Planned and synthesized CLI agent-friendly principles
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Planned and synthesized CLI agent-friendly principles
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Aug 24, 8:54 AM
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Reviewed experiment documentation and prior results.
PlanConfirmed experiment halting and no further runs.
VerifyWrote insights report summarizing Arm D's findings.
EditWrote general principles report answering core research question.
EditYou are PI ARM D in a separate Herdr tab. Your job is PLANNING the next experimental wave, not implementing/running it yet.
Repo: /Users/priyangapkini/nilenso/ai-playground/autoresearch
Do not run paid experiments. Do not modify code unless explicitly asked. Do not talk to other arms. Report only here.
Read first:
Essential context:
User-proposed next experiments:
Your task: Create a plan for experimenting these in Arm D.
Plan requirements:
botmap/evals/ untouched.Deliverable: Write a concise plan memo, preferably also save it to: experiments/arm-d/PLAN.md If you save a file, only create/edit files under experiments/arm-d/.
Planning file reading process
Planning summary extraction and analysis
>python3 - <<'PY'
import json, collections
p='experiments/runs/agenteval-measurement-3009509/agenteval-summary-with-retries.json'
s=json.load(open(p))
by_sub=collections.defaultdict(list)
by_class=collections.defaultdict(list)
for d in s['details']:
for f in d['failures']:
by_class[f['class']].append((d['attempt'], d['question_id'], f['index'], f.get('subtype'), f['argv'], f['evidence'][:100]))
if f.get('subtype'):
by_sub[f['subtype']].append((d['attempt'], d['question_id'], f['index'], f['argv'], f['evidence'][:100]))
print('subtypes')
for k,v in by_sub.items():
print('\n',k,len(v))
for item in v[:20]: print(' ',item[0], 'call',item[2], item[3])
print('\nA total', len(by_class['A']))
for item in by_class['A'][:60]: print(' ',item[0], 'call',item[2], item[4], '|', item[5])
print('\nD total', len(by_class['D']))
for item in by_class['D']: print(' ', item[0], item[4])
PYsubtypes
c-truncated 25
asian-restaurants-rollup__r1 call 1 ['--json', 'categories', '-t', 'place', '--in', 'Cambridge, MA', '--top', '100']
asian-restaurants-rollup__r1 call 2 ['--json', 'categories', '-t', 'place', '--in', 'Cambridge, MA', '--top', '400']
asian-restaurants-rollup__r2 call 1 ['--json', 'categories', '-t', 'place', '--in', 'Cambridge, MA', '--top', '200']
basic-category-rollup__r1 call 2 ['--json', 'categories', '-t', 'place', '--in', 'Cambridge, MA', '--top', '200']
basic-category-rollup__r1 call 3 ['--json', 'categories', '-t', 'place', '--in', 'Cambridge, MA', '--top', '200']
basic-category-rollup__r2 call 2 ['--json', 'categories', '-t', 'place', '--in', 'Cambridge, MA', '--top', '50']
basic-category-rollup__r2 call 3 ['--json', 'categories', '-t', 'place', '--in', 'Cambridge, MA', '--top', '200']
beach-accessibility-malta__r1 call 1 ['--json', 'categories', '-t', 'place', '--in', 'Malta, MT', '--top', '50']
beach-accessibility-malta__r1 call 10 ['--json', 'categories', '-t', 'place', '--bbox', '13.936042785644531,35.585365295410156,14.822786331176758,36.28254699707031', '--top', '200']
bike-parking-coverage__r1 call 1 ['--json', 'categories', '-t', 'place', '--in', 'Cambridge, MA', '--top', '50']
bike-parking-coverage__r1 call 2 ['--json', 'categories', '-t', 'place', '--in', 'Cambridge, MA', '--top', '500']
bike-parking-coverage__r1 call 4 ['--json', 'categories', '-t', 'place', '--in', 'Cambridge, MA', '--top', '500']
bike-parking-coverage__r2 call 1 ['--json', 'categories', '-t', 'place', '--in', 'Cambridge, MA', '--top', '200']
bike-parking-coverage__r2 call 4 ['--json', 'categories', '-t', 'place', '--in', 'Cambridge, MA', '--top', '500']
bus-stops-cambridge__r1 call 2 ['--json', 'categories', '-t', 'place', '--in', 'Cambridge, MA', '--top', '50']
bus-stops-cambridge__r1 call 3 ['--json', 'categories', '-t', 'place', '--in', 'Cambridge, MA', '--top', '200']
bus-stops-cambridge__r1 call 10 ['--json', 'categories', '-t', 'place', '--in', 'Cambridge, MA', '--top', '500']
bus-stops-cambridge__r2 call 2 ['--json', 'categories', '-t', 'place', '--in', 'Cambridge, MA', '--top', '200']
bus-stops-with-coffee__r1 call 3 ['--json', 'categories', '-t', 'place', '--in', 'Williamsburg, Brooklyn, NY', '--top', '100']
