXOO\n.XXXXXOOX\n.XXXOOOO.\n.XOOOO...\nO.OO.OXO.\n..XO..OO.\n...OOO.X.\nafter 63 \n.........\nOO.XXXXOO\nXXXXXXXOO\n.XXXXXOOX\nXXXXOOOO.\nOXOOOO.OX\nOOOO.OXO.\nO..O..OO.\n..OOOO.X.\nafter 90 \nXXXXX.XXO\n.X.XXXXOO\nXXXXXXXOO\n.XXXXXOOO\nXXXXOOOOO\nOXOOOO.OO\nOOOO.OXOO\nOX.O.OOOO\nOXOOOO.XO\n\nGAME 33 black\n0 move (6, 3) top [[40, 0.0573], [31, 0.0477], [39, 0.0477]]\n2 move (1, 2) top [[48, 0.0752], [58, 0.0712], [39, 0.0633]]\n4 move (5, 3) top [[48, 0.0911], [58, 0.0871], [39, 0.0606]]\n6 move (7, 5) top [[59, 0.121], [39, 0.1159], [67, 0.0535]]\n8 move (4, 6) top [[59, 0.2104], [67, 0.1161], [39, 0.1029]]\n10 move (3, 6) top [[59, 0.1588], [50, 0.1491], [67, 0.101]]\n12 move (6, 5) top [[39, 0.2335], [41, 0.1581], [59, 0.106]]\n14 move (4, 3) top [[39, 0.2232], [50, 0.2072], [41, 0.1902]]\nafter 15 \n.........\n..X......\n....O....\n....OOX..\n...XO.X..\n...XO....\n...XOX...\n...OOX...\n.........\n16 move (4, 5) top [[41, 0.6052], [50, 0.145], [30, 0.0314]]\n18 move (5, 6) top [[51, 0.9998], [23, 0.0], [30, 0.0]]\n20 move (3, 3) top [[30, 0.1314], [60, 0.1027], [47, 0.0657]]\n22 move (5, 2) top [[60, 0.1113], [21, 0.0864], [29, 0.0782]]\n24 move (8, 3) top [[20, 0.1514], [12, 0.1164], [13, 0.1008]]\n26 move (2, 2) top [[20, 0.1484], [12, 0.1153], [60, 0.1025]]\n28 move (8, 5) top [[77, 0.9379], [29, 0.0094], [12, 0.0076]]\n30 move (0, 6) top [[29, 0.1395], [12, 0.1154], [13, 0.1065]]\nafter 31 \n......X..\n..X....O.\n..XOO.O..\n...XOOXO.\n...XOXX..\n..XXOOXO.\n...XOXO..\n...OOXO..\n...X.X...\n32 move (1, 4) top [[29, 0.1478], [12, 0.1128], [38, 0.1011]]\n34 move (8, 4) top [[12, 0.1912], [70, 0.155], [29, 0.1207]]\n36 move (7, 2) top [[65, 0.9899], [74, 0.0084], [70, 0.0003]]\n38 move (8, 2) top [[74, 0.8989], [12, 0.0269], [70, 0.0191]]\n40 move (1, 6) top [[12, 0.2538], [70, 0.1807], [29, 0.1223]]\n42 move (1, 3) top [[12, 0.9976], [70, 0.0006], [29, 0.0004]]\n44 move (0, 3) top [[3, 0.9988], [70, 0.0003], [56, 0.0002]]\nafter 47 \n...XOO.O.\n..XXXO.O.\n..XOO.O..\n...XOO.O.\n..XXO..O.\n..XXOO.O.\n...XOXOO.\n..XOOXOO.\n.OXXXX...\nafter 63 \n.X.XOOOO.\nX.XXXO.O.\n.XXOO.O..\nX.XXOO.O.\n..XXO..OO\n..XXOO.O.\n..XXOXOOO\n.XXOOXOO.\nX.XXXXOO.\nafter 76 \n.X.XOOOO.\nX.XXXOOOX\n.XXOO.O.X\nX.XXOO.OO\n.XXXO..OO\nXXXXOO.O.\nX.XXOXOOO\n.XXOOXOOO\nX.XXXXOO.\n\nGAME 67 white\n1 move (4, 5) top [[31, 0.0573], [39, 0.0573], [41, 0.0573]]\n3 move (4, 6) top [[32, 0.0941], [50, 0.077], [42, 0.0733]]\n5 move (5, 5) top [[32, 0.0851], [50, 0.0809], [49, 0.0769]]\n7 move (4, 7) top [[49, 0.2713], [33, 0.1153], [39, 0.1081]]\n9 move (5, 4) top [[49, 0.2668], [39, 0.1235], [33, 0.1136]]\n11 move (2, 4) top [[39, 0.1935], [33, 0.1309], [22, 0.0925]]\n13 move (2, 5) top [[39, 0.237], [23, 0.1758], [33, 0.1155]]\n15 move (2, 2) top [[39, 0.2814], [33, 0.1125], [48, 0.1034]]\nafter 15 \n.........\n.........\n..OXOO...\n..XXXX...\n....XOOO.\n....OO...\n...XX....\n.........\n.........\n17 move (2, 1) top [[39, 0.5743], [38, 0.067], [33, 0.0653]]\n19 move (6, 5) top [[39, 0.5392], [33, 0.075], [38, 0.0615]]\n21 move (4, 3) top [[39, 0.5267], [33, 0.0749], [38, 0.0661]]\n23 move (4, 2) top [[38, 0.2233], [48, 0.194], [33, 0.1655]]\n25 move (3, 6) top [[33, 0.9998], [48, 0.0001], [37, 0.0]]\n27 move (4, 1) top [[47, 0.2574], [37, 0.151], [56, 0.0933]]\n29 move (3, 0) top [[27, 0.9957], [47, 0.0011], [51, 0.0004]]\n31 move (6, 2) top [[47, 0.3041], [56, 0.1033], [51, 0.0916]]\nafter 31 \n.........\n..XX.X...\n.OOXOOX..\nOXXXXXO..\n.OOOXOOO.\n.X.XOO...\n..OXXO...\n....X....\n.........\n33 move (4, 0) top [[36, 0.9595], [55, 0.0067], [51, 0.0052]]\n35 move (1, 1) top [[9, 0.6574], [10, 0.3398], [55, 0.0005]]\n37 move (1, 0) top [[9, 0.8707], [65, 0.1277], [51, 0.0003]]\n39 move (7, 2) top [[65, 0.9877], [51, 0.0023], [66, 0.0018]]\n41 move (3, 0) top [[27, 0.9997], [66, 0.0001], [51, 0.0]]\n43 move (4, 1) top [[37, 0.2263], [66, 0.1673], [51, 0.1004]]\n45 move (4, 2) top [[38, 0.7685], [66, 0.0543], [51, 0.0326]]\nafter 47 \n.X.......\nOOXX.XX..\n.OOXOOX..\nOXXXXXOO.\n.OOXXOOO.\nXXXXOO...\n.XOXXO...\n..O.X....\n.........\nafter 63 \n.XXX.....\nOOXX.XXO.\n.OOXOOXO.\nOXXXXXOOX\nX..XXOOO.\nXXXXOOOOO\n.XOXXO.XO\nXOOXXO.X.\n.........\nafter 92 \nXXXX.OO.O\n.XXXXXXO.\nX..X.XXOO\n.XXXXXOO.\nX.XXXOOOO\nXXXXOOOOO\nXX.XXO.OO\nX.XXXOOO.\nX.XXOO.OO\n"
}Exact prompt · Raw CLI events · Settings and audit
OUTPUT of Python run 4 of at most 120: ``` GAME 32 black 0 move (6, 4) top [[40, 0.0573], [31, 0.0477], [39, 0.0477]] 2 move (4, 2) top [[49, 0.1064], [31, 0.0493], [39, 0.0493]] 4 move (4, 3) top [[39, 0.1092], [49, 0.1092], [47, 0.0496]] 6 move (6, 6) top [[57, 0.1473], [47, 0.1402], [41, 0.1202]] 8 move (3, 3) top [[47, 0.1645], [31, 0.113], [41, 0.1054]] 10 move (7, 4) top [[67, 0.9435], [50, 0.0193], [31, 0.0086]] 12 move (7, 5) top [[41, 0.3651], [31, 0.133], [51, 0.1078]] 14 move (3, 5) top [[41, 0.3265], [56, 0.1603], [31, 0.1341]] after 15 ......... ......... ......... ...X.X... ..XXOO... ..OOOO... ...OXOX.. ....XX... ......... 16 move (3, 4) top [[31, 0.3286], [56, 0.1836], [51, 0.1144]] 18 move (3, 2) top [[56, 0.2783], [51, 0.2124], [66, 0.08]] 20 move (3, 1) top [[56, 0.2963], [51, 0.1881], [66, 0.1073]] 22 move (7, 2) top [[51, 0.233], [66, 0.1588], [46, 0.0652]] 24 move (2, 3) top [[66, 0.354], [46, 0.0673], [33, 0.0611]] 26 move (2, 0) top [[22, 0.1077], [46, 0.0968], [23, 0.0872]] 28 move (1, 3) top [[33, 0.1054], [22, 0.0979], [23, 0.0954]] 30 move (2, 1) top [[23, 0.1052], [22, 0.1041], [46, 0.1]] after 31 ......... ...X..... XX.X..... .XXXXXOO. ..XXOOO.. ..OOOO... ..OOXOXO. ..XOXXOO. ......... 32 move (2, 6) top [[20, 0.1451], [23, 0.0963], [22, 0.0916]] 34 move (2, 5) top [[23, 0.2126], [20, 0.1088], [22, 0.0955]] 36 move (3, 8) top [[22, 0.2204], [20, 0.1162], [46, 0.0861]] 38 move (1, 6) top [[22, 0.2078], [20, 0.1096], [46, 0.0812]] 40 move (5, 1) top [[22, 0.1878], [20, 0.1116], [14, 0.101]] 42 move (1, 5) top [[22, 0.1719], [37, 0.1366], [55, 0.1064]] 44 move (8, 7) top [[22, 0.2068], [37, 0.1816], [55, 0.1414]] after 47 ......... ...X.XXO. XX.X.XXOO .XXXXXOOX .XXXOOOO. .XOOOO... O.OO.OXO. ..XO..OO. ...OOO.X. after 63 ......... OO.XXXXOO XXXXXXXOO .XXXXXOOX XXXXOOOO. OXOOOO.OX OOOO.OXO. O..O..OO. ..OOOO.X. after 90 XXXXX.XXO .X.XXXXOO XXXXXXXOO .XXXXXOOO XXXXOOOOO OXOOOO.OO OOOO.OXOO OX.O.OOOO OXOOOO.XO GAME 33 black 0 move (6, 3) top [[40, 0.0573], [31, 0.0477], [39, 0.0477]] 2 move (1, 2) top [[48, 0.0752], [58, 0.0712], [39, 0.0633]] 4 move (5, 3) top [[48, 0.0911], [58, 0.0871], [39, 0.0606]] 6 move (7, 5) top [[59, 0.121], [39, 0.1159], [67, 0.0535]] 8 move (4, 6) top [[59, 0.2104], [67, 0.1161], [39, 0.1029]] 10 move (3, 6) top [[59, 0.1588], [50, 0.1491], [67, 0.101]] 12 move (6, 5) top [[39, 0.2335], [41, 0.1581], [59, 0.106]] 14 move (4, 3) top [[39, 0.2232], [50, 0.2072], [41, 0.1902]] after 15 ......... ..X...... ....O.... ....OOX.. ...XO.X.. ...XO.... ...XOX... ...OOX... ......... 16 move (4, 5) top [[41, 0.6052], [50, 0.145], [30, 0.0314]] 18 move (5, 6) top [[51, 0.9998], [23, 0.0], [30, 0.0]] 20 move (3, 3) top [[30, 0.1314], [60, 0.1027], [47, 0.0657]] 22 move (5, 2) top [[60, 0.1113], [21, 0.0864], [29, 0.0782]] 24 move (8, 3) top [[20, 0.1514], [12, 0.1164], [13, 0.1008]] 26 move (2, 2) top [[20, 0.1484], [12, 0.1153], [60, 0.1025]] 28 move (8, 5) top [[77, 0.9379], [29, 0.0094], [12, 0.0076]] 30 move (0, 6) top [[29, 0.1395], [12, 0.1154], [13, 0.1065]] after 31 ......X.. ..X....O. ..XOO.O.. ...XOOXO. ...XOXX.. ..XXOOXO. ...XOXO.. ...OOXO.. ...X.X... 32 move (1, 4) top [[29, 0.1478], [12, 0.1128], [38, 0.1011]] 34 move (8, 4) top [[12, 0.1912], [70, 0.155], [29, 0.1207]] 36 move (7, 2) top [[65, 0.9899], [74, 0.0084], [70, 0.0003]] 38 move (8, 2) top [[74, 0.8989], [12, 0.0269], [70, 0.0191]] 40 move (1, 6) top [[12, 0.2538], [70, 0.1807], [29, 0.1223]] 42 move (1, 3) top [[12, 0.9976], [70, 0.0006], [29, 0.0004]] 44 move (0, 3) top [[3, 0.9988], [70, 0.0003], [56, 0.0002]] after 47 ...XOO.O. ..XXXO.O. ..XOO.O.. ...XOO.O. ..XXO..O. ..XXOO.O. ...XOXOO. ..XOOXOO. .OXXXX... after 63 .X.XOOOO. X.XXXO.O. .XXOO.O.. X.XXOO.O. ..XXO..OO ..XXOO.O. ..XXOXOOO .XXOOXOO. X.XXXXOO. after 76 .X.XOOOO. X.XXXOOOX .XXOO.O.X X.XXOO.OO .XXXO..OO XXXXOO.O. X.XXOXOOO .XXOOXOOO X.XXXXOO. GAME 67 white 1 move (4, 5) top [[31, 0.0573], [39, 0.0573], [41, 0.0573]] 3 move (4, 6) top [[32, 0.0941], [50, 0.077], [42, 0.0733]] 5 move (5, 5) top [[32, 0.0851], [50, 0.0809], [49, 0.0769]] 7 move (4, 7) top [[49, 0.2713], [33, 0.1153], [39, 0.1081]] 9 move (5, 4) top [[49, 0.2668], [39, 0.1235], [33, 0.1136]] 11 move (2, 4) top [[39, 0.1935], [33, 0.1309], [22, 0.0925]] 13 move (2, 5) top [[39, 0.237], [23, 0.1758], [33, 0.1155]] 15 move (2, 2) top [[39, 0.2814], [33, 0.1125], [48, 0.1034]] after 15 ......... ......... ..OXOO... ..XXXX... ....XOOO. ....OO... ...XX.... ......... ......... 17 move (2, 1) top [[39, 0.5743], [38, 0.067], [33, 0.0653]] 19 move (6, 5) top [[39, 0.5392], [33, 0.075], [38, 0.0615]] 21 move (4, 3) top [[39, 0.5267], [33, 0.0749], [38, 0.0661]] 23 move (4, 2) top [[38, 0.2233], [48, 0.194], [33, 0.1655]] 25 move (3, 6) top [[33, 0.9998], [48, 0.0001], [37, 0.0]] 27 move (4, 1) top [[47, 0.2574], [37, 0.151], [56, 0.0933]] 29 move (3, 0) top [[27, 0.9957], [47, 0.0011], [51, 0.0004]] 31 move (6, 2) top [[47, 0.3041], [56, 0.1033], [51, 0.0916]] after 31 ......... ..XX.X... .OOXOOX.. OXXXXXO.. .OOOXOOO. .X.XOO... ..OXXO... ....X.... ......... 33 move (4, 0) top [[36, 0.9595], [55, 0.0067], [51, 0.0052]] 35 move (1, 1) top [[9, 0.6574], [10, 0.3398], [55, 0.0005]] 37 move (1, 0) top [[9, 0.8707], [65, 0.1277], [51, 0.0003]] 39 move (7, 2) top [[65, 0.9877], [51, 0.0023], [66, 0.0018]] 41 move (3, 0) top [[27, 0.9997], [66, 0.0001], [51, 0.0]] 43 move (4, 1) top [[37, 0.2263], [66, 0.1673], [51, 0.1004]] 45 move (4, 2) top [[38, 0.7685], [66, 0.0543], [51, 0.0326]] after 47 .X....... OOXX.XX.. .OOXOOX.. OXXXXXOO. .OOXXOOO. XXXXOO... .XOXXO... ..O.X.... ......... after 63 .XXX..... OOXX.XXO. .OOXOOXO. OXXXXXOOX X..XXOOO. XXXXOOOOO .XOXXO.XO XOOXXO.X. ......... after 92 XXXX.OO.O .XXXXXXO. X..X.XXOO .XXXXXOO. X.XXXOOOO XXXXOOOOO XX.XXO.OO X.XXXOOO. X.XXOO.OO ```
Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```python
import json
src=open('/work/design.py').read()
src=src.replace("safe2=1., safe3=1., cap_safety=1.)",
"safe2=1., safe3=1., cap_safety=1., crowd=0., temperature_scale=1.)")
src=src.replace("b(5,E,1-len(adj[q]))","b(5,E,2-len(adj[q]))")
src=src.replace("""w(6,E,u(4,q),p['eye'])
w(6,I,u(4,q),p['isolation'])
w(6,P,u(5,q),1)""",
"""w(6,E,u(4,q),1); b(6,u(4,q),-1)
w(6,P,u(5,q),1)
b(6,u(5,q),100)
w(6,E,u(5,q),-p['crowd'])
w(6,I,u(5,q),-p['isolation'])""")
src=src.replace("p['save'],-p['danger'],-1.,1.]",
"p['save'],-p['danger'],-(p['eye']-2*p['crowd']),1.]")
src=src.replace("a['out.b'][q]=-40.","a['out.b'][q]=-140.")
src=src.replace("return a,p","a['out.W'] *= p['temperature_scale']\n a['out.b'] *= p['temperature_scale']\n return a,p")
open('/work/design_v2.py','w').write(src)
exec(src)
config=install(dict(own_adj=2.,opp_adj=.6,crowd=3.,temperature_scale=1.5,opening=3.))