bus-stops-with-coffee__r1 call 4 ['--json', 'categories', '-t', 'place', '--in', 'Williamsburg, Brooklyn, NY', '--top', '200']
c-unknown 25
asian-restaurants-rollup__r1 call 15 ['--json', 'count', '-t', 'place', '--in', 'Cambridge, MA', '--where', 'categories.primary=indonesian_restaurant']
asian-restaurants-rollup__r1 call 17 ['--json', 'count', '-t', 'place', '--in', 'Cambridge, MA', '--where', 'categories.primary=mongolian_restaurant']
asian-restaurants-rollup__r1 call 19 ['--json', 'count', '-t', 'place', '--in', 'Cambridge, MA', '--where', 'categories.primary=himalayan_restaurant']
asian-restaurants-rollup__r1 call 20 ['--json', 'count', '-t', 'place', '--in', 'Cambridge, MA', '--where', 'categories.primary=nepalese_restaurant']
asian-restaurants-rollup__r1 call 22 ['--json', 'count', '-t', 'place', '--in', 'Cambridge, MA', '--where', 'categories.primary=bangladeshi_restaurant']
asian-restaurants-rollup__r1 call 24 ['--json', 'count', '-t', 'place', '--in', 'Cambridge, MA', '--where', 'categories.primary=hibachi_restaurant']
beach-accessibility-malta__r1 call 4 ['--json', 'count', '-t', 'land_use', '--in', 'Malta, MT', '--where', 'class=beach']
beach-accessibility-malta__r1 call 5 ['--json', 'count', '-t', 'land_use', '--in', 'Malta, MT', '--where', 'subtype=beach']
beach-accessibility-malta__r1 call 9 ['--json', 'count', '-t', 'land_use', '--bbox', '13.936042785644531,35.585365295410156,14.822786331176758,36.28254699707031', '--where', 'subtype=beach']
beach-accessibility-malta__r2 call 1 ['--json', 'count', '-t', 'place', '--in', 'Malta, MT', '--where', 'categories.primary=beach']
bike-parking-coverage__r2 call 3 ['--json', 'count', '-t', 'place', '--in', 'Cambridge, MA', '--where', 'categories.primary=bicycle_parking']
bike-parking-coverage__r2 call 6 ['--json', 'count', '-t', 'place', '--in', 'Cambridge, MA', '--where', 'taxonomy.primary=bicycle_parking']
bike-parking-coverage__r2 call 7 ['--json', 'count', '-t', 'place', '--in', 'Cambridge, MA', '--where', 'basic_category=bicycle_parking']
bus-stops-cambridge__r1 call 1 ['--json', 'count', '-t', 'place', '--in', 'Cambridge, MA', '--where', 'categories.primary=bus_stop']
bus-stops-cambridge__r1 call 8 ['--json', 'count', '-t', 'place', '--in', 'Cambridge, MA', '--where', 'basic_category=bus_stop']
bus-stops-cambridge__r1 call 9 ['--json', 'count', '-t', 'place', '--in', 'Cambridge, MA', '--where', 'taxonomy.primary=bus_stop']
bus-stops-cambridge__r2 call 1 ['--json', 'count', '-t', 'place', '--in', 'Cambridge, MA', '--where', 'categories.primary=bus_stop']
bus-stops-with-coffee__r1 call 8 ['--json', 'count', '-t', 'place', '--bbox', '-74.05,40.55,-73.7,40.9', '--where', 'categories.primary=bus_stop']
ev-charging-gap__r1 call 2 ['--json', 'count', '-t', 'place', '--in', 'Cambridge, MA', '--where', 'categories.primary=electric_vehicle_charging_station']
ev-charging-gap__r1 call 4 ['--json', 'count', '-t', 'place', '--in', 'Cambridge, MA', '--where', 'categories.primary=charging_station']
c-wrong-type 3
beach-accessibility-malta__r1 call 8 ['--json', 'count', '-t', 'land_use', '--bbox', '13.936042785644531,35.585365295410156,14.822786331176758,36.28254699707031', '--where', 'class=beach']
beach-accessibility-malta__r1 call 11 ['--json', 'count', '-t', 'water', '--bbox', '13.936042785644531,35.585365295410156,14.822786331176758,36.28254699707031', '--where', 'class=beach']
residential-share-cambridge__r2 call 19 ['--json', 'count', '-t', 'building', '--in', 'Cambridge, MA', '--where', 'subtype=military']
c-wrong-column 2
bike-parking-coverage__r1 call 8 ['--json', 'count', '-t', 'infrastructure', '--in', 'Cambridge, MA', '--where', 'subtype=bicycle_parking']
residential-share-cambridge__r2 call 12 ['--json', 'count', '-t', 'building', '--in', 'Cambridge, MA', '--where', 'subtype=government']
A total 38
basic-category-rollup__r2 call 8 ['where', 'Cambridge, MA', '--geometry'] | command failed without recovery guidance
beach-accessibility-malta__r1 call 6 ['--json', 'count', '-t', 'land_use', '--in', 'Malta, MLT', '--where', 'class=beach'] | Usage: python -m botmap count [OPTIONS]
beach-accessibility-malta__r1 call 7 ['--json', 'count', '-t', 'land_use', '--in', 'Malta, MLT', '--where', 'subtype=beach'] | Usage: python -m botmap count [OPTIONS]
building-parts-detail__r1 call 5 ['building_parts', '--in', 'Cambridge, MA', '-f', 'geojsonseq', '-o', 'cambridge_parts.jsonl'] | Usage: python -m botmap [OPTIONS] COMMAND [ARGS]...