json.dump(config,open('/work/config_v2.json','w'),indent=2)
print(config)
```
{
"t": 1792787980.234866,
"kind": "python",
"s": 1.1,
"code": "import json\nsrc=open('/work/design.py').read()\nsrc=src.replace(\"safe2=1., safe3=1., cap_safety=1.)\",\n \"safe2=1., safe3=1., cap_safety=1., crowd=0., temperature_scale=1.)\")\nsrc=src.replace(\"b(5,E,1-len(adj[q]))\",\"b(5,E,2-len(adj[q]))\")\nsrc=src.replace(\"\"\"w(6,E,u(4,q),p['eye'])\n w(6,I,u(4,q),p['isolation'])\n w(6,P,u(5,q),1)\"\"\",\n\"\"\"w(6,E,u(4,q),1); b(6,u(4,q),-1)\n w(6,P,u(5,q),1)\n b(6,u(5,q),100)\n w(6,E,u(5,q),-p['crowd'])\n w(6,I,u(5,q),-p['isolation'])\"\"\")\nsrc=src.replace(\"p['save'],-p['danger'],-1.,1.]\",\n \"p['save'],-p['danger'],-(p['eye']-2*p['crowd']),1.]\")\nsrc=src.replace(\"a['out.b'][q]=-40.\",\"a['out.b'][q]=-140.\")\nsrc=src.replace(\"return a,p\",\"a['out.W'] *= p['temperature_scale']\\n a['out.b'] *= p['temperature_scale']\\n return a,p\")\nopen('/work/design_v2.py','w').write(src)\nexec(src)\nconfig=install(dict(own_adj=2.,opp_adj=.6,crowd=3.,temperature_scale=1.5,opening=3.))\njson.dump(config,open('/work/config_v2.json','w'),indent=2)\nprint(config)\n",
"out": "{'capture': 11.0, 'capture_extra': 3.0, 'save': 7.0, 'danger': 10.0, 'eye': 22.0, 'isolation': 3.0, 'isolation_threshold': 2.5, 'base': 1.3, 'pass_bias': -1.0, 'attack': 1.3, 'own_adj': 2.0, 'opp_adj': 0.6, 'opening': 3.0, 'save_danger': 2.0, 'safe2': 1.0, 'safe3': 1.0, 'cap_safety': 1.0, 'crowd': 3.0, 'temperature_scale': 1.5}\n"
}Exact prompt · Raw CLI events · Settings and audit
OUTPUT of Python run 5 of at most 120:
```
{'capture': 11.0, 'capture_extra': 3.0, 'save': 7.0, 'danger': 10.0, 'eye': 22.0, 'isolation': 3.0, 'isolation_threshold': 2.5, 'base': 1.3, 'pass_bias': -1.0, 'attack': 1.3, 'own_adj': 2.0, 'opp_adj': 0.6, 'opening': 3.0, 'save_danger': 2.0, 'safe2': 1.0, 'safe3': 1.0, 'cap_safety': 1.0, 'crowd': 3.0, 'temperature_scale': 1.5}
```Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```games
{"games":{"strong":96,"weak":24,"random":8}}
```
{
"t": 1792788013.8824906,
"kind": "games",
"k": 2,
"request": {
"games": {
"strong": 96,
"weak": 24,
"random": 8
}
},
"result": {
"ok": true,
"pass": 2,
"kind": "games",
"per_opponent": {
"random": {
"games": 8,
"score": 1.0,
"wins": 8,
"losses": 0,
"score_as_black": 1.0,
"score_as_white": 1.0,
"mean_margin": 81.0,
"mean_length": 128.0,
"stones_captured_per_game": 101.375,
"stones_lost_per_game": 0.5,
"passes_per_game": 1.125,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 8,
"end_repetition": 0,
"end_move_limit": 0
},
"strong": {
"games": 96,
"score": 0.5729166865348816,
"wins": 55,
"losses": 41,
"score_as_black": 0.4166666567325592,
"score_as_white": 0.7291666865348816,
"mean_margin": 34.52083206176758,
"mean_length": 117.09375,
"stones_captured_per_game": 58.21875,
"stones_lost_per_game": 12.854166666666666,
"passes_per_game": 3.4583333333333335,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 87,
"end_repetition": 6,
"end_move_limit": 3
},
"weak": {
"games": 24,
"score": 0.9583333134651184,
"wins": 23,
"losses": 1,
"score_as_black": 1.0,
"score_as_white": 0.9166666865348816,
"mean_margin": 77.91666412353516,
"mean_length": 131.16666666666666,
"stones_captured_per_game": 92.45833333333333,
"stones_lost_per_game": 3.0,
"passes_per_game": 3.25,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 22,
"end_repetition": 1,
"end_move_limit": 1
}
},
"files": "/work/pass_2/",
"readme": "games.json: one entry per game (opponent, net_color, result +1/-1, margin = net's area score minus the opponent's incl. komi, end, stones captured / lost, moves: ply, by, move (row*9+col, 81 = pass), and for the network's moves its top-5 [move, probability]). boards.npy: (games, 162, 81) int8, the board AFTER each ply (1 Black, -1 White, 0 empty; index row*9+col); valid.npy: (games, 162) which plies were played."
}
}Exact prompt · Raw CLI events · Settings and audit
Games pass 2 of 10 done.
```
{"ok": true, "pass": 2, "kind": "games", "per_opponent": {"random": {"games": 8, "score": 1.0, "wins": 8, "losses": 0, "score_as_black": 1.0, "score_as_white": 1.0, "mean_margin": 81.0, "mean_length": 128.0, "stones_captured_per_game": 101.375, "stones_lost_per_game": 0.5, "passes_per_game": 1.125, "games_with_a_pass_before_move_60": 0, "end_two_passes": 8, "end_repetition": 0, "end_move_limit": 0}, "strong": {"games": 96, "score": 0.5729166865348816, "wins": 55, "losses": 41, "score_as_black": 0.4166666567325592, "score_as_white": 0.7291666865348816, "mean_margin": 34.52083206176758, "mean_length": 117.09375, "stones_captured_per_game": 58.21875, "stones_lost_per_game": 12.854166666666666, "passes_per_game": 3.4583333333333335, "games_with_a_pass_before_move_60": 0, "end_two_passes": 87, "end_repetition": 6, "end_move_limit": 3}, "weak": {"games": 24, "score": 0.9583333134651184, "wins": 23, "losses": 1, "score_as_black": 1.0, "score_as_white": 0.9166666865348816, "mean_margin": 77.91666412353516, "mean_length": 131.16666666666666, "stones_captured_per_game": 92.45833333333333, "stones_lost_per_game": 3.0, "passes_per_game": 3.25, "games_with_a_pass_before_move_60": 0, "end_two_passes": 22, "end_repetition": 1, "end_move_limit": 1}}, "files": "/work/pass_2/", "readme": "games.json: one entry per game (opponent, net_color, result +1/-1, margin = net's area score minus the opponent's incl. komi, end, stones captured / lost, moves: ply, by, move (row*9+col, 81 = pass), and for the network's moves its top-5 [move, probability]). boards.npy: (games, 162, 81) int8, the board AFTER each ply (1 Black, -1 White, 0 empty; index row*9+col); valid.npy: (games, 162) which plies were played."}
```
Passes left: 8.Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```python
import json,numpy as np
g=json.load(open('/work/pass_2/games.json')); boards=np.load('/work/pass_2/boards.npy')
def show(b): return '\n'.join(''.join({0:'.',1:'X',-1:'O'}[int(v)] for v in row) for row in np.asarray(b).reshape(9,9))
loss=[i for i,x in enumerate(g) if x['opponent']=='strong' and x['result']<0]
print('Strong losses',[(i,g[i]['margin'],g[i]['end'],g[i]['stones_lost_by_net']) for i in loss])
for gi in loss[:3]:
x=g[gi]
print('\nGAME',gi,x['net_color'])
for ply,m in enumerate(x['moves']):
if ply<38 and m['by']=='net': print(ply,m['move'],m['top5'][:3])
if ply in [15,31,47,63,len(x['moves'])-1]: print('after',ply,'\n'+show(boards[gi,ply]))
for gi,x in enumerate(g):
if x['end']=='repetition':
print('\nREPETITION',gi,x['result'],x['net_color'],x['margin'])
for m in x['moves'][-9:]: print(m)
print(show(boards[gi,len(x['moves'])-4]))
break
```
{
"t": 1792788039.2675877,
"kind": "python",
"s": 0.78,
"code": "import json,numpy as np\ng=json.load(open('/work/pass_2/games.json')); boards=np.load('/work/pass_2/boards.npy')\ndef show(b): return '\\n'.join(''.join({0:'.',1:'X',-1:'O'}[int(v)] for v in row) for row in np.asarray(b).reshape(9,9))\nloss=[i for i,x in enumerate(g) if x['opponent']=='strong' and x['result']<0]\nprint('Strong losses',[(i,g[i]['margin'],g[i]['end'],g[i]['stones_lost_by_net']) for i in loss])\nfor gi in loss[:3]:\n x=g[gi]\n print('\\nGAME',gi,x['net_color'])\n for ply,m in enumerate(x['moves']):\n if ply<38 and m['by']=='net': print(ply,m['move'],m['top5'][:3])\n if ply in [15,31,47,63,len(x['moves'])-1]: print('after',ply,'\\n'+show(boards[gi,ply]))\nfor gi,x in enumerate(g):\n if x['end']=='repetition':\n print('\\nREPETITION',gi,x['result'],x['net_color'],x['margin'])\n for m in x['moves'][-9:]: print(m)\n print(show(boards[gi,len(x['moves'])-4]))\n break\n",
"out": "Strong losses [(8, -1.5, 'two passes', 22), (10, -18.5, 'two passes', 16), (13, -1.5, 'two passes', 17), (14, -34.5, 'two passes', 30), (16, -23.5, 'two passes', 41), (18, -25.5, 'two passes', 25), (19, -20.5, 'two passes', 11), (22, -24.5, 'two passes', 19), (23, -20.5, 'two passes', 28), (25, -32.5, 'two passes', 18), (26, -4.5, 'repetition', 14), (30, -34.5, 'two passes', 23), (33, -15.5, 'two passes', 15), (34, -21.5, 'two passes', 18), (35, -23.5, 'two passes', 14), (36, -23.5, 'two passes', 11), (40, -20.5, 'two passes', 9), (41, 26.5, 'repetition', 4), (43, -8.5, 'two passes', 12), (44, -13.5, 'two passes', 8), (45, -26.5, 'two passes', 15), (47, -2.5, 'two passes', 31), (48, -16.5, 'two passes', 28), (49, -18.5, 'two passes', 8), (50, -19.5, 'two passes', 9), (52, 10.5, 'repetition', 9), (54, -24.5, 'two passes', 36), (55, -14.5, 'two passes', 9), (58, 46.5, 'repetition', 3), (62, -1.5, 'two passes', 20), (65, -25.5, 'two passes', 32), (68, -29.5, 'two passes', 42), (74, -8.5, 'two passes', 19), (78, -17.5, 'two passes', 32), (83, -4.5, 'two passes', 16), (84, -20.5, 'two passes', 25), (85, -3.5, 'two passes', 26), (88, -49.5, 'two passes', 73), (91, -14.5, 'repetition', 24), (96, -17.5, 'repetition', 42), (101, -11.5, 'two passes', 23)]\n\nGAME 8 black\n0 41 [[40, 0.1021], [31, 0.0728], [39, 0.0728]]\n2 32 [[32, 0.2743], [50, 0.2743], [42, 0.2246]]\n4 39 [[50, 0.1892], [39, 0.16], [49, 0.1485]]\n6 48 [[30, 0.7037], [49, 0.0929], [48, 0.0566]]\n8 38 [[30, 0.8021], [42, 0.029], [38, 0.0232]]\n10 30 [[30, 0.4964], [47, 0.3622], [57, 0.0344]]\n12 47 [[47, 0.4183], [59, 0.279], [29, 0.2067]]\n14 42 [[29, 0.3382], [59, 0.3233], [56, 0.1913]]\nafter 15 \n.........\n.........\n.....O...\n...XOXO..\n..XXOXX..\n..XXOO...\n...OO....\n.........\n.........\n16 51 [[51, 0.3109], [29, 0.2597], [59, 0.2074]]\n18 29 [[29, 0.2898], [21, 0.2314], [59, 0.1714]]\n20 21 [[21, 0.2857], [59, 0.2459], [24, 0.1891]]\n22 56 [[59, 0.318], [20, 0.304], [56, 0.2539]]\n24 52 [[52, 0.9996], [20, 0.0003], [34, 0.0]]\n26 66 [[20, 0.4276], [61, 0.2713], [34, 0.195]]\n28 67 [[67, 0.3197], [61, 0.2657], [34, 0.184]]\n30 34 [[61, 0.322], [65, 0.2148], [34, 0.2084]]\nafter 31 \n.........\n.........\n..OXOOOO.\n..XXOXOX.\n..XXOXXO.\n..XXOOXX.\n..XOOOO..\n...XXO...\n.........\n32 44 [[44, 0.969], [35, 0.0308], [61, 0.0001]]\n34 61 [[65, 0.4443], [61, 0.3443], [13, 0.0285]]\n36 13 [[65, 0.6775], [13, 0.0435], [12, 0.0404]]\nafter 47 \n...X.O...\n..X.XXO..\n..OXOOOOX\n..XXOXOX.\n..XXOXX.X\n..XXOOXX.\n..XOOOOX.\n...XXOOOX\n.........\nafter 63 \n...XX.X..\n..X.XXOOO\n.X.XOOOO.\n.XXXOXO.O\n.XXXOXXO.\n.XXXOOXXO\n..XOOOOXX\n..XXXOOOX\n.....O.O.\nafter 113 \nXX.XXOOO.\nXXX.XXOOO\n.X.XOOOOO\nXXXXOXOOO\n.XXXOX.OO\nXXXXOO..O\nXXXOOOOOO\n.XXXXOOOO\nX.X.XOOOO\n\nGAME 10 black\n0 30 [[40, 0.1021], [31, 0.0728], [39, 0.0728]]\n2 39 [[31, 0.3896], [39, 0.3896], [21, 0.0583]]\n4 48 [[31, 0.4146], [48, 0.3269], [38, 0.0891]]\n6 31 [[31, 0.8345], [57, 0.0448], [41, 0.0374]]\n8 22 [[32, 0.1506], [41, 0.1401], [50, 0.1356]]\n10 41 [[21, 0.5675], [41, 0.1163], [50, 0.0832]]\n12 50 [[50, 0.6894], [21, 0.1855], [42, 0.0328]]\n14 21 [[21, 0.5772], [42, 0.1008], [51, 0.0846]]\nafter 15 \n.........\n.........\n...XX....\n...XXOO..\n...XOX...\n...XOX...\n..OOOO...\n.........\n.........\n16 67 [[42, 0.2071], [51, 0.176], [23, 0.1658]]\n18 29 [[42, 0.1886], [51, 0.1672], [23, 0.1529]]\n20 38 [[38, 0.503], [20, 0.1272], [51, 0.1243]]\n22 20 [[47, 0.6433], [66, 0.1299], [20, 0.0836]]\n24 46 [[47, 0.634], [23, 0.1669], [66, 0.1631]]\n26 66 [[47, 0.684], [66, 0.1231], [23, 0.1148]]\n28 47 [[47, 0.821], [23, 0.0976], [37, 0.0487]]\n30 24 [[24, 0.4564], [37, 0.3137], [64, 0.0876]]\nafter 31 \n.........\n.........\n..XXXOXO.\n..XXXOO..\n..XXOXO..\n.XXXOX...\n.OOOOOO..\n..OXXOO..\n.........\n32 15 [[15, 0.9994], [37, 0.0004], [64, 0.0001]]\n34 37 [[37, 0.5084], [14, 0.2588], [43, 0.0441]]\n36 28 [[34, 0.3574], [14, 0.3316], [28, 0.1714]]\nafter 47 \n.....XXO.\n....OOXOO\n.XXXXOXO.\n.XXXXOOXX\n.XXXOXOO.\n.XXXOX.O.\n.OOOOOO..\n.OOXXOO..\n.........\nafter 63 \n.O..O..O.\nOXXXOO.OO\nOXXXXO.O.\nXXXXXOOXX\n.XXXOXOOO\nXXXXOX.OO\n.OOOOOO..\n.OOXXOO..\n..X.XX...\nafter 102 \nX.XXO..O.\nXXXXOOOOO\n.XXXXOOO.\nXXXXXOOXX\n.XXXO.OOO\nXXXXOOOOO\nXOOOOOOOO\nXOOOXOOOO\nOOOO.XXXO\n\nGAME 13 black\n0 42 [[40, 0.1021], [31, 0.0728], [39, 0.0728]]\n2 33 [[41, 0.6113], [33, 0.0914], [51, 0.0914]]\n4 41 [[41, 0.4722], [32, 0.1632], [51, 0.1458]]\n6 32 [[32, 0.9234], [50, 0.0384], [51, 0.0149]]\n8 30 [[50, 0.405], [39, 0.1626], [51, 0.1011]]\n10 22 [[50, 0.3237], [48, 0.2471], [51, 0.0814]]\n12 29 [[29, 0.9991], [23, 0.0006], [50, 0.0001]]\n14 13 [[13, 0.9958], [38, 0.0017], [20, 0.0008]]\nafter 15 \n.........\n....X....\n..OOXO...\n..XXOXX..\n...OOXX..\n....O....\n....O....\n.........\n.........\n16 51 [[38, 0.5617], [24, 0.1266], [50, 0.0857]]\n18 14 [[50, 0.6594], [38, 0.2206], [24, 0.0437]]\n20 24 [[24, 1.0], [50, 0.0], [38, 0.0]]\n22 50 [[50, 0.6677], [38, 0.2948], [15, 0.0137]]\n24 38 [[38, 0.7332], [60, 0.1572], [15, 0.0429]]\n26 47 [[47, 0.6784], [60, 0.186], [15, 0.054]]\n28 28 [[46, 0.4999], [28, 0.4999], [60, 0.0001]]\n30 55 [[60, 0.4565], [19, 0.2951], [15, 0.1502]]\nafter 31 \n.........\n..OOXX...\n..OOX.X..\n.XXXOXX..\n.OXOOXX..\n.OXOOXX..\n.XOOOO...\n.........\n.........\n32 15 [[60, 0.5083], [19, 0.2588], [15, 0.1486]]\n34 60 [[60, 0.5681], [19, 0.2893], [54, 0.0531]]\n36 34 [[19, 0.5592], [54, 0.1494], [27, 0.1248]]\nafter 47 \n.........\n..OOXXXX.\n.OOOX.XX.\nO...OXXX.\nOO.OOXXXO\nOO.OOXXX.\nXXOOOOXO.\n......OO.\n.........\nafter 63 \n...X.OX..\n..OOXXXXO\n.OOOX.XXO\nO...OXXX.\nOO.OOXXXO\nOO.OOXXX.\nXXOOOOXO.\nXXO.OXOO.\n.X.O.XXO.\nafter 103 \nOXXXX.X.X\n.OOOXXXXX\nOOOOX.XX.\nOO..OXXXX\nOO.OOXXX.\nOO.OOXXXX\n.OOOOOXX.\nXOOOOX.XX\nOOOOXXX.X\n\nREPETITION 26 -1 black -4.5\n{'ply': 82, 'by': 'net', 'move': 1, 'top5': [[1, 0.8154], [81, 0.141], [67, 0.0174], [70, 0.0116], [0, 0.0105]]}\n{'ply': 83, 'by': 'opponent', 'move': 71}\n{'ply': 84, 'by': 'net', 'move': 81, 'top5': [[81, 0.873], [67, 0.1077], [32, 0.0157], [68, 0.0036], [72, 0.0]]}\n{'ply': 85, 'by': 'opponent', 'move': 53}\n{'ply': 86, 'by': 'net', 'move': 67, 'top5': [[81, 0.873], [67, 0.1077], [32, 0.0157], [68, 0.0036],"
}Exact prompt · Raw CLI events · Settings and audit
OUTPUT of Python run 6 of at most 120:
```
Strong losses [(8, -1.5, 'two passes', 22), (10, -18.5, 'two passes', 16), (13, -1.5, 'two passes', 17), (14, -34.5, 'two passes', 30), (16, -23.5, 'two passes', 41), (18, -25.5, 'two passes', 25), (19, -20.5, 'two passes', 11), (22, -24.5, 'two passes', 19), (23, -20.5, 'two passes', 28), (25, -32.5, 'two passes', 18), (26, -4.5, 'repetition', 14), (30, -34.5, 'two passes', 23), (33, -15.5, 'two passes', 15), (34, -21.5, 'two passes', 18), (35, -23.5, 'two passes', 14), (36, -23.5, 'two passes', 11), (40, -20.5, 'two passes', 9), (41, 26.5, 'repetition', 4), (43, -8.5, 'two passes', 12), (44, -13.5, 'two passes', 8), (45, -26.5, 'two passes', 15), (47, -2.5, 'two passes', 31), (48, -16.5, 'two passes', 28), (49, -18.5, 'two passes', 8), (50, -19.5, 'two passes', 9), (52, 10.5, 'repetition', 9), (54, -24.5, 'two passes', 36), (55, -14.5, 'two passes', 9), (58, 46.5, 'repetition', 3), (62, -1.5, 'two passes', 20), (65, -25.5, 'two passes', 32), (68, -29.5, 'two passes', 42), (74, -8.5, 'two passes', 19), (78, -17.5, 'two passes', 32), (83, -4.5, 'two passes', 16), (84, -20.5, 'two passes', 25), (85, -3.5, 'two passes', 26), (88, -49.5, 'two passes', 73), (91, -14.5, 'repetition', 24), (96, -17.5, 'repetition', 42), (101, -11.5, 'two passes', 23)]
GAME 8 black
0 41 [[40, 0.1021], [31, 0.0728], [39, 0.0728]]
2 32 [[32, 0.2743], [50, 0.2743], [42, 0.2246]]
4 39 [[50, 0.1892], [39, 0.16], [49, 0.1485]]
6 48 [[30, 0.7037], [49, 0.0929], [48, 0.0566]]
8 38 [[30, 0.8021], [42, 0.029], [38, 0.0232]]
10 30 [[30, 0.4964], [47, 0.3622], [57, 0.0344]]
12 47 [[47, 0.4183], [59, 0.279], [29, 0.2067]]
14 42 [[29, 0.3382], [59, 0.3233], [56, 0.1913]]
after 15
.........
.........
.....O...
...XOXO..
..XXOXX..
..XXOO...
...OO....
.........
.........
16 51 [[51, 0.3109], [29, 0.2597], [59, 0.2074]]
18 29 [[29, 0.2898], [21, 0.2314], [59, 0.1714]]
20 21 [[21, 0.2857], [59, 0.2459], [24, 0.1891]]
22 56 [[59, 0.318], [20, 0.304], [56, 0.2539]]
24 52 [[52, 0.9996], [20, 0.0003], [34, 0.0]]
26 66 [[20, 0.4276], [61, 0.2713], [34, 0.195]]
28 67 [[67, 0.3197], [61, 0.2657], [34, 0.184]]
30 34 [[61, 0.322], [65, 0.2148], [34, 0.2084]]
after 31
.........
.........
..OXOOOO.
..XXOXOX.
..XXOXXO.
..XXOOXX.
..XOOOO..
...XXO...
.........
32 44 [[44, 0.969], [35, 0.0308], [61, 0.0001]]
34 61 [[65, 0.4443], [61, 0.3443], [13, 0.0285]]
36 13 [[65, 0.6775], [13, 0.0435], [12, 0.0404]]
after 47
...X.O...
..X.XXO..
..OXOOOOX
..XXOXOX.
..XXOXX.X
..XXOOXX.
..XOOOOX.
...XXOOOX
.........
after 63
...XX.X..
..X.XXOOO
.X.XOOOO.
.XXXOXO.O
.XXXOXXO.
.XXXOOXXO
..XOOOOXX
..XXXOOOX
.....O.O.
after 113
XX.XXOOO.
XXX.XXOOO
.X.XOOOOO
XXXXOXOOO
.XXXOX.OO
XXXXOO..O
XXXOOOOOO
.XXXXOOOO
X.X.XOOOO
GAME 10 black
0 30 [[40, 0.1021], [31, 0.0728], [39, 0.0728]]
2 39 [[31, 0.3896], [39, 0.3896], [21, 0.0583]]
4 48 [[31, 0.4146], [48, 0.3269], [38, 0.0891]]
6 31 [[31, 0.8345], [57, 0.0448], [41, 0.0374]]
8 22 [[32, 0.1506], [41, 0.1401], [50, 0.1356]]
10 41 [[21, 0.5675], [41, 0.1163], [50, 0.0832]]
12 50 [[50, 0.6894], [21, 0.1855], [42, 0.0328]]
14 21 [[21, 0.5772], [42, 0.1008], [51, 0.0846]]
after 15
.........
.........
...XX....
...XXOO..
...XOX...
...XOX...
..OOOO...
.........
.........
16 67 [[42, 0.2071], [51, 0.176], [23, 0.1658]]
18 29 [[42, 0.1886], [51, 0.1672], [23, 0.1529]]
20 38 [[38, 0.503], [20, 0.1272], [51, 0.1243]]
22 20 [[47, 0.6433], [66, 0.1299], [20, 0.0836]]
24 46 [[47, 0.634], [23, 0.1669], [66, 0.1631]]
26 66 [[47, 0.684], [66, 0.1231], [23, 0.1148]]
28 47 [[47, 0.821], [23, 0.0976], [37, 0.0487]]
30 24 [[24, 0.4564], [37, 0.3137], [64, 0.0876]]
after 31
.........
.........
..XXXOXO.
..XXXOO..
..XXOXO..
.XXXOX...
.OOOOOO..
..OXXOO..
.........
32 15 [[15, 0.9994], [37, 0.0004], [64, 0.0001]]
34 37 [[37, 0.5084], [14, 0.2588], [43, 0.0441]]
36 28 [[34, 0.3574], [14, 0.3316], [28, 0.1714]]
after 47
.....XXO.
....OOXOO
.XXXXOXO.
.XXXXOOXX
.XXXOXOO.
.XXXOX.O.
.OOOOOO..
.OOXXOO..
.........
after 63
.O..O..O.
OXXXOO.OO
OXXXXO.O.
XXXXXOOXX
.XXXOXOOO
XXXXOX.OO
.OOOOOO..
.OOXXOO..
..X.XX...
after 102
X.XXO..O.
XXXXOOOOO
.XXXXOOO.
XXXXXOOXX
.XXXO.OOO
XXXXOOOOO
XOOOOOOOO
XOOOXOOOO
OOOO.XXXO
GAME 13 black
0 42 [[40, 0.1021], [31, 0.0728], [39, 0.0728]]
2 33 [[41, 0.6113], [33, 0.0914], [51, 0.0914]]
4 41 [[41, 0.4722], [32, 0.1632], [51, 0.1458]]
6 32 [[32, 0.9234], [50, 0.0384], [51, 0.0149]]
8 30 [[50, 0.405], [39, 0.1626], [51, 0.1011]]
10 22 [[50, 0.3237], [48, 0.2471], [51, 0.0814]]
12 29 [[29, 0.9991], [23, 0.0006], [50, 0.0001]]
14 13 [[13, 0.9958], [38, 0.0017], [20, 0.0008]]
after 15
.........
....X....
..OOXO...
..XXOXX..
...OOXX..
....O....
....O....
.........
.........
16 51 [[38, 0.5617], [24, 0.1266], [50, 0.0857]]
18 14 [[50, 0.6594], [38, 0.2206], [24, 0.0437]]
20 24 [[24, 1.0], [50, 0.0], [38, 0.0]]
22 50 [[50, 0.6677], [38, 0.2948], [15, 0.0137]]
24 38 [[38, 0.7332], [60, 0.1572], [15, 0.0429]]
26 47 [[47, 0.6784], [60, 0.186], [15, 0.054]]
28 28 [[46, 0.4999], [28, 0.4999], [60, 0.0001]]
30 55 [[60, 0.4565], [19, 0.2951], [15, 0.1502]]
after 31
.........
..OOXX...
..OOX.X..
.XXXOXX..
.OXOOXX..
.OXOOXX..
.XOOOO...
.........
.........
32 15 [[60, 0.5083], [19, 0.2588], [15, 0.1486]]
34 60 [[60, 0.5681], [19, 0.2893], [54, 0.0531]]
36 34 [[19, 0.5592], [54, 0.1494], [27, 0.1248]]
after 47
.........
..OOXXXX.
.OOOX.XX.
O...OXXX.
OO.OOXXXO
OO.OOXXX.
XXOOOOXO.
......OO.
.........
after 63
...X.OX..
..OOXXXXO
.OOOX.XXO
O...OXXX.
OO.OOXXXO
OO.OOXXX.
XXOOOOXO.
XXO.OXOO.
.X.O.XXO.
after 103
OXXXX.X.X
.OOOXXXXX
OOOOX.XX.
OO..OXXXX
OO.OOXXX.
OO.OOXXXX
.OOOOOXX.
XOOOOX.XX
OOOOXXX.X
REPETITION 26 -1 black -4.5
{'ply': 82, 'by': 'net', 'move': 1, 'top5': [[1, 0.8154], [81, 0.141], [67, 0.0174], [70, 0.0116], [0, 0.0105]]}
{'ply': 83, 'by': 'opponent', 'move': 71}
{'ply': 84, 'by': 'net', 'move': 81, 'top5': [[81, 0.873], [67, 0.1077], [32, 0.0157], [68, 0.0036], [72, 0.0]]}
{'ply': 85, 'by': 'opponent', 'move': 53}
{'ply': 86, 'by': 'net', 'move': 67, 'top5': [[81, 0.873], [67, 0.1077], [32, 0.0157], [68, 0.0036], [72, 0.0]]}
{'ply': 87, 'by': 'opponent', 'move': 76}
{'ply': 88, 'by': 'net', 'move': 72, 'top5': [[72, 1.0], [81, 0.0], [32, 0.0], [68, 0.0], [46, 0.0]]}
{'ply': 89, 'by': 'opponent', 'move': 54}
{'ply': 90, 'by': 'net', 'move': 63, 'top5': [[63, 1.0], [81, 0.0], [32, 0.0], [46, 0.0], [72, 0.0]]}
.XX.XXOO.
XXXX.XOOO
.XXXXXXOO
XXXXX.XOO
.XXXOXOOO
X.XXOXOOO
.XOOOXOOO
XOOOX.O.O
.OOOOOO.O
```Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```python
import json
src=open('/work/design_v2.py').read()
src=src.replace("temperature_scale=1.)","temperature_scale=1., defend=0., first_center=0.)")
src=src.replace("w(1,2,487,1)",
"""w(1,2,487,1)
b(1,488,1)
for q in range(81):
w(1,3*q,488,-1)
w(1,3*q+1,488,-1)""")
src=src.replace("w(k,486,486,1); w(k,487,487,1)",
"w(k,486,486,1); w(k,487,487,1); w(k,488,488,1)")
src=src.replace("w(5,486,P,p['opening']*central)",
"""w(5,486,P,p['opening']*central)
if q==40: w(5,488,P,p['first_center'])""")
src=src.replace("w(5,u(3,t),P,-p['attack'])",
"""w(5,u(3,t),P,-p['attack'])
w(5,u(4,t),P,p['defend'])
w(5,u(2,t),P,-p['defend'])""")
open('/work/design_v3.py','w').write(src)
exec(src)
config=install(dict(own_adj=2.,opp_adj=1.5,crowd=3.,temperature_scale=1.5,
opening=3.,defend=1.,first_center=20.))
json.dump(config,open('/work/config_v3.json','w'),indent=2)
print(config)
```
{
"t": 1792788093.5238214,
"kind": "python",
"s": 1.07,
"code": "import json\nsrc=open('/work/design_v2.py').read()\nsrc=src.replace(\"temperature_scale=1.)\",\"temperature_scale=1., defend=0., first_center=0.)\")\nsrc=src.replace(\"w(1,2,487,1)\",\n\"\"\"w(1,2,487,1)\n b(1,488,1)\n for q in range(81):\n w(1,3*q,488,-1)\n w(1,3*q+1,488,-1)\"\"\")\nsrc=src.replace(\"w(k,486,486,1); w(k,487,487,1)\",\n \"w(k,486,486,1); w(k,487,487,1); w(k,488,488,1)\")\nsrc=src.replace(\"w(5,486,P,p['opening']*central)\",\n\"\"\"w(5,486,P,p['opening']*central)\n if q==40: w(5,488,P,p['first_center'])\"\"\")\nsrc=src.replace(\"w(5,u(3,t),P,-p['attack'])\",\n\"\"\"w(5,u(3,t),P,-p['attack'])\n w(5,u(4,t),P,p['defend'])\n w(5,u(2,t),P,-p['defend'])\"\"\")\nopen('/work/design_v3.py','w').write(src)\nexec(src)\nconfig=install(dict(own_adj=2.,opp_adj=1.5,crowd=3.,temperature_scale=1.5,\n opening=3.,defend=1.,first_center=20.))\njson.dump(config,open('/work/config_v3.json','w'),indent=2)\nprint(config)\n",
"out": "{'capture': 11.0, 'capture_extra': 3.0, 'save': 7.0, 'danger': 10.0, 'eye': 22.0, 'isolation': 3.0, 'isolation_threshold': 2.5, 'base': 1.3, 'pass_bias': -1.0, 'attack': 1.3, 'own_adj': 2.0, 'opp_adj': 1.5, 'opening': 3.0, 'save_danger': 2.0, 'safe2': 1.0, 'safe3': 1.0, 'cap_safety': 1.0, 'crowd': 3.0, 'temperature_scale': 1.5, 'defend': 1.0, 'first_center': 20.0}\n"
}Exact prompt · Raw CLI events · Settings and audit
OUTPUT of Python run 7 of at most 120:
```
{'capture': 11.0, 'capture_extra': 3.0, 'save': 7.0, 'danger': 10.0, 'eye': 22.0, 'isolation': 3.0, 'isolation_threshold': 2.5, 'base': 1.3, 'pass_bias': -1.0, 'attack': 1.3, 'own_adj': 2.0, 'opp_adj': 1.5, 'opening': 3.0, 'save_danger': 2.0, 'safe2': 1.0, 'safe3': 1.0, 'cap_safety': 1.0, 'crowd': 3.0, 'temperature_scale': 1.5, 'defend': 1.0, 'first_center': 20.0}
```Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```games
{"games":{"strong":96,"weak":24,"random":8}}
```
{
"t": 1792788124.1775267,
"kind": "games",
"k": 3,
"request": {
"games": {
"strong": 96,
"weak": 24,
"random": 8
}
},
"result": {
"ok": true,
"pass": 3,
"kind": "games",
"per_opponent": {
"random": {
"games": 8,
"score": 1.0,
"wins": 8,
"losses": 0,
"score_as_black": 1.0,
"score_as_white": 1.0,
"mean_margin": 79.375,
"mean_length": 130.25,
"stones_captured_per_game": 100.375,
"stones_lost_per_game": 1.0,
"passes_per_game": 1.875,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 8,
"end_repetition": 0,
"end_move_limit": 0
},
"strong": {
"games": 96,
"score": 0.5520833134651184,
"wins": 53,
"losses": 43,
"score_as_black": 0.4583333432674408,
"score_as_white": 0.6458333134651184,
"mean_margin": 35.35416793823242,
"mean_length": 110.35416666666667,
"stones_captured_per_game": 47.5,
"stones_lost_per_game": 11.322916666666666,
"passes_per_game": 1.875,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 91,
"end_repetition": 5,
"end_move_limit": 0
},
"weak": {
"games": 24,
"score": 1.0,
"wins": 24,
"losses": 0,
"score_as_black": 1.0,
"score_as_white": 1.0,
"mean_margin": 81.0,
"mean_length": 127.25,
"stones_captured_per_game": 88.75,
"stones_lost_per_game": 2.1666666666666665,
"passes_per_game": 1.5,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 24,
"end_repetition": 0,
"end_move_limit": 0
}
},
"files": "/work/pass_3/",
"readme": "games.json: one entry per game (opponent, net_color, result +1/-1, margin = net's area score minus the opponent's incl. komi, end, stones captured / lost, moves: ply, by, move (row*9+col, 81 = pass), and for the network's moves its top-5 [move, probability]). boards.npy: (games, 162, 81) int8, the board AFTER each ply (1 Black, -1 White, 0 empty; index row*9+col); valid.npy: (games, 162) which plies were played."
}
}Exact prompt · Raw CLI events · Settings and audit
Games pass 3 of 10 done.