bus-stops-cambridge__r1 call 11 ['--json', 'count', '-t', 'place', '--in', 'Cambridge, MA', '--where', 'categories.alternate=bus_stop'] | Traceback (most recent call last):
bus-stops-cambridge__r1 call 12 ['--json', 'count', '-t', 'place', '--in', 'Cambridge, MA', '--where', 'taxonomy.alternates=bus_stop'] | Traceback (most recent call last):
bus-stops-with-coffee__r1 call 13 ['--json', 'categories', '-t', 'infrastructure', '--in', 'Williamsburg, Brooklyn, NY', '--top', '50'] | Usage: python -m botmap categories [OPTIONS]
bus-stops-with-coffee__r1 call 16 ['download', '-t', 'infrastructure', '--in', 'Williamsburg, Brooklyn, NY', '--where', 'subtype=transit', '--where', 'class=bus_stop', '-f', 'geojsonseq', '-o', 'wburg_busstops.jsonl'] | Usage: python -m botmap download [OPTIONS]
bus-stops-with-coffee__r1 call 19 ['download', '-t', 'infrastructure', '--in', 'Williamsburg, Brooklyn, NY', '--where', 'class=bus_stop', '-f', 'geojsonseq', '-o', 'wburg_busstops.jsonl'] | Usage: python -m botmap download [OPTIONS]
ev-charging-gap__r2 call 4 ['--json', 'at', '42.3736,-71.1190', '-t', 'place', '--category', 'ev_charging_station', '--radius', '800', '-n', '3'] | Usage: python -m botmap at [OPTIONS] LATLON
ev-charging-gap__r2 call 5 ['--json', 'at', '42.3654,-71.1035', '-t', 'place', '--category', 'ev_charging_station', '--radius', '800', '-n', '3'] | Usage: python -m botmap at [OPTIONS] LATLON
ev-charging-gap__r2 call 6 ['--json', 'at', '42.3739,-71.1034', '-t', 'place', '--category', 'ev_charging_station', '--radius', '800', '-n', '3'] | Usage: python -m botmap at [OPTIONS] LATLON
ev-charging-gap__r2 call 7 ['--json', 'at', '42.3884,-71.1192', '-t', 'place', '--category', 'ev_charging_station', '--radius', '800', '-n', '3'] | Usage: python -m botmap at [OPTIONS] LATLON
ev-charging-gap__r2 call 8 ['--json', 'at', '42.3629,-71.0873', '-t', 'place', '--category', 'ev_charging_station', '--radius', '800', '-n', '3'] | Usage: python -m botmap at [OPTIONS] LATLON
ev-charging-gap__r2 call 9 ['--json', 'at', '42.3958,-71.1409', '-t', 'place', '--category', 'ev_charging_station', '--radius', '800', '-n', '3'] | Usage: python -m botmap at [OPTIONS] LATLON
ev-charging-gap__r2 call 10 ['--json', 'at', '42.3595,-71.1050', '-t', 'place', '--category', 'ev_charging_station', '--radius', '800', '-n', '3'] | Usage: python -m botmap at [OPTIONS] LATLON
ev-charging-gap__r2 call 11 ['--json', 'at', '42.3958,-71.1275', '-t', 'place', '--category', 'ev_charging_station', '--radius', '800', '-n', '3'] | Usage: python -m botmap at [OPTIONS] LATLON
ev-charging-gap__r2 call 12 ['--json', 'at', '42.3706,-71.0783', '-t', 'place', '--category', 'ev_charging_station', '--radius', '800', '-n', '3'] | Usage: python -m botmap at [OPTIONS] LATLON
ev-charging-gap__r2 call 13 ['--json', 'at', '42.3660,-71.0950', '-t', 'place', '--category', 'ev_charging_station', '--radius', '800', '-n', '3'] | Usage: python -m botmap at [OPTIONS] LATLON
ev-charging-gap__r2 call 14 ['--json', 'at', '42.3830,-71.1450', '-t', 'place', '--category', 'ev_charging_station', '--radius', '800', '-n', '3'] | Usage: python -m botmap at [OPTIONS] LATLON
ev-charging-gap__r2 call 15 ['--json', 'at', '42.3830,-71.1150', '-t', 'place', '--category', 'ev_charging_station', '--radius', '800', '-n', '3'] | Usage: python -m botmap at [OPTIONS] LATLON
ev-charging-gap__r2 call 16 ['--json', 'at', '42.3600,-71.1010', '-t', 'place', '--category', 'ev_charging_station', '--radius', '800', '-n', '3'] | Usage: python -m botmap at [OPTIONS] LATLON
ev-charging-gap__r2 call 17 ['--json', 'at', '42.3780,-71.1480', '-t', 'place', '--category', 'ev_charging_station', '--radius', '800', '-n', '3'] | Usage: python -m botmap at [OPTIONS] LATLON
junction-density__r2 call 16 ['at', '40.71721,-73.94845', '-t', 'place', '--category', 'train_station', '--radius', '500', '-n', '3'] | Usage: python -m botmap at [OPTIONS] LATLON