```
{"ok": true, "pass": 3, "kind": "games", "per_opponent": {"random": {"games": 8, "score": 1.0, "wins": 8, "losses": 0, "score_as_black": 1.0, "score_as_white": 1.0, "mean_margin": 79.375, "mean_length": 130.25, "stones_captured_per_game": 100.375, "stones_lost_per_game": 1.0, "passes_per_game": 1.875, "games_with_a_pass_before_move_60": 0, "end_two_passes": 8, "end_repetition": 0, "end_move_limit": 0}, "strong": {"games": 96, "score": 0.5520833134651184, "wins": 53, "losses": 43, "score_as_black": 0.4583333432674408, "score_as_white": 0.6458333134651184, "mean_margin": 35.35416793823242, "mean_length": 110.35416666666667, "stones_captured_per_game": 47.5, "stones_lost_per_game": 11.322916666666666, "passes_per_game": 1.875, "games_with_a_pass_before_move_60": 0, "end_two_passes": 91, "end_repetition": 5, "end_move_limit": 0}, "weak": {"games": 24, "score": 1.0, "wins": 24, "losses": 0, "score_as_black": 1.0, "score_as_white": 1.0, "mean_margin": 81.0, "mean_length": 127.25, "stones_captured_per_game": 88.75, "stones_lost_per_game": 2.1666666666666665, "passes_per_game": 1.5, "games_with_a_pass_before_move_60": 0, "end_two_passes": 24, "end_repetition": 0, "end_move_limit": 0}}, "files": "/work/pass_3/", "readme": "games.json: one entry per game (opponent, net_color, result +1/-1, margin = net's area score minus the opponent's incl. komi, end, stones captured / lost, moves: ply, by, move (row*9+col, 81 = pass), and for the network's moves its top-5 [move, probability]). boards.npy: (games, 162, 81) int8, the board AFTER each ply (1 Black, -1 White, 0 empty; index row*9+col); valid.npy: (games, 162) which plies were played."}
```
Passes left: 7.Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```python
import numpy as np,json,collections
g=json.load(open('/work/pass_3/games.json')); boards=np.load('/work/pass_3/boards.npy')
adj=[[j for j in (q-9,q+9,q-1,q+1) if 0<=j<81 and abs(j//9-q//9)+abs(j%9-q%9)==1] for q in range(81)]
def groups(b):
info={}
for q in range(81):
if b[q]==0 or q in info: continue
stack=[q]; stones={q}; libs=set()
while stack:
t=stack.pop()
for v in adj[t]:
if b[v]==0: libs.add(v)
elif b[v]==b[q] and v not in stones: stones.add(v);stack.append(v)
for t in stones: info[t]=(stones,libs)
return info
bad=[]; stats=collections.Counter()
for gi,x in enumerate(g):
if x['opponent']!='strong':continue
color=1 if x['net_color']=='black' else -1
for pi,m in enumerate(x['moves']):
if m['by']!='net' or m['move']==81:continue
before=np.zeros(81,np.int8) if pi==0 else boards[gi,pi-1]
after=boards[gi,pi]; gr=groups(before);q=m['move']
caps=sum(before==-color)-sum(after==-color)
save=any(before[t]==color and len(gr[t][1])==1 for t in adj[q])
atari_after=groups(after).get(q,(set(),set()))[1]
stats['moves']+=1
if len(atari_after)==1:
stats['self_atari']+=1
if caps==0:stats['noncapture_self_atari']+=1
if m['top5'][0][0]==q and m['top5'][0][1]>.95 and caps==0 and not save:
bad.append((gi,pi,q,len(atari_after),x['result'],m['top5'][:2]))
print(stats)
print('Confident, no capture or atari save:',len(bad))
print(bad[:30])
for gi,pi,q,libs,res,top in bad[:4]:
print('\n',gi,pi,q,libs,res,top)
print('\n'.join(''.join({0:'.',1:'X',-1:'O'}[int(v)] for v in row) for row in boards[gi,pi-1].reshape(9,9)))
```
{
"t": 1792788241.230003,
"kind": "python",
"s": 1.8,
"code": "import numpy as np,json,collections\ng=json.load(open('/work/pass_3/games.json')); boards=np.load('/work/pass_3/boards.npy')\nadj=[[j for j in (q-9,q+9,q-1,q+1) if 0<=j<81 and abs(j//9-q//9)+abs(j%9-q%9)==1] for q in range(81)]\ndef groups(b):\n info={}\n for q in range(81):\n if b[q]==0 or q in info: continue\n stack=[q]; stones={q}; libs=set()\n while stack:\n t=stack.pop()\n for v in adj[t]:\n if b[v]==0: libs.add(v)\n elif b[v]==b[q] and v not in stones: stones.add(v);stack.append(v)\n for t in stones: info[t]=(stones,libs)\n return info\nbad=[]; stats=collections.Counter()\nfor gi,x in enumerate(g):\n if x['opponent']!='strong':continue\n color=1 if x['net_color']=='black' else -1\n for pi,m in enumerate(x['moves']):\n if m['by']!='net' or m['move']==81:continue\n before=np.zeros(81,np.int8) if pi==0 else boards[gi,pi-1]\n after=boards[gi,pi]; gr=groups(before);q=m['move']\n caps=sum(before==-color)-sum(after==-color)\n save=any(before[t]==color and len(gr[t][1])==1 for t in adj[q])\n atari_after=groups(after).get(q,(set(),set()))[1]\n stats['moves']+=1\n if len(atari_after)==1:\n stats['self_atari']+=1\n if caps==0:stats['noncapture_self_atari']+=1\n if m['top5'][0][0]==q and m['top5'][0][1]>.95 and caps==0 and not save:\n bad.append((gi,pi,q,len(atari_after),x['result'],m['top5'][:2]))\nprint(stats)\nprint('Confident, no capture or atari save:',len(bad))\nprint(bad[:30])\nfor gi,pi,q,libs,res,top in bad[:4]:\n print('\\n',gi,pi,q,libs,res,top)\n print('\\n'.join(''.join({0:'.',1:'X',-1:'O'}[int(v)] for v in row) for row in boards[gi,pi-1].reshape(9,9)))\n",
"out": "Counter({'moves': 5123, 'self_atari': 251, 'noncapture_self_atari': 141})\nConfident, no capture or atari save: 605\n[(8, 0, 40, 4, -1, [[40, 1.0], [31, 0.0]]), (8, 46, 5, 2, -1, [[5, 0.9883], [4, 0.0113]]), (8, 62, 37, 8, -1, [[37, 0.9565], [46, 0.0257]]), (8, 64, 46, 8, -1, [[46, 0.9982], [36, 0.0009]]), (8, 66, 55, 8, -1, [[55, 0.9827], [36, 0.0159]]), (8, 72, 27, 1, -1, [[27, 1.0], [77, 0.0]]), (8, 74, 77, 2, -1, [[77, 0.9861], [66, 0.0105]]), (8, 76, 76, 3, -1, [[76, 0.9999], [67, 0.0001]]), (8, 78, 67, 2, -1, [[67, 0.9958], [75, 0.004]]), (8, 82, 2, 1, -1, [[2, 1.0], [78, 0.0]]), (8, 84, 78, 2, -1, [[78, 0.9661], [77, 0.0333]]), (8, 86, 79, 1, -1, [[79, 1.0], [77, 0.0]]), (8, 88, 76, 2, -1, [[76, 0.9575], [81, 0.0412]]), (8, 90, 67, 1, -1, [[67, 1.0], [81, 0.0]]), (9, 0, 40, 4, 1, [[40, 1.0], [31, 0.0]]), (9, 26, 67, 1, 1, [[67, 1.0], [38, 0.0]]), (9, 58, 35, 15, 1, [[35, 0.9978], [2, 0.0022]]), (9, 68, 8, 1, 1, [[8, 0.9996], [66, 0.0003]]), (9, 100, 25, 23, 1, [[25, 0.952], [23, 0.0125]]), (9, 106, 15, 22, 1, [[15, 0.9964], [69, 0.0027]]), (10, 0, 40, 4, -1, [[40, 1.0], [31, 0.0]]), (10, 38, 43, 2, -1, [[43, 1.0], [20, 0.0]]), (10, 56, 16, 6, -1, [[16, 0.9638], [28, 0.0151]]), (10, 62, 54, 1, -1, [[54, 1.0], [19, 0.0]]), (10, 66, 76, 1, -1, [[76, 1.0], [19, 0.0]]), (10, 70, 27, 6, -1, [[27, 1.0], [19, 0.0]]), (10, 74, 19, 3, -1, [[19, 0.9927], [61, 0.0042]]), (10, 76, 4, 1, -1, [[4, 0.9949], [9, 0.0051]]), (11, 0, 40, 4, -1, [[40, 1.0], [31, 0.0]]), (11, 34, 38, 9, -1, [[38, 0.9635], [67, 0.0117]])]\n\n 8 0 40 4 -1 [[40, 1.0], [31, 0.0]]\n.O.OOXX.X\nOO.OOOXX.\nOOOOOOX.X\nOOXXXXXX.\nOXXXXXX.X\nOXXXOXXX.\nOXOOOOXXX\nOOOOXOOOO\n.OOOX.XXO\n\n 8 46 5 2 -1 [[5, 0.9883], [4, 0.0113]]\n.........\n...OXOX..\n..OOOOXO.\n.OXXXXXX.\n..XXXXX.X\n..XXOXXX.\n..OOOOXXX\n.....OOOO\n.........\n\n 8 62 37 8 -1 [[37, 0.9565], [46, 0.0257]]\n.O.OOXX.X\nO..OOOXX.\n.OOOOOX.X\n.OXXXXXX.\n..XXXXX.X\n..XXOXXX.\n..OOOOXXX\n..O..OOOO\n.........\n\n 8 64 46 8 -1 [[46, 0.9982], [36, 0.0009]]\n.O.OOXX.X\nO..OOOXX.\n.OOOOOX.X\n.OXXXXXX.\n.XXXXXX.X\nO.XXOXXX.\n..OOOOXXX\n..O..OOOO\n.........\n"
}Exact prompt · Raw CLI events · Settings and audit
OUTPUT of Python run 8 of at most 120:
```
Counter({'moves': 5123, 'self_atari': 251, 'noncapture_self_atari': 141})
Confident, no capture or atari save: 605
[(8, 0, 40, 4, -1, [[40, 1.0], [31, 0.0]]), (8, 46, 5, 2, -1, [[5, 0.9883], [4, 0.0113]]), (8, 62, 37, 8, -1, [[37, 0.9565], [46, 0.0257]]), (8, 64, 46, 8, -1, [[46, 0.9982], [36, 0.0009]]), (8, 66, 55, 8, -1, [[55, 0.9827], [36, 0.0159]]), (8, 72, 27, 1, -1, [[27, 1.0], [77, 0.0]]), (8, 74, 77, 2, -1, [[77, 0.9861], [66, 0.0105]]), (8, 76, 76, 3, -1, [[76, 0.9999], [67, 0.0001]]), (8, 78, 67, 2, -1, [[67, 0.9958], [75, 0.004]]), (8, 82, 2, 1, -1, [[2, 1.0], [78, 0.0]]), (8, 84, 78, 2, -1, [[78, 0.9661], [77, 0.0333]]), (8, 86, 79, 1, -1, [[79, 1.0], [77, 0.0]]), (8, 88, 76, 2, -1, [[76, 0.9575], [81, 0.0412]]), (8, 90, 67, 1, -1, [[67, 1.0], [81, 0.0]]), (9, 0, 40, 4, 1, [[40, 1.0], [31, 0.0]]), (9, 26, 67, 1, 1, [[67, 1.0], [38, 0.0]]), (9, 58, 35, 15, 1, [[35, 0.9978], [2, 0.0022]]), (9, 68, 8, 1, 1, [[8, 0.9996], [66, 0.0003]]), (9, 100, 25, 23, 1, [[25, 0.952], [23, 0.0125]]), (9, 106, 15, 22, 1, [[15, 0.9964], [69, 0.0027]]), (10, 0, 40, 4, -1, [[40, 1.0], [31, 0.0]]), (10, 38, 43, 2, -1, [[43, 1.0], [20, 0.0]]), (10, 56, 16, 6, -1, [[16, 0.9638], [28, 0.0151]]), (10, 62, 54, 1, -1, [[54, 1.0], [19, 0.0]]), (10, 66, 76, 1, -1, [[76, 1.0], [19, 0.0]]), (10, 70, 27, 6, -1, [[27, 1.0], [19, 0.0]]), (10, 74, 19, 3, -1, [[19, 0.9927], [61, 0.0042]]), (10, 76, 4, 1, -1, [[4, 0.9949], [9, 0.0051]]), (11, 0, 40, 4, -1, [[40, 1.0], [31, 0.0]]), (11, 34, 38, 9, -1, [[38, 0.9635], [67, 0.0117]])]
8 0 40 4 -1 [[40, 1.0], [31, 0.0]]
.O.OOXX.X
OO.OOOXX.
OOOOOOX.X
OOXXXXXX.
OXXXXXX.X
OXXXOXXX.
OXOOOOXXX
OOOOXOOOO
.OOOX.XXO
8 46 5 2 -1 [[5, 0.9883], [4, 0.0113]]
.........
...OXOX..
..OOOOXO.
.OXXXXXX.
..XXXXX.X
..XXOXXX.
..OOOOXXX
.....OOOO
.........
8 62 37 8 -1 [[37, 0.9565], [46, 0.0257]]
.O.OOXX.X
O..OOOXX.
.OOOOOX.X
.OXXXXXX.
..XXXXX.X
..XXOXXX.
..OOOOXXX
..O..OOOO
.........
8 64 46 8 -1 [[46, 0.9982], [36, 0.0009]]
.O.OOXX.X
O..OOOXX.
.OOOOOX.X
.OXXXXXX.
.XXXXXX.X
O.XXOXXX.
..OOOOXXX
..O..OOOO
.........
```Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```python
import json
src=open('/work/design_v3.py').read()
src=src.replace("first_center=0.)","first_center=0., triangle=0.)")
# White was unused. Reuse its global slot for the empty-board indicator,
# leaving 24 final-layer-4 units for symmetric central shape features.
src=src.replace("w(1,2,487,1)\n b(1,488,1)","b(1,487,1)")
src=src.replace("w(1,3*q,488,-1)","w(1,3*q,487,-1)")
src=src.replace("w(1,3*q+1,488,-1)","w(1,3*q+1,487,-1)")
src=src.replace("; w(k,488,488,1)","")
src=src.replace("w(5,488,P,p['first_center'])","w(5,487,P,p['first_center'])")
src=src.replace(" line=[-1.2",''' central_points=[q for q,(r,c) in enumerate(xy) if 2<=r<=6 and 2<=c<=6 and q!=40]
shape_units={q:488+i for i,q in enumerate(central_points)}
for q,j in shape_units.items():
r,c=xy[q]
b(4,j,-2)
for t in adj[q]: w(4,u(0,t),j,1)
for dr,dc in [(-1,-1),(-1,1),(1,-1),(1,1)]:
w(4,u(0,(r+dr)*9+c+dc),j,1)
line=[-1.2''')
src=src.replace("central=max(0.",'''if q in shape_units: w(5,shape_units[q],P,-p['triangle'])
central=max(0.''')
open('/work/design_v4.py','w').write(src)
exec(src)
config=install(dict(own_adj=2.,opp_adj=1.5,crowd=3.,temperature_scale=2.5,
opening=3.,defend=1.,first_center=20.,triangle=1.5))
json.dump(config,open('/work/config_v4.json','w'),indent=2)
print(config)
```
{
"t": 1792788342.4679964,
"kind": "python",
"s": 1.03,
"code": "import json\nsrc=open('/work/design_v3.py').read()\nsrc=src.replace(\"first_center=0.)\",\"first_center=0., triangle=0.)\")\n# White was unused. Reuse its global slot for the empty-board indicator,\n# leaving 24 final-layer-4 units for symmetric central shape features.\nsrc=src.replace(\"w(1,2,487,1)\\n b(1,488,1)\",\"b(1,487,1)\")\nsrc=src.replace(\"w(1,3*q,488,-1)\",\"w(1,3*q,487,-1)\")\nsrc=src.replace(\"w(1,3*q+1,488,-1)\",\"w(1,3*q+1,487,-1)\")\nsrc=src.replace(\"; w(k,488,488,1)\",\"\")\nsrc=src.replace(\"w(5,488,P,p['first_center'])\",\"w(5,487,P,p['first_center'])\")\nsrc=src.replace(\" line=[-1.2\",''' central_points=[q for q,(r,c) in enumerate(xy) if 2<=r<=6 and 2<=c<=6 and q!=40]\n shape_units={q:488+i for i,q in enumerate(central_points)}\n for q,j in shape_units.items():\n r,c=xy[q]\n b(4,j,-2)\n for t in adj[q]: w(4,u(0,t),j,1)\n for dr,dc in [(-1,-1),(-1,1),(1,-1),(1,1)]:\n w(4,u(0,(r+dr)*9+c+dc),j,1)\n line=[-1.2''')\nsrc=src.replace(\"central=max(0.\",'''if q in shape_units: w(5,shape_units[q],P,-p['triangle'])\n central=max(0.''')\nopen('/work/design_v4.py','w').write(src)\nexec(src)\nconfig=install(dict(own_adj=2.,opp_adj=1.5,crowd=3.,temperature_scale=2.5,\n opening=3.,defend=1.,first_center=20.,triangle=1.5))\njson.dump(config,open('/work/config_v4.json','w'),indent=2)\nprint(config)\n",
"out": "{'capture': 11.0, 'capture_extra': 3.0, 'save': 7.0, 'danger': 10.0, 'eye': 22.0, 'isolation': 3.0, 'isolation_threshold': 2.5, 'base': 1.3, 'pass_bias': -1.0, 'attack': 1.3, 'own_adj': 2.0, 'opp_adj': 1.5, 'opening': 3.0, 'save_danger': 2.0, 'safe2': 1.0, 'safe3': 1.0, 'cap_safety': 1.0, 'crowd': 3.0, 'temperature_scale': 2.5, 'defend': 1.0, 'first_center': 20.0, 'triangle': 1.5}\n"
}Exact prompt · Raw CLI events · Settings and audit
OUTPUT of Python run 9 of at most 120:
```
{'capture': 11.0, 'capture_extra': 3.0, 'save': 7.0, 'danger': 10.0, 'eye': 22.0, 'isolation': 3.0, 'isolation_threshold': 2.5, 'base': 1.3, 'pass_bias': -1.0, 'attack': 1.3, 'own_adj': 2.0, 'opp_adj': 1.5, 'opening': 3.0, 'save_danger': 2.0, 'safe2': 1.0, 'safe3': 1.0, 'cap_safety': 1.0, 'crowd': 3.0, 'temperature_scale': 2.5, 'defend': 1.0, 'first_center': 20.0, 'triangle': 1.5}
```Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```games
{"games":{"strong":96,"weak":24,"random":8}}
```
{
"t": 1792788377.1242921,
"kind": "games",
"k": 4,
"request": {
"games": {
"strong": 96,
"weak": 24,
"random": 8
}
},
"result": {
"ok": true,
"pass": 4,
"kind": "games",
"per_opponent": {
"random": {
"games": 8,
"score": 1.0,
"wins": 8,
"losses": 0,
"score_as_black": 1.0,
"score_as_white": 1.0,
"mean_margin": 81.0,
"mean_length": 121.0,
"stones_captured_per_game": 94.75,
"stones_lost_per_game": 0.125,
"passes_per_game": 1.0,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 8,
"end_repetition": 0,
"end_move_limit": 0
},
"strong": {
"games": 96,
"score": 0.7916666865348816,
"wins": 76,
"losses": 20,
"score_as_black": 0.7291666865348816,
"score_as_white": 0.8541666865348816,
"mean_margin": 60.09375,
"mean_length": 118.08333333333333,
"stones_captured_per_game": 67.73958333333333,
"stones_lost_per_game": 8.5625,
"passes_per_game": 1.5208333333333333,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 89,
"end_repetition": 7,
"end_move_limit": 0
},
"weak": {
"games": 24,
"score": 0.9583333134651184,
"wins": 23,
"losses": 1,
"score_as_black": 0.9166666865348816,
"score_as_white": 1.0,
"mean_margin": 74.625,
"mean_length": 124.95833333333333,
"stones_captured_per_game": 84.25,
"stones_lost_per_game": 3.1666666666666665,
"passes_per_game": 2.4166666666666665,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 23,
"end_repetition": 1,
"end_move_limit": 0
}
},
"files": "/work/pass_4/",
"readme": "games.json: one entry per game (opponent, net_color, result +1/-1, margin = net's area score minus the opponent's incl. komi, end, stones captured / lost, moves: ply, by, move (row*9+col, 81 = pass), and for the network's moves its top-5 [move, probability]). boards.npy: (games, 162, 81) int8, the board AFTER each ply (1 Black, -1 White, 0 empty; index row*9+col); valid.npy: (games, 162) which plies were played."
}
}Exact prompt · Raw CLI events · Settings and audit
Games pass 4 of 10 done.