junction-density__r2 call 17 ['at', '40.71991,-73.94489', '-t', 'place', '--category', 'train_station', '--radius', '500', '-n', '3'] | Usage: python -m botmap at [OPTIONS] LATLON
junction-density__r2 call 18 ['at', '40.71182,-73.95556', '-t', 'place', '--category', 'train_station', '--radius', '500', '-n', '3'] | Usage: python -m botmap at [OPTIONS] LATLON
malta-highways-absent-class__r2 call 2 ['--json', 'where', 'Malta, MLT'] | {"error":{"code":"no_match","message":"No division found for 'Malta, MLT'. The qualifier 'MLT' match
pharmacies-monaco__r1 call 1 ['--json', 'count', '-t', 'place', '--in', 'Monaco, MC', '--where', 'categories.primary=pharmacy'] | Usage: python -m botmap count [OPTIONS]
pharmacies-monaco__r2 call 1 ['--json', 'count', '-t', 'place', '--in', 'Monaco, MC', '--where', 'categories.primary=pharmacy'] | Usage: python -m botmap count [OPTIONS]
pharmacy-near-address__r1 call 1 ['at', '42.3663248,-71.1060534', '-t', 'place', '--category', 'pharmacy', '-n', '5', '--json'] | Usage: python -m botmap at [OPTIONS] LATLON
pharmacy-near-address__r2 call 1 ['at', '42.3663248,-71.1060534', '-t', 'place', '--category', 'pharmacy', '-n', '5', '--json'] | Usage: python -m botmap at [OPTIONS] LATLON
residential-share-cambridge__r2 call 4 ['--json', 'categories', '-t', 'building', '--in', 'Cambridge, MA', '--top', '30'] | Usage: python -m botmap categories [OPTIONS]
reykjavik-diacritic__r1 call 0 ['--json', 'where', 'Reykjavik, Iceland'] | {"error":{"code":"no_match","message":"No division found for 'Reykjavik, Iceland'. It may be a neigh
reykjavik-diacritic__r1 call 5 ['where', 'Reykjavík, Iceland', '--geometry', '-o', '/tmp/reyk2.geojson'] | Usage: python -m botmap where [OPTIONS] QUERY
reykjavik-diacritic__r2 call 0 ['--json', 'where', 'Reykjavik'] | {"error":{"code":"no_match","message":"No division found for 'Reykjavik'. It may be a neighborhood n
street-canonical-form__r2 call 1 ['--json', 'count', '-t', 'address', '--in', 'Cambridge, MA', '--street', 'Massachusetts Ave'] | Usage: python -m botmap count [OPTIONS]
waterfront-buildings-reykjavik__r1 call 0 ['--json', 'where', 'Reykjavik'] | {"error":{"code":"no_match","message":"No division found for 'Reykjavik'. It may be a neighborhood n
waterfront-buildings-reykjavik__r1 call 3 ['where', 'Reykjavík', '--geometry', '-o', '/tmp/reyk_boundary.geojson'] | Usage: python -m botmap where [OPTIONS] QUERY
D total 3
ev-charging-gap__r1 ['where', 'Cambridge, MA', '--geometry']
hardware-near-bikepaths__r2 ['where', 'Cambridge, MA', '--geometry']
tall-buildings-cambridge__r2 ['--json', 'containing', '42.3653,-71.0649']Drafting detailed cost estimation plan
Calculating subset-specific question counts
>python3 - <<'PY'
import json, collections
s=json.load(open('experiments/runs/agenteval-measurement-3009509/agenteval-summary-with-retries.json'))
sets={
'zero_diag_min':['asian-restaurants-rollup','bus-stops-cambridge','ev-charging-gap'],
'zero_diag_plus':['asian-restaurants-rollup','bus-stops-cambridge','ev-charging-gap','bike-parking-coverage','beach-accessibility-malta'],
'wrong_type':['beach-accessibility-malta','residential-share-cambridge'],
'a_recovery_usage':['ev-charging-gap','pharmacy-near-address','pharmacies-monaco','junction-density'],
'a_recovery_allcommon':['ev-charging-gap','pharmacy-near-address','pharmacies-monaco','junction-density','bus-stops-with-coffee'],
'progress_d':['ev-charging-gap','hardware-near-bikepaths','tall-buildings-cambridge'],
'categories_confirmed':['bike-parking-coverage','basic-category-rollup','bus-stops-cambridge'],
'wrong_column_confirmed':['bike-parking-coverage','residential-share-cambridge'],
'discovery':['asian-restaurants-rollup','bike-parking-coverage','bus-stops-cambridge','ev-charging-gap','tattoo-category-discovery'],
}
for name, qs in sets.items():
c=collections.Counter(); attempts=0; calls=0
for d in s['details']:
if d['question_id'] in qs:
attempts+=1; calls+=d['botmap_calls']
for f in d['failures']:
key=f.get('subtype') or f['class']; c[key]+=1
print(name, 'attempts', attempts, 'botmap_calls', calls, dict(c))
PYzero_diag_min attempts 6 botmap_calls 102 {'c-truncated': 10, 'c-unknown': 12, 'B': 1, 'A': 16, 'D': 1}
zero_diag_plus attempts 10 botmap_calls 216 {'c-truncated': 17, 'c-unknown': 19, 'A': 18, 'c-wrong-type': 2, 'B': 6, 'c-wrong-column': 1, 'D': 1}
wrong_type attempts 4 botmap_calls 122 {'c-truncated': 2, 'c-unknown': 7, 'A': 3, 'c-wrong-type': 3, 'B': 2, 'c-wrong-column': 1}
a_recovery_usage attempts 8 botmap_calls 93 {'c-truncated': 3, 'c-unknown': 2, 'D': 1, 'A': 21}
a_recovery_allcommon attempts 10 botmap_calls 129 {'c-truncated': 7, 'c-unknown': 3, 'B': 2, 'A': 24, 'D': 1}
progress_d attempts 6 botmap_calls 72 {'c-truncated': 3, 'c-unknown': 2, 'D': 3, 'A': 14}
categories_confirmed attempts 6 botmap_calls 65 {'c-truncated': 13, 'B': 5, 'A': 3, 'c-wrong-column': 1, 'c-unknown': 7}
wrong_column_confirmed attempts 4 botmap_calls 62 {'c-truncated': 5, 'B': 3, 'c-wrong-column': 2, 'c-unknown': 6, 'A': 1, 'c-wrong-type': 1}
discovery attempts 10 botmap_calls 133 {'c-truncated': 15, 'c-unknown': 15, 'B': 4, 'c-wrong-column': 1, 'A': 16, 'D': 1}Planning source inclusion
Saved READY plan memo to:
experiments/arm-d/PLAN.md
Recommended first Arm D experiment:
beach-accessibility-malta, residential-share-cambridge × 2 repeatsc-wrong-type=3Backup:
no_match errors.I did not run experiments, did not modify code outside experiments/arm-d/, and did not touch botmap/evals/.
go ahead
Assessing user confirmation for experiment launch
Locating scripts for experiment execution
>git status --short && pwd && find . -maxdepth 3 -type f | sed 's#^./##' | sort | head -200M autoresearch/agenteval/score.py
M autoresearch/baseline.py
M autoresearch/evaluator.py
M tests/test_agenteval_score.py
?? ../.DS_Store
?? ../.claude/worktrees/
?? ../.idea/
?? ../.vscode/
?? experiments/arm-d/
?? experiments/orchestrator/subagent-relaunch-20260824T055038Z/
?? tests/test_evaluator_agenteval.py
?? tests/test_optimizer_gate.py
?? tools/dashboard/lever-history
/Users/priyangapkini/nilenso/ai-playground/autoresearch
.env
.gitignore
.pi-subagents/artifacts/19ecd871_delegate_0_input.md
.pi-subagents/artifacts/19ecd871_delegate_0_meta.json
.pi-subagents/artifacts/19ecd871_delegate_0_output.md
.pi-subagents/artifacts/19ecd871_delegate_0_transcript.jsonl
.pi-subagents/artifacts/96902631-3d3a-4058-985b-01af2dfc2667_delegate_input.md
.pi-subagents/artifacts/96902631-3d3a-4058-985b-01af2dfc2667_delegate_meta.json
.pi-subagents/artifacts/96902631-3d3a-4058-985b-01af2dfc2667_delegate_output.md
.pi-subagents/artifacts/96902631-3d3a-4058-985b-01af2dfc2667_delegate_transcript.jsonl
.pi-subagents/artifacts/b81721bd_delegate_0_input.md
.pi-subagents/artifacts/b81721bd_delegate_0_meta.json
.pi-subagents/artifacts/b81721bd_delegate_0_output.md
.pi-subagents/artifacts/b81721bd_delegate_0_transcript.jsonl
.pytest_cache/.gitignore
.pytest_cache/CACHEDIR.TAG
.pytest_cache/README.md
.venv/.gitignore
.venv/.lock
.venv/bin/activate
.venv/bin/activate_this.py
.venv/bin/activate.bat
.venv/bin/activate.csh
.venv/bin/activate.fish
.venv/bin/activate.nu
.venv/bin/activate.ps1
.venv/bin/activate.xsh
.venv/bin/deactivate.bat
.venv/bin/distro
.venv/bin/dotenv
.venv/bin/hf
.venv/bin/httpx
.venv/bin/huggingface-cli
.venv/bin/idna
.venv/bin/jsonschema
.venv/bin/lite
.venv/bin/litellm
.venv/bin/litellm-proxy
.venv/bin/normalizer
.venv/bin/py.test
.venv/bin/pydoc.bat
.venv/bin/pygmentize
.venv/bin/pytest
.venv/bin/tiny-agents
.venv/bin/tqdm
.venv/CACHEDIR.TAG
.venv/pyvenv.cfg
autoresearch.code-workspace
autoresearch/__init__.py
autoresearch/__pycache__/__init__.cpython-311.pyc
autoresearch/__pycache__/__init__.cpython-314.pyc
autoresearch/__pycache__/baseline.cpython-311.pyc
autoresearch/__pycache__/baseline.cpython-314.pyc
autoresearch/__pycache__/blocked.cpython-311.pyc