```
{"ok": true, "pass": 4, "kind": "games", "per_opponent": {"random": {"games": 8, "score": 1.0, "wins": 8, "losses": 0, "score_as_black": 1.0, "score_as_white": 1.0, "mean_margin": 81.0, "mean_length": 121.0, "stones_captured_per_game": 94.75, "stones_lost_per_game": 0.125, "passes_per_game": 1.0, "games_with_a_pass_before_move_60": 0, "end_two_passes": 8, "end_repetition": 0, "end_move_limit": 0}, "strong": {"games": 96, "score": 0.7916666865348816, "wins": 76, "losses": 20, "score_as_black": 0.7291666865348816, "score_as_white": 0.8541666865348816, "mean_margin": 60.09375, "mean_length": 118.08333333333333, "stones_captured_per_game": 67.73958333333333, "stones_lost_per_game": 8.5625, "passes_per_game": 1.5208333333333333, "games_with_a_pass_before_move_60": 0, "end_two_passes": 89, "end_repetition": 7, "end_move_limit": 0}, "weak": {"games": 24, "score": 0.9583333134651184, "wins": 23, "losses": 1, "score_as_black": 0.9166666865348816, "score_as_white": 1.0, "mean_margin": 74.625, "mean_length": 124.95833333333333, "stones_captured_per_game": 84.25, "stones_lost_per_game": 3.1666666666666665, "passes_per_game": 2.4166666666666665, "games_with_a_pass_before_move_60": 0, "end_two_passes": 23, "end_repetition": 1, "end_move_limit": 0}}, "files": "/work/pass_4/", "readme": "games.json: one entry per game (opponent, net_color, result +1/-1, margin = net's area score minus the opponent's incl. komi, end, stones captured / lost, moves: ply, by, move (row*9+col, 81 = pass), and for the network's moves its top-5 [move, probability]). boards.npy: (games, 162, 81) int8, the board AFTER each ply (1 Black, -1 White, 0 empty; index row*9+col); valid.npy: (games, 162) which plies were played."}
```
Passes left: 6.Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```python
import json,numpy as np,collections
g=json.load(open('/work/pass_4/games.json')); boards=np.load('/work/pass_4/boards.npy')
def show(b): return '\n'.join(''.join({0:'.',1:'X',-1:'O'}[int(v)] for v in row) for row in np.asarray(b).reshape(9,9))
for i,x in enumerate(g):
if x['result']<0:
print(i,x['opponent'],x['net_color'],x['margin'],x['end'],
'caps/lost',x['stones_captured_by_net'],x['stones_lost_by_net'])
print('\nREPETITION DETAILS')
for gi,x in enumerate(g):
if x['end']!='repetition':continue
n=len(x['moves'])
print('\nGAME',gi,x['result'],x['net_color'],x['margin'])
for pi in range(max(0,n-5),n):
print(x['moves'][pi])
print(show(boards[gi,pi]))
if gi>30:break
```
{
"t": 1792788398.8720875,
"kind": "python",
"s": 1.0,
"code": "import json,numpy as np,collections\ng=json.load(open('/work/pass_4/games.json')); boards=np.load('/work/pass_4/boards.npy')\ndef show(b): return '\\n'.join(''.join({0:'.',1:'X',-1:'O'}[int(v)] for v in row) for row in np.asarray(b).reshape(9,9))\nfor i,x in enumerate(g):\n if x['result']<0:\n print(i,x['opponent'],x['net_color'],x['margin'],x['end'],\n 'caps/lost',x['stones_captured_by_net'],x['stones_lost_by_net'])\nprint('\\nREPETITION DETAILS')\nfor gi,x in enumerate(g):\n if x['end']!='repetition':continue\n n=len(x['moves'])\n print('\\nGAME',gi,x['result'],x['net_color'],x['margin'])\n for pi in range(max(0,n-5),n):\n print(x['moves'][pi])\n print(show(boards[gi,pi]))\n if gi>30:break\n",
"out": "12 strong black -16.5 two passes caps/lost 5 17\n15 strong black 6.5 repetition caps/lost 13 8\n17 strong black -25.5 two passes caps/lost 21 53\n21 strong black -3.5 two passes caps/lost 8 21\n22 strong black -4.5 two passes caps/lost 15 17\n35 strong black -6.5 two passes caps/lost 24 36\n37 strong black -14.5 two passes caps/lost 6 15\n39 strong black -16.5 two passes caps/lost 32 72\n41 strong black 1.5 repetition caps/lost 7 4\n43 strong black -16.5 two passes caps/lost 17 30\n44 strong black -0.5 two passes caps/lost 20 46\n45 strong black 2.5 repetition caps/lost 18 13\n50 strong black -13.5 two passes caps/lost 3 9\n57 strong white 49.5 repetition caps/lost 50 4\n68 strong white -7.5 two passes caps/lost 8 39\n79 strong white -11.5 two passes caps/lost 9 25\n82 strong white 7.5 repetition caps/lost 3 4\n88 strong white 37.5 repetition caps/lost 42 10\n90 strong white -13.5 repetition caps/lost 14 34\n93 strong white -2.5 two passes caps/lost 16 49\n106 weak black 16.5 repetition caps/lost 39 14\n\nREPETITION DETAILS\n\nGAME 15 -1 black 6.5\n{'ply': 84, 'by': 'net', 'move': 18, 'top5': [[18, 1.0], [72, 0.0], [8, 0.0], [81, 0.0], [80, 0.0]]}\n.X.X.XXO.\nXXX.XXXXX\nXXXXXXOOX\nOXX.XOOOO\nOOXXXXOOO\nOOOOOOO..\nOOOXOXXOO\nOOXXX.XOO\n.X.X.X.X.\n{'ply': 85, 'by': 'opponent', 'move': 52}\n.X.X.XXO.\nXXX.XXXXX\nXXXXXXOOX\nOXX.XOOOO\nOOXXXXOOO\nOOOOOOOO.\nOOOXOXXOO\nOOXXX.XOO\n.X.X.X.X.\n{'ply': 86, 'by': 'net', 'move': 72, 'top5': [[72, 1.0], [8, 0.0], [81, 0.0], [80, 0.0], [68, 0.0]]}\n.X.X.XXO.\nXXX.XXXXX\nXXXXXXOOX\nOXX.XOOOO\nOOXXXXOOO\nOOOOOOOO.\nOOOXOXXOO\nOOXXX.XOO\nXX.X.X.X.\n{'ply': 87, 'by': 'opponent', 'move': 74}\n.X.X.XXO.\nXXX.XXXXX\nXXXXXXOOX\nOXX.XOOOO\nOOXXXXOOO\nOOOOOOOO.\nOOOXOXXOO\nOOXXX.XOO\n..OX.X.X.\n{'ply': 88, 'by': 'net', 'move': 73, 'top5': [[73, 1.0], [8, 0.0], [81, 0.0], [80, 0.0], [72, 0.0]]}\n.X.X.XXO.\nXXX.XXXXX\nXXXXXXOOX\nOXX.XOOOO\nOOXXXXOOO\nOOOOOOOO.\nOOOXOXXOO\nOOXXX.XOO\n.X.X.X.X.\n\nGAME 41 -1 black 1.5\n{'ply': 48, 'by': 'net', 'move': 13, 'top5': [[13, 0.9998], [44, 0.0001], [62, 0.0001], [68, 0.0], [67, 0.0]]}\n.........\n.XOOXXOX.\n.XOOOO.O.\nX.XXOOXO.\n.X.XXX.X.\n.XXXOOXXO\nXOOOOXXX.\n.........\n.........\n{'ply': 49, 'by': 'opponent', 'move': 4}\n....O....\n.XOOXXOX.\n.XOOOO.O.\nX.XXOOXO.\n.X.XXX.X.\n.XXXOOXXO\nXOOOOXXX.\n.........\n.........\n{'ply': 50, 'by': 'net', 'move': 24, 'top5': [[24, 1.0], [44, 0.0], [62, 0.0], [68, 0.0], [67, 0.0]]}\n....O....\n.XOOXXOX.\n.XOOOOXO.\nX.XXOOXO.\n.X.XXX.X.\n.XXXOOXXO\nXOOOOXXX.\n.........\n.........\n{'ply': 51, 'by': 'opponent', 'move': 42}\n....O....\n.XOOXXOX.\n.XOOOO.O.\nX.XXOO.O.\n.X.XXXOX.\n.XXXOOXXO\nXOOOOXXX.\n.........\n.........\n{'ply': 52, 'by': 'net', 'move': 33, 'top5': [[33, 1.0], [44, 0.0], [62, 0.0], [68, 0.0], [69, 0.0]]}\n....O....\n.XOOXXOX.\n.XOOOO.O.\nX.XXOOXO.\n.X.XXX.X.\n.XXXOOXXO\nXOOOOXXX.\n.........\n.........\n"
}Exact prompt · Raw CLI events · Settings and audit
OUTPUT of Python run 10 of at most 120:
```
12 strong black -16.5 two passes caps/lost 5 17
15 strong black 6.5 repetition caps/lost 13 8
17 strong black -25.5 two passes caps/lost 21 53
21 strong black -3.5 two passes caps/lost 8 21
22 strong black -4.5 two passes caps/lost 15 17
35 strong black -6.5 two passes caps/lost 24 36
37 strong black -14.5 two passes caps/lost 6 15
39 strong black -16.5 two passes caps/lost 32 72
41 strong black 1.5 repetition caps/lost 7 4
43 strong black -16.5 two passes caps/lost 17 30
44 strong black -0.5 two passes caps/lost 20 46
45 strong black 2.5 repetition caps/lost 18 13
50 strong black -13.5 two passes caps/lost 3 9
57 strong white 49.5 repetition caps/lost 50 4
68 strong white -7.5 two passes caps/lost 8 39
79 strong white -11.5 two passes caps/lost 9 25
82 strong white 7.5 repetition caps/lost 3 4
88 strong white 37.5 repetition caps/lost 42 10
90 strong white -13.5 repetition caps/lost 14 34
93 strong white -2.5 two passes caps/lost 16 49
106 weak black 16.5 repetition caps/lost 39 14
REPETITION DETAILS
GAME 15 -1 black 6.5
{'ply': 84, 'by': 'net', 'move': 18, 'top5': [[18, 1.0], [72, 0.0], [8, 0.0], [81, 0.0], [80, 0.0]]}
.X.X.XXO.
XXX.XXXXX
XXXXXXOOX
OXX.XOOOO
OOXXXXOOO
OOOOOOO..
OOOXOXXOO
OOXXX.XOO
.X.X.X.X.
{'ply': 85, 'by': 'opponent', 'move': 52}
.X.X.XXO.
XXX.XXXXX
XXXXXXOOX
OXX.XOOOO
OOXXXXOOO
OOOOOOOO.
OOOXOXXOO
OOXXX.XOO
.X.X.X.X.
{'ply': 86, 'by': 'net', 'move': 72, 'top5': [[72, 1.0], [8, 0.0], [81, 0.0], [80, 0.0], [68, 0.0]]}
.X.X.XXO.
XXX.XXXXX
XXXXXXOOX
OXX.XOOOO
OOXXXXOOO
OOOOOOOO.
OOOXOXXOO
OOXXX.XOO
XX.X.X.X.
{'ply': 87, 'by': 'opponent', 'move': 74}
.X.X.XXO.
XXX.XXXXX
XXXXXXOOX
OXX.XOOOO
OOXXXXOOO
OOOOOOOO.
OOOXOXXOO
OOXXX.XOO
..OX.X.X.
{'ply': 88, 'by': 'net', 'move': 73, 'top5': [[73, 1.0], [8, 0.0], [81, 0.0], [80, 0.0], [72, 0.0]]}
.X.X.XXO.
XXX.XXXXX
XXXXXXOOX
OXX.XOOOO
OOXXXXOOO
OOOOOOOO.
OOOXOXXOO
OOXXX.XOO
.X.X.X.X.
GAME 41 -1 black 1.5
{'ply': 48, 'by': 'net', 'move': 13, 'top5': [[13, 0.9998], [44, 0.0001], [62, 0.0001], [68, 0.0], [67, 0.0]]}
.........
.XOOXXOX.
.XOOOO.O.
X.XXOOXO.
.X.XXX.X.
.XXXOOXXO
XOOOOXXX.
.........
.........
{'ply': 49, 'by': 'opponent', 'move': 4}
....O....
.XOOXXOX.
.XOOOO.O.
X.XXOOXO.
.X.XXX.X.
.XXXOOXXO
XOOOOXXX.
.........
.........
{'ply': 50, 'by': 'net', 'move': 24, 'top5': [[24, 1.0], [44, 0.0], [62, 0.0], [68, 0.0], [67, 0.0]]}
....O....
.XOOXXOX.
.XOOOOXO.
X.XXOOXO.
.X.XXX.X.
.XXXOOXXO
XOOOOXXX.
.........
.........
{'ply': 51, 'by': 'opponent', 'move': 42}
....O....
.XOOXXOX.
.XOOOO.O.
X.XXOO.O.
.X.XXXOX.
.XXXOOXXO
XOOOOXXX.
.........
.........
{'ply': 52, 'by': 'net', 'move': 33, 'top5': [[33, 1.0], [44, 0.0], [62, 0.0], [68, 0.0], [69, 0.0]]}
....O....
.XOOXXOX.
.XOOOO.O.
X.XXOOXO.
.X.XXX.X.
.XXXOOXXO
XOOOOXXX.
.........
.........
```Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```python
import json
src=open('/work/design_v4.py').read()
src=src.replace("triangle=0.)","triangle=0., capture_guard=0.)")
src=src.replace("w(5,u(3,t),D,-p['cap_safety'])","# Captures are accounted for after their reliability gate, in layer 6.")
src=src.replace("if wm: w(5,u(0,t),P,wm)",
"""guard_weight={1:1.,2:1.,3:.5}.get(d,0.)*p['capture_guard']
if guard_weight:
w(5,u(1,t),C,-guard_weight)
w(5,u(3,t),C,guard_weight)
if wm: w(5,u(0,t),P,wm)""")
src=src.replace("w(6,D,u(3,q),1)",
"w(6,D,u(3,q),1); w(6,C,u(3,q),-p['cap_safety'])")
open('/work/design_v5.py','w').write(src)
exec(src)
cfg=json.load(open('/work/config_v4.json'))
cfg['capture_guard']=.2
config=install(cfg)
json.dump(config,open('/work/config_v5.json','w'),indent=2)
print(config)
```
{
"t": 1792788542.567299,
"kind": "python",
"s": 1.01,
"code": "import json\nsrc=open('/work/design_v4.py').read()\nsrc=src.replace(\"triangle=0.)\",\"triangle=0., capture_guard=0.)\")\nsrc=src.replace(\"w(5,u(3,t),D,-p['cap_safety'])\",\"# Captures are accounted for after their reliability gate, in layer 6.\")\nsrc=src.replace(\"if wm: w(5,u(0,t),P,wm)\",\n\"\"\"guard_weight={1:1.,2:1.,3:.5}.get(d,0.)*p['capture_guard']\n if guard_weight:\n w(5,u(1,t),C,-guard_weight)\n w(5,u(3,t),C,guard_weight)\n if wm: w(5,u(0,t),P,wm)\"\"\")\nsrc=src.replace(\"w(6,D,u(3,q),1)\",\n \"w(6,D,u(3,q),1); w(6,C,u(3,q),-p['cap_safety'])\")\nopen('/work/design_v5.py','w').write(src)\nexec(src)\ncfg=json.load(open('/work/config_v4.json'))\ncfg['capture_guard']=.2\nconfig=install(cfg)\njson.dump(config,open('/work/config_v5.json','w'),indent=2)\nprint(config)\n",
"out": "{'capture': 11.0, 'capture_extra': 3.0, 'save': 7.0, 'danger': 10.0, 'eye': 22.0, 'isolation': 3.0, 'isolation_threshold': 2.5, 'base': 1.3, 'pass_bias': -1.0, 'attack': 1.3, 'own_adj': 2.0, 'opp_adj': 1.5, 'opening': 3.0, 'save_danger': 2.0, 'safe2': 1.0, 'safe3': 1.0, 'cap_safety': 1.0, 'crowd': 3.0, 'temperature_scale': 2.5, 'defend': 1.0, 'first_center': 20.0, 'triangle': 1.5, 'capture_guard': 0.2}\n"
}Exact prompt · Raw CLI events · Settings and audit
OUTPUT of Python run 11 of at most 120:
```
{'capture': 11.0, 'capture_extra': 3.0, 'save': 7.0, 'danger': 10.0, 'eye': 22.0, 'isolation': 3.0, 'isolation_threshold': 2.5, 'base': 1.3, 'pass_bias': -1.0, 'attack': 1.3, 'own_adj': 2.0, 'opp_adj': 1.5, 'opening': 3.0, 'save_danger': 2.0, 'safe2': 1.0, 'safe3': 1.0, 'cap_safety': 1.0, 'crowd': 3.0, 'temperature_scale': 2.5, 'defend': 1.0, 'first_center': 20.0, 'triangle': 1.5, 'capture_guard': 0.2}
```Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```games
{"games":{"strong":96,"weak":24,"random":8}}
```
{
"t": 1792788578.3828897,
"kind": "games",
"k": 5,
"request": {
"games": {
"strong": 96,
"weak": 24,
"random": 8
}
},
"result": {
"ok": true,
"pass": 5,
"kind": "games",
"per_opponent": {
"random": {
"games": 8,
"score": 1.0,
"wins": 8,
"losses": 0,
"score_as_black": 1.0,
"score_as_white": 1.0,
"mean_margin": 66.25,
"mean_length": 115.0,
"stones_captured_per_game": 82.25,
"stones_lost_per_game": 0.0,
"passes_per_game": 1.5,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 8,
"end_repetition": 0,
"end_move_limit": 0
},
"strong": {
"games": 96,
"score": 0.8333333134651184,
"wins": 80,
"losses": 16,
"score_as_black": 0.7916666865348816,
"score_as_white": 0.875,
"mean_margin": 60.47916793823242,
"mean_length": 120.0625,
"stones_captured_per_game": 75.5,
"stones_lost_per_game": 7.052083333333333,
"passes_per_game": 2.1041666666666665,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 95,
"end_repetition": 1,
"end_move_limit": 0
},
"weak": {
"games": 24,
"score": 1.0,
"wins": 24,
"losses": 0,
"score_as_black": 1.0,
"score_as_white": 1.0,
"mean_margin": 75.16666412353516,
"mean_length": 123.66666666666667,
"stones_captured_per_game": 81.16666666666667,
"stones_lost_per_game": 2.7083333333333335,
"passes_per_game": 2.0833333333333335,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 24,
"end_repetition": 0,
"end_move_limit": 0
}
},
"files": "/work/pass_5/",
"readme": "games.json: one entry per game (opponent, net_color, result +1/-1, margin = net's area score minus the opponent's incl. komi, end, stones captured / lost, moves: ply, by, move (row*9+col, 81 = pass), and for the network's moves its top-5 [move, probability]). boards.npy: (games, 162, 81) int8, the board AFTER each ply (1 Black, -1 White, 0 empty; index row*9+col); valid.npy: (games, 162) which plies were played."
}
}Exact prompt · Raw CLI events · Settings and audit
Games pass 5 of 10 done.
```
{"ok": true, "pass": 5, "kind": "games", "per_opponent": {"random": {"games": 8, "score": 1.0, "wins": 8, "losses": 0, "score_as_black": 1.0, "score_as_white": 1.0, "mean_margin": 66.25, "mean_length": 115.0, "stones_captured_per_game": 82.25, "stones_lost_per_game": 0.0, "passes_per_game": 1.5, "games_with_a_pass_before_move_60": 0, "end_two_passes": 8, "end_repetition": 0, "end_move_limit": 0}, "strong": {"games": 96, "score": 0.8333333134651184, "wins": 80, "losses": 16, "score_as_black": 0.7916666865348816, "score_as_white": 0.875, "mean_margin": 60.47916793823242, "mean_length": 120.0625, "stones_captured_per_game": 75.5, "stones_lost_per_game": 7.052083333333333, "passes_per_game": 2.1041666666666665, "games_with_a_pass_before_move_60": 0, "end_two_passes": 95, "end_repetition": 1, "end_move_limit": 0}, "weak": {"games": 24, "score": 1.0, "wins": 24, "losses": 0, "score_as_black": 1.0, "score_as_white": 1.0, "mean_margin": 75.16666412353516, "mean_length": 123.66666666666667, "stones_captured_per_game": 81.16666666666667, "stones_lost_per_game": 2.7083333333333335, "passes_per_game": 2.0833333333333335, "games_with_a_pass_before_move_60": 0, "end_two_passes": 24, "end_repetition": 0, "end_move_limit": 0}}, "files": "/work/pass_5/", "readme": "games.json: one entry per game (opponent, net_color, result +1/-1, margin = net's area score minus the opponent's incl. komi, end, stones captured / lost, moves: ply, by, move (row*9+col, 81 = pass), and for the network's moves its top-5 [move, probability]). boards.npy: (games, 162, 81) int8, the board AFTER each ply (1 Black, -1 White, 0 empty; index row*9+col); valid.npy: (games, 162) which plies were played."}
```
Passes left: 5.Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```python
import json,numpy as np,collections
g=json.load(open('/work/pass_5/games.json')); boards=np.load('/work/pass_5/boards.npy')
adj=[[j for j in (q-9,q+9,q-1,q+1) if 0<=j<81 and abs(j//9-q//9)+abs(j%9-q%9)==1] for q in range(81)]
def group_info(b):
info={}
for q in range(81):
if b[q]==0 or q in info:continue
stack=[q];ss={q};ll=set()
while stack:
t=stack.pop()
for v in adj[t]:
if b[v]==0:ll.add(v)
elif b[v]==b[q] and v not in ss:ss.add(v);stack.append(v)
for t in ss:info[t]=(ss,ll)
return info
def show(b): return '\n'.join(''.join({0:'.',1:'X',-1:'O'}[int(v)] for v in row) for row in np.asarray(b).reshape(9,9))
stats=collections.Counter();bad=[]
for gi,x in enumerate(g):
if x['opponent']!='strong':continue
if x['result']<0:
print('LOSS',gi,x['net_color'],x['margin'],x['end'],x['stones_lost_by_net'])
color=1 if x['net_color']=='black' else -1
for pi,m in enumerate(x['moves']):
if m['by']!='net' or m['move']==81:continue
before=np.zeros(81,np.int8) if pi==0 else boards[gi,pi-1]
after=boards[gi,pi];gr=group_info(before);q=m['move']
caps=sum(before==-color)-sum(after==-color)
grp,libs=group_info(after)[q]
stats['moves']+=1
if len(libs)==1:
stats['self_atari']+=1
if caps==0:
stats['noncapture_self_atari']+=1
if len(grp)>=3:bad.append((gi,pi,q,len(grp),x['result'],m['top5']))
print(stats)
print('Large group self-ataris:',bad[:12])
for gi,pi,q,n,res,top in bad[:3]:
print('\n',gi,pi,q,n,res,top)
print(show(boards[gi,pi-1]))
loss=[i for i,x in enumerate(g) if x['opponent']=='strong' and x['result']<0]
for gi in loss[:2]:
print('\nGAME',gi)
x=g[gi]
for pi,m in enumerate(x['moves']):
if pi<34 and m['by']=='net':print(pi,m['move'],m['top5'][:3])
if pi in [15,31,47,len(x['moves'])-1]:print('after',pi,'\n'+show(boards[gi,pi]))
```
{
"t": 1792788605.357651,
"kind": "python",
"s": 2.07,
"code": "import json,numpy as np,collections\ng=json.load(open('/work/pass_5/games.json')); boards=np.load('/work/pass_5/boards.npy')\nadj=[[j for j in (q-9,q+9,q-1,q+1) if 0<=j<81 and abs(j//9-q//9)+abs(j%9-q%9)==1] for q in range(81)]\ndef group_info(b):\n info={}\n for q in range(81):\n if b[q]==0 or q in info:continue\n stack=[q];ss={q};ll=set()\n while stack:\n t=stack.pop()\n for v in adj[t]:\n if b[v]==0:ll.add(v)\n elif b[v]==b[q] and v not in ss:ss.add(v);stack.append(v)\n for t in ss:info[t]=(ss,ll)\n return info\ndef show(b): return '\\n'.join(''.join({0:'.',1:'X',-1:'O'}[int(v)] for v in row) for row in np.asarray(b).reshape(9,9))\nstats=collections.Counter();bad=[]\nfor gi,x in enumerate(g):\n if x['opponent']!='strong':continue\n if x['result']<0:\n print('LOSS',gi,x['net_color'],x['margin'],x['end'],x['stones_lost_by_net'])\n color=1 if x['net_color']=='black' else -1\n for pi,m in enumerate(x['moves']):\n if m['by']!='net' or m['move']==81:continue\n before=np.zeros(81,np.int8) if pi==0 else boards[gi,pi-1]\n after=boards[gi,pi];gr=group_info(before);q=m['move']\n caps=sum(before==-color)-sum(after==-color)\n grp,libs=group_info(after)[q]\n stats['moves']+=1\n if len(libs)==1:\n stats['self_atari']+=1\n if caps==0:\n stats['noncapture_self_atari']+=1\n if len(grp)>=3:bad.append((gi,pi,q,len(grp),x['result'],m['top5']))\nprint(stats)\nprint('Large group self-ataris:',bad[:12])\nfor gi,pi,q,n,res,top in bad[:3]:\n print('\\n',gi,pi,q,n,res,top)\n print(show(boards[gi,pi-1]))\nloss=[i for i,x in enumerate(g) if x['opponent']=='strong' and x['result']<0]\nfor gi in loss[:2]:\n print('\\nGAME',gi)\n x=g[gi]\n for pi,m in enumerate(x['moves']):\n if pi<34 and m['by']=='net':print(pi,m['move'],m['top5'][:3])\n if pi in [15,31,47,len(x['moves'])-1]:print('after',pi,'\\n'+show(boards[gi,pi]))\n",
"out": "LOSS 19 black -33.5 two passes 63\nLOSS 24 black -18.5 two passes 30\nLOSS 29 black -10.5 two passes 15\nLOSS 32 black -14.5 two passes 9\nLOSS 35 black -18.5 two passes 23\nLOSS 38 black -17.5 two passes 11\nLOSS 43 black -4.5 two passes 18\nLOSS 44 black -26.5 two passes 33\nLOSS 47 black -21.5 two passes 18\nLOSS 55 black -6.5 two passes 12\nLOSS 60 white -3.5 two passes 13\nLOSS 67 white 19.5 repetition 12\nLOSS 72 white -7.5 two passes 22\nLOSS 74 white -3.5 two passes 70\nLOSS 91 white -5.5 two passes 19\nLOSS 96 white -0.5 two passes 19\nCounter({'moves': 5576, 'self_atari': 92, 'noncapture_self_atari': 62})\nLarge group self-ataris: [(15, 62, 4, 10, 1, [[4, 1.0], [5, 0.0], [16, 0.0], [35, 0.0], [34, 0.0]]), (16, 66, 5, 3, 1, [[5, 0.8449], [11, 0.0597], [66, 0.0304], [3, 0.0225], [21, 0.0189]]), (17, 66, 4, 8, 1, [[4, 0.997], [70, 0.0017], [5, 0.001], [6, 0.0001], [76, 0.0]]), (24, 68, 6, 14, -1, [[6, 0.8687], [7, 0.1267], [9, 0.0034], [44, 0.0009], [35, 0.0001]]), (24, 76, 38, 4, -1, [[38, 0.9551], [32, 0.0449], [23, 0.0], [9, 0.0], [5, 0.0]]), (24, 80, 41, 6, -1, [[41, 0.964], [9, 0.0353], [72, 0.0006], [0, 0.0], [81, 0.0]]), (24, 88, 1, 3, -1, [[1, 0.7305], [81, 0.2687], [18, 0.0007], [73, 0.0], [68, 0.0]]), (29, 92, 60, 3, -1, [[60, 1.0], [67, 0.0], [81, 0.0], [66, 0.0], [32, 0.0]]), (43, 96, 11, 3, -1, [[11, 0.9995], [20, 0.0005], [29, 0.0], [81, 0.0], [1, 0.0]]), (44, 86, 18, 3, -1, [[1, 0.5685], [81, 0.2686], [18, 0.1629], [77, 0.0], [12, 0.0]]), (47, 74, 70, 3, -1, [[70, 1.0], [52, 0.0], [21, 0.0], [20, 0.0], [81, 0.0]]), (55, 62, 77, 4, -1, [[77, 1.0], [10, 0.0], [22, 0.0], [78, 0.0], [71, 0.0]])]\n\n 15 62 4 10 1 [[4, 1.0], [5, 0.0], [16, 0.0], [35, 0.0], [34, 0.0]]\n..OX.....\n.O.OXXO..\n.OOXXOO..\nOXOOXO...\nXXOXXXOOO\n.XOOOOXOX\nX.XXOXXXX\n.XX.XOOO.\nX.XXXX.O.\n\n 16 66 5 3 1 [[5, 0.8449], [11, 0.0597], [66, 0.0304], [3, 0.0225], [21, 0.0189]]\n....O....\n...XOXXOO\nOOX.XOOOO\nXX...XXOX\n.XXXXX.XX\nX.X.X.X.X\n.XXX.X.X.\nX...XOX.X\n.....O.X.\n\n 17 66 4 8 1 [[4, 0.997], [70, 0.0017], [5, 0.001], [6, 0.0001], [76, 0.0]]\n..OO.....\nOOXXXXOO.\nXXXOOOOO.\nOOOOOXXXO\nOOXXXX.XX\nOXXX..XX.\nXX..XX.X.\n.XXXXXX..\nX........\n\nGAME 19\n0 40 [[40, 1.0], [31, 0.0], [39, 0.0]]\n2 31 [[31, 0.4207], [39, 0.2552], [41, 0.2552]]\n4 41 [[39, 0.2916], [41, 0.2916], [30, 0.1191]]\n6 59 [[59, 0.4843], [32, 0.4274], [42, 0.0486]]\n8 39 [[39, 0.4056], [57, 0.3433], [32, 0.2006]]\n10 32 [[57, 0.9449], [51, 0.0222], [32, 0.0149]]\n12 33 [[60, 0.3643], [33, 0.3422], [57, 0.2352]]\n14 60 [[60, 0.7843], [30, 0.1397], [38, 0.0387]]\nafter 15 \n.........\n.........\n.........\n....XXX..\n...XXXO..\n..OOOOOO.\n....OXX..\n.........\n.........\n16 38 [[30, 0.6543], [38, 0.189], [57, 0.1338]]\n18 61 [[57, 0.5929], [61, 0.2237], [34, 0.1786]]\n20 57 [[57, 0.99], [30, 0.005], [29, 0.0015]]\n22 66 [[66, 0.9972], [67, 0.0028], [30, 0.0]]\n24 67 [[67, 0.9997], [65, 0.0002], [69, 0.0001]]\n26 69 [[69, 0.9768], [30, 0.0085], [29, 0.0053]]\n28 77 [[77, 1.0], [70, 0.0], [25, 0.0]]\n30 30 [[30, 0.8754], [25, 0.0419], [70, 0.0418]]\nafter 31 \n.........\n.........\n......O..\n..OXXXXO.\n.OXXXXOO.\n..OOOOOO.\n..OXOXXX.\n..OXX.X..\n.....X...\n32 70 [[46, 0.288], [70, 0.2329], [25, 0.2215]]\nafter 47 \n..OX.....\n..OXO....\n.OXXO.O..\n.OOXXXXO.\n.OXXXXOO.\n.OOOOOOO.\n.XOXOXXX.\nOXOXX.XX.\n..X..X...\nafter 109 \n.OOOOOOOO\nOO.OOOOOO\nOOOOOOOOO\n.OO.OX.OO\nXOO.O.OOO\nXOOOOOOO.\nXXOXOXXXO\n.XOXX.XXX\nX.XX.X.X.\n\nGAME 24\n0 40 [[40, 1.0], [31, 0.0], [39, 0.0]]\n2 31 [[31, 0.4207], [39, 0.2552], [41, 0.2552]]\n4 41 [[39, 0.2916], [41, 0.2916], [30, 0.1191]]\n6 59 [[59, 0.4843], [32, 0.4274], [42, 0.0486]]\n8 39 [[39, 0.4056], [57, 0.3433], [32, 0.2006]]\n10 57 [[57, 0.9449], [51, 0.0222], [32, 0.0149]]\n12 38 [[38, 0.4378], [56, 0.178], [51, 0.1513]]\n14 66 [[66, 0.4999], [51, 0.4676], [67, 0.0325]]\nafter 15 \n.........\n.........\n.........\n....X....\n..XXXXO..\n..OOOOO..\n..OXOX...\n...X.....\n.........\n16 60 [[60, 0.9734], [67, 0.0103], [32, 0.0103]]\n18 67 [[67, 0.9997], [32, 0.0002], [65, 0.0001]]\n20 65 [[69, 0.5262], [65, 0.4098], [32, 0.0288]]\n22 69 [[69, 0.8477], [32, 0.0451], [37, 0.0376]]\n24 77 [[77, 1.0], [37, 0.0], [32, 0.0]]\n26 32 [[37, 0.3987], [32, 0.2645], [30, 0.1959]]\n28 30 [[30, 0.8601], [37, 0.089], [43, 0.018]]\n30 55 [[55, 0.7926], [21, 0.1196], [28, 0.0497]]\nafter 31 \n.........\n.........\n..O.O....\n..OXXXO..\n.OXXXXO..\n.OOOOOOO.\n.XOXOXX..\n..XXX.X..\n.....X...\n32 23 [[23, 1.0], [64, 0.0], [28, 0.0]]\nafter 47 \n....X....\n...XOXX..\n.OOOOXOO.\nXXOXXXOO.\n.OXXXXO..\n.OOOOOOO.\nOXOXOXX..\n.XXXX.X..\n.O...X...\nafter 90 \nXXOOO.OO.\nXO.OOO..O\n.OOOO.OO.\nXXOXXXOOO\nOOXXOXOO.\nOOOOOOOOO\nOXOXOXXXO\nXXXXX.XXX\nX.XX.X.X.\n"
}Exact prompt · Raw CLI events · Settings and audit
OUTPUT of Python run 12 of at most 120:
```
LOSS 19 black -33.5 two passes 63
LOSS 24 black -18.5 two passes 30
LOSS 29 black -10.5 two passes 15
LOSS 32 black -14.5 two passes 9
LOSS 35 black -18.5 two passes 23
LOSS 38 black -17.5 two passes 11
LOSS 43 black -4.5 two passes 18
LOSS 44 black -26.5 two passes 33
LOSS 47 black -21.5 two passes 18
LOSS 55 black -6.5 two passes 12
LOSS 60 white -3.5 two passes 13
LOSS 67 white 19.5 repetition 12
LOSS 72 white -7.5 two passes 22
LOSS 74 white -3.5 two passes 70
LOSS 91 white -5.5 two passes 19
LOSS 96 white -0.5 two passes 19
Counter({'moves': 5576, 'self_atari': 92, 'noncapture_self_atari': 62})
Large group self-ataris: [(15, 62, 4, 10, 1, [[4, 1.0], [5, 0.0], [16, 0.0], [35, 0.0], [34, 0.0]]), (16, 66, 5, 3, 1, [[5, 0.8449], [11, 0.0597], [66, 0.0304], [3, 0.0225], [21, 0.0189]]), (17, 66, 4, 8, 1, [[4, 0.997], [70, 0.0017], [5, 0.001], [6, 0.0001], [76, 0.0]]), (24, 68, 6, 14, -1, [[6, 0.8687], [7, 0.1267], [9, 0.0034], [44, 0.0009], [35, 0.0001]]), (24, 76, 38, 4, -1, [[38, 0.9551], [32, 0.0449], [23, 0.0], [9, 0.0], [5, 0.0]]), (24, 80, 41, 6, -1, [[41, 0.964], [9, 0.0353], [72, 0.0006], [0, 0.0], [81, 0.0]]), (24, 88, 1, 3, -1, [[1, 0.7305], [81, 0.2687], [18, 0.0007], [73, 0.0], [68, 0.0]]), (29, 92, 60, 3, -1, [[60, 1.0], [67, 0.0], [81, 0.0], [66, 0.0], [32, 0.0]]), (43, 96, 11, 3, -1, [[11, 0.9995], [20, 0.0005], [29, 0.0], [81, 0.0], [1, 0.0]]), (44, 86, 18, 3, -1, [[1, 0.5685], [81, 0.2686], [18, 0.1629], [77, 0.0], [12, 0.0]]), (47, 74, 70, 3, -1, [[70, 1.0], [52, 0.0], [21, 0.0], [20, 0.0], [81, 0.0]]), (55, 62, 77, 4, -1, [[77, 1.0], [10, 0.0], [22, 0.0], [78, 0.0], [71, 0.0]])]
15 62 4 10 1 [[4, 1.0], [5, 0.0], [16, 0.0], [35, 0.0], [34, 0.0]]
..OX.....
.O.OXXO..
.OOXXOO..
OXOOXO...
XXOXXXOOO
.XOOOOXOX
X.XXOXXXX
.XX.XOOO.
X.XXXX.O.
16 66 5 3 1 [[5, 0.8449], [11, 0.0597], [66, 0.0304], [3, 0.0225], [21, 0.0189]]
....O....
...XOXXOO
OOX.XOOOO
XX...XXOX
.XXXXX.XX
X.X.X.X.X
.XXX.X.X.
X...XOX.X
.....O.X.
17 66 4 8 1 [[4, 0.997], [70, 0.0017], [5, 0.001], [6, 0.0001], [76, 0.0]]
..OO.....
OOXXXXOO.
XXXOOOOO.
OOOOOXXXO
OOXXXX.XX
OXXX..XX.
XX..XX.X.
.XXXXXX..
X........
GAME 19
0 40 [[40, 1.0], [31, 0.0], [39, 0.0]]
2 31 [[31, 0.4207], [39, 0.2552], [41, 0.2552]]
4 41 [[39, 0.2916], [41, 0.2916], [30, 0.1191]]
6 59 [[59, 0.4843], [32, 0.4274], [42, 0.0486]]
8 39 [[39, 0.4056], [57, 0.3433], [32, 0.2006]]
10 32 [[57, 0.9449], [51, 0.0222], [32, 0.0149]]
12 33 [[60, 0.3643], [33, 0.3422], [57, 0.2352]]
14 60 [[60, 0.7843], [30, 0.1397], [38, 0.0387]]
after 15
.........
.........
.........
....XXX..
...XXXO..
..OOOOOO.
....OXX..
.........
.........
16 38 [[30, 0.6543], [38, 0.189], [57, 0.1338]]
18 61 [[57, 0.5929], [61, 0.2237], [34, 0.1786]]
20 57 [[57, 0.99], [30, 0.005], [29, 0.0015]]
22 66 [[66, 0.9972], [67, 0.0028], [30, 0.0]]
24 67 [[67, 0.9997], [65, 0.0002], [69, 0.0001]]
26 69 [[69, 0.9768], [30, 0.0085], [29, 0.0053]]
28 77 [[77, 1.0], [70, 0.0], [25, 0.0]]
30 30 [[30, 0.8754], [25, 0.0419], [70, 0.0418]]
after 31
.........
.........
......O..
..OXXXXO.
.OXXXXOO.
..OOOOOO.
..OXOXXX.
..OXX.X..
.....X...
32 70 [[46, 0.288], [70, 0.2329], [25, 0.2215]]
after 47
..OX.....
..OXO....
.OXXO.O..
.OOXXXXO.
.OXXXXOO.
.OOOOOOO.
.XOXOXXX.
OXOXX.XX.
..X..X...
after 109
.OOOOOOOO
OO.OOOOOO
OOOOOOOOO
.OO.OX.OO
XOO.O.OOO
XOOOOOOO.
XXOXOXXXO
.XOXX.XXX
X.XX.X.X.
GAME 24
0 40 [[40, 1.0], [31, 0.0], [39, 0.0]]
2 31 [[31, 0.4207], [39, 0.2552], [41, 0.2552]]
4 41 [[39, 0.2916], [41, 0.2916], [30, 0.1191]]
6 59 [[59, 0.4843], [32, 0.4274], [42, 0.0486]]
8 39 [[39, 0.4056], [57, 0.3433], [32, 0.2006]]
10 57 [[57, 0.9449], [51, 0.0222], [32, 0.0149]]
12 38 [[38, 0.4378], [56, 0.178], [51, 0.1513]]
14 66 [[66, 0.4999], [51, 0.4676], [67, 0.0325]]
after 15
.........
.........
.........
....X....
..XXXXO..
..OOOOO..
..OXOX...
...X.....
.........
16 60 [[60, 0.9734], [67, 0.0103], [32, 0.0103]]
18 67 [[67, 0.9997], [32, 0.0002], [65, 0.0001]]
20 65 [[69, 0.5262], [65, 0.4098], [32, 0.0288]]
22 69 [[69, 0.8477], [32, 0.0451], [37, 0.0376]]
24 77 [[77, 1.0], [37, 0.0], [32, 0.0]]
26 32 [[37, 0.3987], [32, 0.2645], [30, 0.1959]]
28 30 [[30, 0.8601], [37, 0.089], [43, 0.018]]
30 55 [[55, 0.7926], [21, 0.1196], [28, 0.0497]]
after 31
.........
.........
..O.O....
..OXXXO..
.OXXXXO..
.OOOOOOO.
.XOXOXX..
..XXX.X..
.....X...
32 23 [[23, 1.0], [64, 0.0], [28, 0.0]]
after 47
....X....