autoresearch/__pycache__/config.cpython-311.pyc
autoresearch/__pycache__/config.cpython-314.pyc
autoresearch/__pycache__/credits.cpython-311.pyc
autoresearch/__pycache__/credits.cpython-314.pyc
autoresearch/__pycache__/evaluator.cpython-311.pyc
autoresearch/__pycache__/optimize.cpython-311.pyc
autoresearch/__pycache__/orproxy.cpython-311.pyc
autoresearch/__pycache__/proposer.cpython-311.pyc
autoresearch/__pycache__/questions.cpython-311.pyc
autoresearch/__pycache__/questions.cpython-314.pyc
autoresearch/__pycache__/runner.cpython-311.pyc
autoresearch/__pycache__/runner.cpython-314.pyc
autoresearch/__pycache__/score.cpython-311.pyc
autoresearch/__pycache__/smoke.cpython-311.pyc
autoresearch/__pycache__/taxonomy.cpython-311.pyc
autoresearch/__pycache__/trace.cpython-311.pyc
autoresearch/__pycache__/worktree.cpython-311.pyc
autoresearch/agenteval/__init__.py
autoresearch/agenteval/agent_side.py
autoresearch/agenteval/analyze.py
autoresearch/agenteval/contract.py
autoresearch/agenteval/enrich.py
autoresearch/agenteval/explain.py
autoresearch/agenteval/probe.py
autoresearch/agenteval/record.py
autoresearch/agenteval/repair.py
autoresearch/agenteval/sabotage.py
autoresearch/agenteval/score.py
autoresearch/agenteval/taxonomy.py
autoresearch/baseline.py
autoresearch/blocked.py
autoresearch/config.py
autoresearch/credits.py
autoresearch/evaluator.py
autoresearch/optimize.py
autoresearch/orproxy.py
autoresearch/proposer.py
autoresearch/questions.py
autoresearch/runner.py
autoresearch/score.py
autoresearch/shim/botmap
autoresearch/smoke.py
autoresearch/taxonomy.py
autoresearch/trace.py
autoresearch/worktree.py
docs/agent-failure-taxonomy.md
docs/agent-friendly-cli.md
docs/plan.md
docs/report/case-study.html
docs/report/README.md
docs/wiki/01-glossary.html
docs/wiki/02-domain-model.html
docs/wiki/03-system-architecture.html
docs/wiki/05-repository-map.html
docs/wiki/index.html
experiments/agenteval-baseline-noise-run1-distribution.json
experiments/arm-a/AUTORESEARCH-REPORT.md
experiments/arm-a/HANDOVER.md
experiments/arm-a/README.md
experiments/arm-b/HANDOVER.md
experiments/arm-c/HANDOVER.md
experiments/arm-d/PLAN.md
experiments/artifacts/analyze.py
experiments/artifacts/answer-quality-analysis.md
experiments/artifacts/findings.md
experiments/artifacts/null-proposal.json
experiments/artifacts/overture_categories.csv
experiments/artifacts/probe.log
experiments/artifacts/prompt.md
experiments/artifacts/questions.py
experiments/artifacts/runner.out
experiments/baselines/3009509.INCOMPLETE-5of30.json
experiments/baselines/3009509.json
experiments/baselines/3009509.release-2026-07-22.0.STALE.json
experiments/baselines/INCOMPLETE-WARNING.md
experiments/baselines/README-STALE.md
experiments/failure_dataset.yaml
experiments/logs/run-20260818-134132.log
experiments/logs/run-20260818-134212.log
experiments/logs/run-20260818-161413.log
experiments/logs/run-20260818-161605.log
experiments/logs/sub-20260819-144029.log
experiments/orchestrator/HANDOVER.md
experiments/proposals.json
experiments/questions.yaml
experiments/runs/arm-a-new-evaluator-full-screening-driver.log
experiments/runs/arm-a-new-evaluator-full-screening-driver.pid
experiments/runs/arm-b-prompt-launch-20260824-094552.log
experiments/runs/arm-c-full-repo-launch-20260824-094443.log
experiments/runs/arm-c-full-repo-no-evaluator-launch-20260824-111541.log
experiments/runs/arm-c-full-repo-no-evaluator-launch-20260824-111659.log
experiments/runs/arm-c-full-repo-no-evaluator.pid
pyproject.toml
README.md
tests/__pycache__/test_agent_side.cpython-311-pytest-9.1.1.pyc
tests/__pycache__/test_agenteval_score.cpython-311-pytest-9.1.1.pyc
tests/__pycache__/test_agenteval_taxonomy.cpython-311-pytest-9.1.1.pyc
tests/__pycache__/test_analyze_records.cpython-311-pytest-9.1.1.pyc
tests/__pycache__/test_contract.cpython-311-pytest-9.1.1.pyc
tests/__pycache__/test_evaluator_agenteval.cpython-311-pytest-9.1.1.pyc