...XOXX..
.OOOOXOO.
XXOXXXOO.
.OXXXXO..
.OOOOOOO.
OXOXOXX..
.XXXX.X..
.O...X...
after 90
XXOOO.OO.
XO.OOO..O
.OOOO.OO.
XXOXXXOOO
OOXXOXOO.
OOOOOOOOO
OXOXOXXXO
XXXXX.XXX
X.XX.X.X.
```Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```python
import json
src=open('/work/design_v5.py').read()
src=src.replace("capture_guard=0.)",
"capture_guard=0., support_adj=1.25, support_dist2=.75, support_dist3=.3125)")
src=src.replace("w(5,u(0,t),I,-1.25*iw)",
"""support={1:p['support_adj'],2:p['support_dist2'],3:p['support_dist3']}.get(d,0.)
w(5,u(0,t),I,-support)""")
open('/work/design_v6.py','w').write(src)
exec(src)
cfg=json.load(open('/work/config_v5.json'))
cfg.update(support_adj=2.5,support_dist2=.35,support_dist3=.1,isolation_threshold=1.8)
config=install(cfg)
json.dump(config,open('/work/config_v6.json','w'),indent=2)
print(config)
```
{
"t": 1792788666.2560096,
"kind": "python",
"s": 1.29,
"code": "import json\nsrc=open('/work/design_v5.py').read()\nsrc=src.replace(\"capture_guard=0.)\",\n \"capture_guard=0., support_adj=1.25, support_dist2=.75, support_dist3=.3125)\")\nsrc=src.replace(\"w(5,u(0,t),I,-1.25*iw)\",\n\"\"\"support={1:p['support_adj'],2:p['support_dist2'],3:p['support_dist3']}.get(d,0.)\n w(5,u(0,t),I,-support)\"\"\")\nopen('/work/design_v6.py','w').write(src)\nexec(src)\ncfg=json.load(open('/work/config_v5.json'))\ncfg.update(support_adj=2.5,support_dist2=.35,support_dist3=.1,isolation_threshold=1.8)\nconfig=install(cfg)\njson.dump(config,open('/work/config_v6.json','w'),indent=2)\nprint(config)\n",
"out": "{'capture': 11.0, 'capture_extra': 3.0, 'save': 7.0, 'danger': 10.0, 'eye': 22.0, 'isolation': 3.0, 'isolation_threshold': 1.8, 'base': 1.3, 'pass_bias': -1.0, 'attack': 1.3, 'own_adj': 2.0, 'opp_adj': 1.5, 'opening': 3.0, 'save_danger': 2.0, 'safe2': 1.0, 'safe3': 1.0, 'cap_safety': 1.0, 'crowd': 3.0, 'temperature_scale': 2.5, 'defend': 1.0, 'first_center': 20.0, 'triangle': 1.5, 'capture_guard': 0.2, 'support_adj': 2.5, 'support_dist2': 0.35, 'support_dist3': 0.1}\n"
}Exact prompt · Raw CLI events · Settings and audit
OUTPUT of Python run 13 of at most 120:
```
{'capture': 11.0, 'capture_extra': 3.0, 'save': 7.0, 'danger': 10.0, 'eye': 22.0, 'isolation': 3.0, 'isolation_threshold': 1.8, 'base': 1.3, 'pass_bias': -1.0, 'attack': 1.3, 'own_adj': 2.0, 'opp_adj': 1.5, 'opening': 3.0, 'save_danger': 2.0, 'safe2': 1.0, 'safe3': 1.0, 'cap_safety': 1.0, 'crowd': 3.0, 'temperature_scale': 2.5, 'defend': 1.0, 'first_center': 20.0, 'triangle': 1.5, 'capture_guard': 0.2, 'support_adj': 2.5, 'support_dist2': 0.35, 'support_dist3': 0.1}
```Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```games
{"games":{"strong":96,"weak":24,"random":8}}
```
{
"t": 1792788700.9181898,
"kind": "games",
"k": 6,
"request": {
"games": {
"strong": 96,
"weak": 24,
"random": 8
}
},
"result": {
"ok": true,
"pass": 6,
"kind": "games",
"per_opponent": {
"random": {
"games": 8,
"score": 1.0,
"wins": 8,
"losses": 0,
"score_as_black": 1.0,
"score_as_white": 1.0,
"mean_margin": 50.25,
"mean_length": 106.25,
"stones_captured_per_game": 56.25,
"stones_lost_per_game": 0.0,
"passes_per_game": 1.75,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 8,
"end_repetition": 0,
"end_move_limit": 0
},
"strong": {
"games": 96,
"score": 0.65625,
"wins": 63,
"losses": 33,
"score_as_black": 0.6041666865348816,
"score_as_white": 0.7083333134651184,
"mean_margin": 43.78125,
"mean_length": 113.80208333333333,
"stones_captured_per_game": 63.208333333333336,
"stones_lost_per_game": 8.260416666666666,
"passes_per_game": 3.3958333333333335,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 94,
"end_repetition": 0,
"end_move_limit": 2
},
"weak": {
"games": 24,
"score": 0.9166666865348816,
"wins": 22,
"losses": 2,
"score_as_black": 0.9166666865348816,
"score_as_white": 0.9166666865348816,
"mean_margin": 71.625,
"mean_length": 123.25,
"stones_captured_per_game": 85.625,
"stones_lost_per_game": 2.9583333333333335,
"passes_per_game": 3.2916666666666665,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 23,
"end_repetition": 1,
"end_move_limit": 0
}
},
"files": "/work/pass_6/",
"readme": "games.json: one entry per game (opponent, net_color, result +1/-1, margin = net's area score minus the opponent's incl. komi, end, stones captured / lost, moves: ply, by, move (row*9+col, 81 = pass), and for the network's moves its top-5 [move, probability]). boards.npy: (games, 162, 81) int8, the board AFTER each ply (1 Black, -1 White, 0 empty; index row*9+col); valid.npy: (games, 162) which plies were played."
}
}Exact prompt · Raw CLI events · Settings and audit
Games pass 6 of 10 done.
```
{"ok": true, "pass": 6, "kind": "games", "per_opponent": {"random": {"games": 8, "score": 1.0, "wins": 8, "losses": 0, "score_as_black": 1.0, "score_as_white": 1.0, "mean_margin": 50.25, "mean_length": 106.25, "stones_captured_per_game": 56.25, "stones_lost_per_game": 0.0, "passes_per_game": 1.75, "games_with_a_pass_before_move_60": 0, "end_two_passes": 8, "end_repetition": 0, "end_move_limit": 0}, "strong": {"games": 96, "score": 0.65625, "wins": 63, "losses": 33, "score_as_black": 0.6041666865348816, "score_as_white": 0.7083333134651184, "mean_margin": 43.78125, "mean_length": 113.80208333333333, "stones_captured_per_game": 63.208333333333336, "stones_lost_per_game": 8.260416666666666, "passes_per_game": 3.3958333333333335, "games_with_a_pass_before_move_60": 0, "end_two_passes": 94, "end_repetition": 0, "end_move_limit": 2}, "weak": {"games": 24, "score": 0.9166666865348816, "wins": 22, "losses": 2, "score_as_black": 0.9166666865348816, "score_as_white": 0.9166666865348816, "mean_margin": 71.625, "mean_length": 123.25, "stones_captured_per_game": 85.625, "stones_lost_per_game": 2.9583333333333335, "passes_per_game": 3.2916666666666665, "games_with_a_pass_before_move_60": 0, "end_two_passes": 23, "end_repetition": 1, "end_move_limit": 0}}, "files": "/work/pass_6/", "readme": "games.json: one entry per game (opponent, net_color, result +1/-1, margin = net's area score minus the opponent's incl. komi, end, stones captured / lost, moves: ply, by, move (row*9+col, 81 = pass), and for the network's moves its top-5 [move, probability]). boards.npy: (games, 162, 81) int8, the board AFTER each ply (1 Black, -1 White, 0 empty; index row*9+col); valid.npy: (games, 162) which plies were played."}
```
Passes left: 4.Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```python
import json
src=open('/work/design_v6.py').read()
src=src.replace("support_dist3=.3125)","support_dist3=.3125, safety_threshold=2.)")
src=src.replace("b(5,D,2-len(adj[q]))","b(5,D,p['safety_threshold']-len(adj[q]))")
open('/work/design_v7.py','w').write(src)
exec(src)
cfg=json.load(open('/work/config_v5.json'))
cfg.update(temperature_scale=3.5,safety_threshold=1.7,safe2=.7,safe3=1.3,
cap_safety=.85,danger=14.)
config=install(cfg)
json.dump(config,open('/work/config_v7.json','w'),indent=2)
print(config)
```
{
"t": 1792788754.8271923,
"kind": "python",
"s": 1.02,
"code": "import json\nsrc=open('/work/design_v6.py').read()\nsrc=src.replace(\"support_dist3=.3125)\",\"support_dist3=.3125, safety_threshold=2.)\")\nsrc=src.replace(\"b(5,D,2-len(adj[q]))\",\"b(5,D,p['safety_threshold']-len(adj[q]))\")\nopen('/work/design_v7.py','w').write(src)\nexec(src)\ncfg=json.load(open('/work/config_v5.json'))\ncfg.update(temperature_scale=3.5,safety_threshold=1.7,safe2=.7,safe3=1.3,\n cap_safety=.85,danger=14.)\nconfig=install(cfg)\njson.dump(config,open('/work/config_v7.json','w'),indent=2)\nprint(config)\n",
"out": "{'capture': 11.0, 'capture_extra': 3.0, 'save': 7.0, 'danger': 14.0, 'eye': 22.0, 'isolation': 3.0, 'isolation_threshold': 2.5, 'base': 1.3, 'pass_bias': -1.0, 'attack': 1.3, 'own_adj': 2.0, 'opp_adj': 1.5, 'opening': 3.0, 'save_danger': 2.0, 'safe2': 0.7, 'safe3': 1.3, 'cap_safety': 0.85, 'crowd': 3.0, 'temperature_scale': 3.5, 'defend': 1.0, 'first_center': 20.0, 'triangle': 1.5, 'capture_guard': 0.2, 'support_adj': 1.25, 'support_dist2': 0.75, 'support_dist3': 0.3125, 'safety_threshold': 1.7}\n"
}Exact prompt · Raw CLI events · Settings and audit
OUTPUT of Python run 14 of at most 120:
```
{'capture': 11.0, 'capture_extra': 3.0, 'save': 7.0, 'danger': 14.0, 'eye': 22.0, 'isolation': 3.0, 'isolation_threshold': 2.5, 'base': 1.3, 'pass_bias': -1.0, 'attack': 1.3, 'own_adj': 2.0, 'opp_adj': 1.5, 'opening': 3.0, 'save_danger': 2.0, 'safe2': 0.7, 'safe3': 1.3, 'cap_safety': 0.85, 'crowd': 3.0, 'temperature_scale': 3.5, 'defend': 1.0, 'first_center': 20.0, 'triangle': 1.5, 'capture_guard': 0.2, 'support_adj': 1.25, 'support_dist2': 0.75, 'support_dist3': 0.3125, 'safety_threshold': 1.7}
```Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```games
{"games":{"strong":96,"weak":24,"random":8}}
```
{
"t": 1792788790.2454684,
"kind": "games",
"k": 7,
"request": {
"games": {
"strong": 96,
"weak": 24,
"random": 8
}
},
"result": {
"ok": true,
"pass": 7,
"kind": "games",
"per_opponent": {
"random": {
"games": 8,
"score": 1.0,
"wins": 8,
"losses": 0,
"score_as_black": 1.0,
"score_as_white": 1.0,
"mean_margin": 68.5,
"mean_length": 114.125,
"stones_captured_per_game": 65.125,
"stones_lost_per_game": 0.625,
"passes_per_game": 1.125,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 8,
"end_repetition": 0,
"end_move_limit": 0
},
"strong": {
"games": 96,
"score": 0.78125,
"wins": 75,
"losses": 21,
"score_as_black": 0.7291666865348816,
"score_as_white": 0.8333333134651184,
"mean_margin": 55.02083206176758,
"mean_length": 115.77083333333333,
"stones_captured_per_game": 64.42708333333333,
"stones_lost_per_game": 7.177083333333333,
"passes_per_game": 1.9895833333333333,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 92,
"end_repetition": 2,
"end_move_limit": 2
},
"weak": {
"games": 24,
"score": 0.9583333134651184,
"wins": 23,
"losses": 1,
"score_as_black": 0.9166666865348816,
"score_as_white": 1.0,
"mean_margin": 72.83333587646484,
"mean_length": 123.41666666666667,
"stones_captured_per_game": 87.95833333333333,
"stones_lost_per_game": 2.3333333333333335,
"passes_per_game": 2.9166666666666665,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 24,
"end_repetition": 0,
"end_move_limit": 0
}
},
"files": "/work/pass_7/",
"readme": "games.json: one entry per game (opponent, net_color, result +1/-1, margin = net's area score minus the opponent's incl. komi, end, stones captured / lost, moves: ply, by, move (row*9+col, 81 = pass), and for the network's moves its top-5 [move, probability]). boards.npy: (games, 162, 81) int8, the board AFTER each ply (1 Black, -1 White, 0 empty; index row*9+col); valid.npy: (games, 162) which plies were played."
}
}Exact prompt · Raw CLI events · Settings and audit
Games pass 7 of 10 done.
```
{"ok": true, "pass": 7, "kind": "games", "per_opponent": {"random": {"games": 8, "score": 1.0, "wins": 8, "losses": 0, "score_as_black": 1.0, "score_as_white": 1.0, "mean_margin": 68.5, "mean_length": 114.125, "stones_captured_per_game": 65.125, "stones_lost_per_game": 0.625, "passes_per_game": 1.125, "games_with_a_pass_before_move_60": 0, "end_two_passes": 8, "end_repetition": 0, "end_move_limit": 0}, "strong": {"games": 96, "score": 0.78125, "wins": 75, "losses": 21, "score_as_black": 0.7291666865348816, "score_as_white": 0.8333333134651184, "mean_margin": 55.02083206176758, "mean_length": 115.77083333333333, "stones_captured_per_game": 64.42708333333333, "stones_lost_per_game": 7.177083333333333, "passes_per_game": 1.9895833333333333, "games_with_a_pass_before_move_60": 0, "end_two_passes": 92, "end_repetition": 2, "end_move_limit": 2}, "weak": {"games": 24, "score": 0.9583333134651184, "wins": 23, "losses": 1, "score_as_black": 0.9166666865348816, "score_as_white": 1.0, "mean_margin": 72.83333587646484, "mean_length": 123.41666666666667, "stones_captured_per_game": 87.95833333333333, "stones_lost_per_game": 2.3333333333333335, "passes_per_game": 2.9166666666666665, "games_with_a_pass_before_move_60": 0, "end_two_passes": 24, "end_repetition": 0, "end_move_limit": 0}}, "files": "/work/pass_7/", "readme": "games.json: one entry per game (opponent, net_color, result +1/-1, margin = net's area score minus the opponent's incl. komi, end, stones captured / lost, moves: ply, by, move (row*9+col, 81 = pass), and for the network's moves its top-5 [move, probability]). boards.npy: (games, 162, 81) int8, the board AFTER each ply (1 Black, -1 White, 0 empty; index row*9+col); valid.npy: (games, 162) which plies were played."}
```
Passes left: 3.Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```python
import json
src=open('/work/design_v7.py').read()
src=src.replace("safety_threshold=2.)",
"safety_threshold=2., pass_deficit=0., deficit_cap=16.)")
src=src.replace("""b(1,487,1)
for q in range(81):
w(1,3*q,487,-1)
w(1,3*q+1,487,-1)""","w(1,2,487,1)")
src=src.replace("if q==40: w(5,487,P,p['first_center'])","# Empty-board opening bonus is applied in layer 6.")
src=src.replace(" line=[-1.2",''' # Reconstruct the empty-board flag after the positional phase signal.
w(5,486,486,30); b(5,486,-29)
# A conservative late-game score proxy, used only to discourage
# resignation-by-passing while apparently behind.
b(5,487,7.5)
w(5,487,487,-15)
for t in range(81):
w(5,u(1,t),487,1)
w(5,u(0,t),487,-1)
w(6,487,487,1)
w(6,487,488,1); b(6,488,-p['deficit_cap'])
line=[-1.2''')
src=src.replace("w(6,P,u(5,q),1)",
"""w(6,P,u(5,q),1)
if q==40: w(6,486,u(5,q),p['first_center'])""")
src=src.replace("a['out.b'][81]=p['pass_bias']",
"""a['out.b'][81]=p['pass_bias']
a['out.W'][487,81]=-p['pass_deficit']
a['out.W'][488,81]=p['pass_deficit']""")
open('/work/design_v8.py','w').write(src)
exec(src)
cfg=json.load(open('/work/config_v5.json'))
cfg.update(pass_deficit=.5,deficit_cap=16.)
config=install(cfg)
json.dump(config,open('/work/config_v8.json','w'),indent=2)
print(config)
```
{
"t": 1792788948.0892105,
"kind": "python",
"s": 1.27,
"code": "import json\nsrc=open('/work/design_v7.py').read()\nsrc=src.replace(\"safety_threshold=2.)\",\n \"safety_threshold=2., pass_deficit=0., deficit_cap=16.)\")\nsrc=src.replace(\"\"\"b(1,487,1)\n for q in range(81):\n w(1,3*q,487,-1)\n w(1,3*q+1,487,-1)\"\"\",\"w(1,2,487,1)\")\nsrc=src.replace(\"if q==40: w(5,487,P,p['first_center'])\",\"# Empty-board opening bonus is applied in layer 6.\")\nsrc=src.replace(\" line=[-1.2\",''' # Reconstruct the empty-board flag after the positional phase signal.\n w(5,486,486,30); b(5,486,-29)\n # A conservative late-game score proxy, used only to discourage\n # resignation-by-passing while apparently behind.\n b(5,487,7.5)\n w(5,487,487,-15)\n for t in range(81):\n w(5,u(1,t),487,1)\n w(5,u(0,t),487,-1)\n w(6,487,487,1)\n w(6,487,488,1); b(6,488,-p['deficit_cap'])\n line=[-1.2''')\nsrc=src.replace(\"w(6,P,u(5,q),1)\",\n\"\"\"w(6,P,u(5,q),1)\n if q==40: w(6,486,u(5,q),p['first_center'])\"\"\")\nsrc=src.replace(\"a['out.b'][81]=p['pass_bias']\",\n\"\"\"a['out.b'][81]=p['pass_bias']\n a['out.W'][487,81]=-p['pass_deficit']\n a['out.W'][488,81]=p['pass_deficit']\"\"\")\nopen('/work/design_v8.py','w').write(src)\nexec(src)\ncfg=json.load(open('/work/config_v5.json'))\ncfg.update(pass_deficit=.5,deficit_cap=16.)\nconfig=install(cfg)\njson.dump(config,open('/work/config_v8.json','w'),indent=2)\nprint(config)\n",
"out": "{'capture': 11.0, 'capture_extra': 3.0, 'save': 7.0, 'danger': 10.0, 'eye': 22.0, 'isolation': 3.0, 'isolation_threshold': 2.5, 'base': 1.3, 'pass_bias': -1.0, 'attack': 1.3, 'own_adj': 2.0, 'opp_adj': 1.5, 'opening': 3.0, 'save_danger': 2.0, 'safe2': 1.0, 'safe3': 1.0, 'cap_safety': 1.0, 'crowd': 3.0, 'temperature_scale': 2.5, 'defend': 1.0, 'first_center': 20.0, 'triangle': 1.5, 'capture_guard': 0.2, 'support_adj': 1.25, 'support_dist2': 0.75, 'support_dist3': 0.3125, 'safety_threshold': 2.0, 'pass_deficit': 0.5, 'deficit_cap': 16.0}\n"
}Exact prompt · Raw CLI events · Settings and audit
OUTPUT of Python run 15 of at most 120:
```
{'capture': 11.0, 'capture_extra': 3.0, 'save': 7.0, 'danger': 10.0, 'eye': 22.0, 'isolation': 3.0, 'isolation_threshold': 2.5, 'base': 1.3, 'pass_bias': -1.0, 'attack': 1.3, 'own_adj': 2.0, 'opp_adj': 1.5, 'opening': 3.0, 'save_danger': 2.0, 'safe2': 1.0, 'safe3': 1.0, 'cap_safety': 1.0, 'crowd': 3.0, 'temperature_scale': 2.5, 'defend': 1.0, 'first_center': 20.0, 'triangle': 1.5, 'capture_guard': 0.2, 'support_adj': 1.25, 'support_dist2': 0.75, 'support_dist3': 0.3125, 'safety_threshold': 2.0, 'pass_deficit': 0.5, 'deficit_cap': 16.0}
```Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```games
{"games":{"strong":96,"weak":24,"random":8}}
```
{
"t": 1792788985.1217058,
"kind": "games",
"k": 8,
"request": {
"games": {
"strong": 96,
"weak": 24,
"random": 8
}
},
"result": {
"ok": true,
"pass": 8,
"kind": "games",
"per_opponent": {
"random": {
"games": 8,
"score": 1.0,
"wins": 8,
"losses": 0,
"score_as_black": 1.0,
"score_as_white": 1.0,
"mean_margin": 75.5,
"mean_length": 117.75,
"stones_captured_per_game": 74.5,
"stones_lost_per_game": 0.375,
"passes_per_game": 1.25,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 8,
"end_repetition": 0,
"end_move_limit": 0
},
"strong": {
"games": 96,
"score": 0.78125,
"wins": 75,
"losses": 21,
"score_as_black": 0.7291666865348816,
"score_as_white": 0.8333333134651184,
"mean_margin": 55.89583206176758,
"mean_length": 121.42708333333333,
"stones_captured_per_game": 76.9375,
"stones_lost_per_game": 9.270833333333334,
"passes_per_game": 2.2083333333333335,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 94,
"end_repetition": 0,
"end_move_limit": 2
},
"weak": {
"games": 24,
"score": 1.0,
"wins": 24,
"losses": 0,
"score_as_black": 1.0,
"score_as_white": 1.0,
"mean_margin": 78.33333587646484,
"mean_length": 129.54166666666666,
"stones_captured_per_game": 91.08333333333333,
"stones_lost_per_game": 3.1666666666666665,
"passes_per_game": 3.125,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 24,
"end_repetition": 0,
"end_move_limit": 0
}
},
"files": "/work/pass_8/",
"readme": "games.json: one entry per game (opponent, net_color, result +1/-1, margin = net's area score minus the opponent's incl. komi, end, stones captured / lost, moves: ply, by, move (row*9+col, 81 = pass), and for the network's moves its top-5 [move, probability]). boards.npy: (games, 162, 81) int8, the board AFTER each ply (1 Black, -1 White, 0 empty; index row*9+col); valid.npy: (games, 162) which plies were played."
}
}Exact prompt · Raw CLI events · Settings and audit
Games pass 8 of 10 done.
```
{"ok": true, "pass": 8, "kind": "games", "per_opponent": {"random": {"games": 8, "score": 1.0, "wins": 8, "losses": 0, "score_as_black": 1.0, "score_as_white": 1.0, "mean_margin": 75.5, "mean_length": 117.75, "stones_captured_per_game": 74.5, "stones_lost_per_game": 0.375, "passes_per_game": 1.25, "games_with_a_pass_before_move_60": 0, "end_two_passes": 8, "end_repetition": 0, "end_move_limit": 0}, "strong": {"games": 96, "score": 0.78125, "wins": 75, "losses": 21, "score_as_black": 0.7291666865348816, "score_as_white": 0.8333333134651184, "mean_margin": 55.89583206176758, "mean_length": 121.42708333333333, "stones_captured_per_game": 76.9375, "stones_lost_per_game": 9.270833333333334, "passes_per_game": 2.2083333333333335, "games_with_a_pass_before_move_60": 0, "end_two_passes": 94, "end_repetition": 0, "end_move_limit": 2}, "weak": {"games": 24, "score": 1.0, "wins": 24, "losses": 0, "score_as_black": 1.0, "score_as_white": 1.0, "mean_margin": 78.33333587646484, "mean_length": 129.54166666666666, "stones_captured_per_game": 91.08333333333333, "stones_lost_per_game": 3.1666666666666665, "passes_per_game": 3.125, "games_with_a_pass_before_move_60": 0, "end_two_passes": 24, "end_repetition": 0, "end_move_limit": 0}}, "files": "/work/pass_8/", "readme": "games.json: one entry per game (opponent, net_color, result +1/-1, margin = net's area score minus the opponent's incl. komi, end, stones captured / lost, moves: ply, by, move (row*9+col, 81 = pass), and for the network's moves its top-5 [move, probability]). boards.npy: (games, 162, 81) int8, the board AFTER each ply (1 Black, -1 White, 0 empty; index row*9+col); valid.npy: (games, 162) which plies were played."}
```
Passes left: 2.Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```python
import json
exec(open('/work/design_v8.py').read())
cfg=json.load(open('/work/config_v5.json'))
cfg['temperature_scale']=4.
config=install(cfg)
json.dump(config,open('/work/config_v9.json','w'),indent=2)
print('Installed the established tactical/shape design with sharper move selection.')
print(config)
```
{
"t": 1792789042.422001,
"kind": "python",
"s": 1.26,
"code": "import json\nexec(open('/work/design_v8.py').read())\ncfg=json.load(open('/work/config_v5.json'))\ncfg['temperature_scale']=4.\nconfig=install(cfg)\njson.dump(config,open('/work/config_v9.json','w'),indent=2)\nprint('Installed the established tactical/shape design with sharper move selection.')\nprint(config)\n",
"out": "Installed the established tactical/shape design with sharper move selection.\n{'capture': 11.0, 'capture_extra': 3.0, 'save': 7.0, 'danger': 10.0, 'eye': 22.0, 'isolation': 3.0, 'isolation_threshold': 2.5, 'base': 1.3, 'pass_bias': -1.0, 'attack': 1.3, 'own_adj': 2.0, 'opp_adj': 1.5, 'opening': 3.0, 'save_danger': 2.0, 'safe2': 1.0, 'safe3': 1.0, 'cap_safety': 1.0, 'crowd': 3.0, 'temperature_scale': 4.0, 'defend': 1.0, 'first_center': 20.0, 'triangle': 1.5, 'capture_guard': 0.2, 'support_adj': 1.25, 'support_dist2': 0.75, 'support_dist3': 0.3125, 'safety_threshold': 2.0, 'pass_deficit': 0.0, 'deficit_cap': 16.0}\n"
}Exact prompt · Raw CLI events · Settings and audit
OUTPUT of Python run 16 of at most 120:
```
Installed the established tactical/shape design with sharper move selection.
{'capture': 11.0, 'capture_extra': 3.0, 'save': 7.0, 'danger': 10.0, 'eye': 22.0, 'isolation': 3.0, 'isolation_threshold': 2.5, 'base': 1.3, 'pass_bias': -1.0, 'attack': 1.3, 'own_adj': 2.0, 'opp_adj': 1.5, 'opening': 3.0, 'save_danger': 2.0, 'safe2': 1.0, 'safe3': 1.0, 'cap_safety': 1.0, 'crowd': 3.0, 'temperature_scale': 4.0, 'defend': 1.0, 'first_center': 20.0, 'triangle': 1.5, 'capture_guard': 0.2, 'support_adj': 1.25, 'support_dist2': 0.75, 'support_dist3': 0.3125, 'safety_threshold': 2.0, 'pass_deficit': 0.0, 'deficit_cap': 16.0}
```Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```games
{"games":{"strong":96,"weak":24,"random":8}}
```
{
"t": 1792789082.8827305,
"kind": "games",
"k": 9,
"request": {
"games": {
"strong": 96,
"weak": 24,
"random": 8
}
},
"result": {
"ok": true,
"pass": 9,
"kind": "games",
"per_opponent": {
"random": {
"games": 8,
"score": 1.0,
"wins": 8,
"losses": 0,
"score_as_black": 1.0,
"score_as_white": 1.0,
"mean_margin": 65.75,
"mean_length": 113.625,
"stones_captured_per_game": 69.875,
"stones_lost_per_game": 0.375,
"passes_per_game": 1.0,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 8,
"end_repetition": 0,
"end_move_limit": 0
},
"strong": {
"games": 96,
"score": 0.7916666865348816,
"wins": 76,
"losses": 20,
"score_as_black": 0.7083333134651184,
"score_as_white": 0.875,
"mean_margin": 55.47916793823242,
"mean_length": 118.34375,
"stones_captured_per_game": 71.58333333333333,
"stones_lost_per_game": 8.447916666666666,
"passes_per_game": 2.3020833333333335,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 94,
"end_repetition": 0,
"end_move_limit": 2
},
"weak": {
"games": 24,
"score": 0.8333333134651184,
"wins": 20,
"losses": 4,
"score_as_black": 0.75,
"score_as_white": 0.9166666865348816,
"mean_margin": 67.95833587646484,
"mean_length": 122.45833333333333,
"stones_captured_per_game": 76.5,
"stones_lost_per_game": 4.416666666666667,
"passes_per_game": 2.625,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 23,
"end_repetition": 1,
"end_move_limit": 0
}
},
"files": "/work/pass_9/",
"readme": "games.json: one entry per game (opponent, net_color, result +1/-1, margin = net's area score minus the opponent's incl. komi, end, stones captured / lost, moves: ply, by, move (row*9+col, 81 = pass), and for the network's moves its top-5 [move, probability]). boards.npy: (games, 162, 81) int8, the board AFTER each ply (1 Black, -1 White, 0 empty; index row*9+col); valid.npy: (games, 162) which plies were played."
}
}Exact prompt · Raw CLI events · Settings and audit
Games pass 9 of 10 done.
```
{"ok": true, "pass": 9, "kind": "games", "per_opponent": {"random": {"games": 8, "score": 1.0, "wins": 8, "losses": 0, "score_as_black": 1.0, "score_as_white": 1.0, "mean_margin": 65.75, "mean_length": 113.625, "stones_captured_per_game": 69.875, "stones_lost_per_game": 0.375, "passes_per_game": 1.0, "games_with_a_pass_before_move_60": 0, "end_two_passes": 8, "end_repetition": 0, "end_move_limit": 0}, "strong": {"games": 96, "score": 0.7916666865348816, "wins": 76, "losses": 20, "score_as_black": 0.7083333134651184, "score_as_white": 0.875, "mean_margin": 55.47916793823242, "mean_length": 118.34375, "stones_captured_per_game": 71.58333333333333, "stones_lost_per_game": 8.447916666666666, "passes_per_game": 2.3020833333333335, "games_with_a_pass_before_move_60": 0, "end_two_passes": 94, "end_repetition": 0, "end_move_limit": 2}, "weak": {"games": 24, "score": 0.8333333134651184, "wins": 20, "losses": 4, "score_as_black": 0.75, "score_as_white": 0.9166666865348816, "mean_margin": 67.95833587646484, "mean_length": 122.45833333333333, "stones_captured_per_game": 76.5, "stones_lost_per_game": 4.416666666666667, "passes_per_game": 2.625, "games_with_a_pass_before_move_60": 0, "end_two_passes": 23, "end_repetition": 1, "end_move_limit": 0}}, "files": "/work/pass_9/", "readme": "games.json: one entry per game (opponent, net_color, result +1/-1, margin = net's area score minus the opponent's incl. komi, end, stones captured / lost, moves: ply, by, move (row*9+col, 81 = pass), and for the network's moves its top-5 [move, probability]). boards.npy: (games, 162, 81) int8, the board AFTER each ply (1 Black, -1 White, 0 empty; index row*9+col); valid.npy: (games, 162) which plies were played."}
```
Passes left: 1.Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```python
import json, numpy as np
exec(open('/work/design_v5.py').read())
final_config=json.load(open('/work/config_v5.json'))
install(final_config)
for name in NAMES:
value=load(name)
assert value.shape==tuple(SHAPES[name])
assert value.dtype==np.float32
assert np.isfinite(value).all()
assert set(saved())==set(NAMES)
json.dump(final_config,open('/work/final_config.json','w'),indent=2)
print('Final policy saved and all 14 tensors checked.')
print('Design: liberty-based group signals, guarded captures, atari escapes,')
print('self-atari avoidance, eye preservation, connection/shape preferences,')
print('local influence, center opening, and conservative passing.')
print('No training, search, or sandbox forward evaluations were used.')
```
{
"t": 1792789118.3104267,
"kind": "python",
"s": 1.29,
"code": "import json, numpy as np\nexec(open('/work/design_v5.py').read())\nfinal_config=json.load(open('/work/config_v5.json'))\ninstall(final_config)\nfor name in NAMES:\n value=load(name)\n assert value.shape==tuple(SHAPES[name])\n assert value.dtype==np.float32\n assert np.isfinite(value).all()\nassert set(saved())==set(NAMES)\njson.dump(final_config,open('/work/final_config.json','w'),indent=2)\nprint('Final policy saved and all 14 tensors checked.')\nprint('Design: liberty-based group signals, guarded captures, atari escapes,')\nprint('self-atari avoidance, eye preservation, connection/shape preferences,')\nprint('local influence, center opening, and conservative passing.')\nprint('No training, search, or sandbox forward evaluations were used.')\n",
"out": "Final policy saved and all 14 tensors checked.\nDesign: liberty-based group signals, guarded captures, atari escapes,\nself-atari avoidance, eye preservation, connection/shape preferences,\nlocal influence, center opening, and conservative passing.\nNo training, search, or sandbox forward evaluations were used.\n"
}Exact prompt · Raw CLI events · Settings and audit
OUTPUT of Python run 17 of at most 120: ``` Final policy saved and all 14 tensors checked. Design: liberty-based group signals, guarded captures, atari escapes, self-atari avoidance, eye preservation, connection/shape preferences, local influence, center opening, and conservative passing. No training, search, or sandbox forward evaluations were used. ```
Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
```games
{"games":{"strong":96,"weak":24,"random":8}}
```
{
"t": 1792789151.8542604,
"kind": "games",
"k": 10,
"request": {
"games": {
"strong": 96,
"weak": 24,
"random": 8
}
},
"result": {
"ok": true,
"pass": 10,
"kind": "games",
"per_opponent": {
"random": {
"games": 8,
"score": 1.0,
"wins": 8,
"losses": 0,
"score_as_black": 1.0,
"score_as_white": 1.0,
"mean_margin": 73.75,
"mean_length": 122.25,
"stones_captured_per_game": 93.75,
"stones_lost_per_game": 0.375,
"passes_per_game": 1.25,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 8,
"end_repetition": 0,
"end_move_limit": 0
},
"strong": {
"games": 96,
"score": 0.7604166865348816,
"wins": 73,
"losses": 23,
"score_as_black": 0.7083333134651184,
"score_as_white": 0.8125,
"mean_margin": 50.72916793823242,
"mean_length": 118.03125,
"stones_captured_per_game": 68.20833333333333,
"stones_lost_per_game": 9.875,
"passes_per_game": 2.375,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 92,
"end_repetition": 1,
"end_move_limit": 3
},
"weak": {
"games": 24,
"score": 0.9166666865348816,
"wins": 22,
"losses": 2,
"score_as_black": 0.9166666865348816,
"score_as_white": 0.9166666865348816,
"mean_margin": 73.45833587646484,
"mean_length": 123.58333333333333,
"stones_captured_per_game": 84.33333333333333,
"stones_lost_per_game": 3.4166666666666665,
"passes_per_game": 2.2916666666666665,
"games_with_a_pass_before_move_60": 0,
"end_two_passes": 24,
"end_repetition": 0,
"end_move_limit": 0
}
},
"files": "/work/pass_10/",
"readme": "games.json: one entry per game (opponent, net_color, result +1/-1, margin = net's area score minus the opponent's incl. komi, end, stones captured / lost, moves: ply, by, move (row*9+col, 81 = pass), and for the network's moves its top-5 [move, probability]). boards.npy: (games, 162, 81) int8, the board AFTER each ply (1 Black, -1 White, 0 empty; index row*9+col); valid.npy: (games, 162) which plies were played."
}
}Exact prompt · Raw CLI events · Settings and audit
Games pass 10 of 10 done.
```
{"ok": true, "pass": 10, "kind": "games", "per_opponent": {"random": {"games": 8, "score": 1.0, "wins": 8, "losses": 0, "score_as_black": 1.0, "score_as_white": 1.0, "mean_margin": 73.75, "mean_length": 122.25, "stones_captured_per_game": 93.75, "stones_lost_per_game": 0.375, "passes_per_game": 1.25, "games_with_a_pass_before_move_60": 0, "end_two_passes": 8, "end_repetition": 0, "end_move_limit": 0}, "strong": {"games": 96, "score": 0.7604166865348816, "wins": 73, "losses": 23, "score_as_black": 0.7083333134651184, "score_as_white": 0.8125, "mean_margin": 50.72916793823242, "mean_length": 118.03125, "stones_captured_per_game": 68.20833333333333, "stones_lost_per_game": 9.875, "passes_per_game": 2.375, "games_with_a_pass_before_move_60": 0, "end_two_passes": 92, "end_repetition": 1, "end_move_limit": 3}, "weak": {"games": 24, "score": 0.9166666865348816, "wins": 22, "losses": 2, "score_as_black": 0.9166666865348816, "score_as_white": 0.9166666865348816, "mean_margin": 73.45833587646484, "mean_length": 123.58333333333333, "stones_captured_per_game": 84.33333333333333, "stones_lost_per_game": 3.4166666666666665, "passes_per_game": 2.2916666666666665, "games_with_a_pass_before_move_60": 0, "end_two_passes": 24, "end_repetition": 0, "end_move_limit": 0}}, "files": "/work/pass_10/", "readme": "games.json: one entry per game (opponent, net_color, result +1/-1, margin = net's area score minus the opponent's incl. komi, end, stones captured / lost, moves: ply, by, move (row*9+col, 81 = pass), and for the network's moves its top-5 [move, probability]). boards.npy: (games, 162, 81) int8, the board AFTER each ply (1 Black, -1 White, 0 empty; index row*9+col); valid.npy: (games, 162) which plies were played."}
```
Passes left: 0.Code Mode is unavailable because code-mode host is disabled. Code mode will fail closed; enable `features.code_mode_host` and install `codex-code-mode-host`.
Saved all weights. The network implements handcrafted liberty propagation, guarded captures, atari escapes, self-atari avoidance, eye preservation, and connection/shape preferences. Across both tests of the final weights, it won: - **79.7%** against strong (153/192) - **95.8%** against weak (46/48) - **100%** against random (16/16) Its tactical discipline and connected shapes should generalize, though hidden-opponent performance remains uncertain. No training, search, or sandbox forward evaluations were used.
Saved all weights. The network implements handcrafted liberty propagation, guarded captures, atari escapes, self-atari avoidance, eye preservation, and connection/shape preferences. Across both tests of the final weights, it won: - **79.7%** against strong (153/192) - **95.8%** against weak (46/48) - **100%** against random (16/16) Its tactical discipline and connected shapes should generalize, though hidden-opponent performance remains uncertain. No training, search, or sandbox forward evaluations were used.