tests/__pycache__/test_explain.cpython-311-pytest-9.1.1.pyc
tests/__pycache__/test_full_repo_optimizer.cpython-311-pytest-9.1.1.pyc
tests/__pycache__/test_optimizer_gate.cpython-311-pytest-9.1.1.pyc
tests/__pycache__/test_probe.cpython-311-pytest-9.1.1.pyc
tests/__pycache__/test_record_v2.cpython-311-pytest-9.1.1.pyc
tests/__pycache__/test_repair_records.cpython-311-pytest-9.1.1.pyc
tests/__pycache__/test_sabotage_integration.cpython-311-pytest-9.1.1.pyc
tests/__pycache__/test_sabotage.cpython-311-pytest-9.1.1.pyc
tests/__pycache__/test_scoring.cpython-311-pytest-9.1.1.pyc
tests/test_agent_side.py
tests/test_agenteval_score.py
tests/test_agenteval_taxonomy.py
tests/test_analyze_records.py
tests/test_contract.py
tests/test_evaluator_agenteval.py
tests/test_explain.py
tests/test_full_repo_optimizer.py
tests/test_optimizer_gate.py
tests/test_probe.py
tests/test_record_v2.py
tests/test_repair_records.py
tests/test_sabotage_integration.py
tests/test_sabotage.py
tests/test_scoring.py
TODO.md
tools/dashboard/dashboard.py
tools/dashboard/README.md
tools/dashboard/trajectory.py
uv.lock>find experiments -maxdepth 3 -type f \( -name '*run*.py' -o -name '*paired*' -o -name '*.sh' -o -name '*summary*' \) | sort | head -200experiments/arm-a/notes/run_round1.sh
experiments/arm-a/notes/sync-candidates.sh
experiments/runs/after-categories-truncation-hint-00bff1a/agenteval-summary.json
experiments/runs/after-categories-truncation-hint-00bff1a/summary.json
experiments/runs/after-count-wrong-column-hint-7c794ff/agenteval-summary.json
experiments/runs/after-count-wrong-column-hint-7c794ff/summary.json
experiments/runs/agenteval-measurement-3009509-retry-incomplete/agenteval-summary.json
experiments/runs/agenteval-measurement-3009509-retry-incomplete/summary.json
experiments/runs/agenteval-measurement-3009509/agenteval-summary-with-retries.json
experiments/runs/agenteval-measurement-3009509/agenteval-summary.json
experiments/runs/agenteval-measurement-3009509/summary.json
experiments/runs/arm-a-new-evaluator-count-zero-hint-9a2496d/summary.json
experiments/runs/arm-a-new-evaluator-preflight-20260824T041555Z/summary.json
experiments/runs/tool-3009509-1787049966/summary.jsonAnalyzing test harness and launch scripts
Inspecting run scripts and config
>find . -maxdepth 3 -type f -name '*.py' | xargs grep -n "agenteval-summary\|summary.json\|keep_dir\|runs/after" | head -100./autoresearch/optimize.py:173: evaluate = Evaluator(lever, pool, reference, keep_dir=candidate_attempts)
./autoresearch/optimize.py:275: (run_dir / "summary.json").write_text(json.dumps(summary, indent=2))
./autoresearch/runner.py:48:def ask(question: Question, tree: Path, repeat: int, keep_dir: Path | None = None) -> Attempt:
./autoresearch/runner.py:100: if keep_dir is not None:
./autoresearch/runner.py:101: keep = keep_dir / f"{question.id}__r{repeat}"
./autoresearch/runner.py:118: keep_dir: Path | None = None) -> list[Attempt]:
./autoresearch/runner.py:122: return [ask(question, tree, r, keep_dir) for r in range(1, n + 1)]
./autoresearch/baseline.py:83: keep_dir: Path | None = None) -> dict[str, Reading]:
./autoresearch/baseline.py:98: keep_dir = keep_dir or attempts_dir(sha)
./autoresearch/baseline.py:104: reading = _summarise(runner.ask_repeatedly(q, tree, keep_dir=keep_dir))
./autoresearch/agenteval/analyze.py:40: target = Path(out) if out is not None else root / "agenteval-summary.json"
./autoresearch/agenteval/analyze.py:48: target = Path(out) if out is not None else root / "agenteval-summary-with-retries.json"
./autoresearch/evaluator.py:36: keep_dir: Path | None = None):
./autoresearch/evaluator.py:40: self.keep_dir = keep_dir
./autoresearch/evaluator.py:97: attempts = runner.ask_repeatedly(example, tree, keep_dir=self.keep_dir)
./tools/dashboard/trajectory.py:59: sfile = run_dir / "summary.json"
./tools/dashboard/dashboard.py:225: """Progress for a run directory with a summary.json, if present."""
./tools/dashboard/dashboard.py:226: path = SHARED / "experiments/runs" / run_name / "summary.json"
./tests/test_scoring.py:659: def fake_ask(question, tree, keep_dir=None):
./tests/test_scoring.py:660: seen["keep_dir"] = keep_dir
./tests/test_scoring.py:665: assert seen["keep_dir"] == baseline.attempts_dir("abc1234")
./tests/test_scoring.py:677: def fake_ask(question, tree, keep_dir=None):
./tests/test_scoring.py:678: seen["keep_dir"] = keep_dir
./tests/test_scoring.py:683: baseline.measure([QUESTION], tmp_path, "abc1234", keep_dir=chosen)
./tests/test_scoring.py:684: assert seen["keep_dir"] == chosen
./tests/test_scoring.py:696: assert "Evaluator(lever, pool, reference, keep_dir=candidate_attempts)" in src
./tests/test_scoring.py:697: # measure() must be called WITHOUT a keep_dir, so the two cannot share one.
./tests/test_analyze_records.py:40: assert out == tmp_path / "agenteval-summary.json"
./tests/test_analyze_records.py:64: assert out == base / "agenteval-summary-with-retries.json"Inspecting botmap repository
>ls -la /Users/priyangapkini/workspace | head && ls -la /Users/priyangapkini/workspace/ar-d 2>/dev/null || true && ls -la /Users/priyangapkini/workspace/botmap 2>/dev/null | head && git -C /Users/priyangapkini/workspace/botmap status --short && git -C /Users/priyangapkini/workspace/botmap rev-parse --short HEADtotal 32
drwxr-xr-x@ 15 priyangapkini staff 480 24 Aug 09:28 .
drwxr-x---+ 65 priyangapkini staff 2080 24 Aug 15:01 ..
-rw-r--r--@ 1 priyangapkini staff 12292 18 Aug 18:25 .DS_Store
drwxr-xr-x@ 3 priyangapkini staff 96 21 Jul 16:20 .pi-subagents
drwxr-xr-x@ 23 priyangapkini staff 736 14 Aug 16:40 aicho-vichar
drwxr-xr-x@ 3 priyangapkini staff 96 20 Aug 14:14 ar-a
drwxr-xr-x@ 5 priyangapkini staff 160 21 Aug 02:49 ar-b
drwxr-xr-x@ 4 priyangapkini staff 128 24 Aug 09:47 ar-b-new
drwxr-xr-x@ 3 priyangapkini staff 96 21 Aug 00:17 ar-c
total 640
drwxr-xr-x@ 27 priyangapkini staff 864 19 Aug 18:33 .
drwxr-xr-x@ 15 priyangapkini staff 480 24 Aug 09:28 ..
drwxr-xr-x@ 2 priyangapkini staff 64 6 Aug 11:17 .benchmarks
drwxr-xr-x@ 5 priyangapkini staff 160 18 Aug 18:36 .claude
drwxr-xr-x@ 17 priyangapkini staff 544 24 Aug 00:10 .git
drwxr-xr-x@ 4 priyangapkini staff 128 27 Jul 15:55 .github
-rw-r--r--@ 1 priyangapkini staff 2136 19 Aug 16:39 .gitignore
drwxr-xr-x@ 8 priyangapkini staff 256 19 Aug 16:41 .idea
drwxr-xr-x@ 6 priyangapkini staff 192 6 Aug 11:17 .pytest_cache
M .gitignore
?? .claude/
?? node_modules/
?? package-lock.json
?? package.json
3009509Planning local git clone for inspection
>git -C /Users/priyangapkini/workspace/botmap remote -v && git -C /Users/priyangapkini/workspace/botmap branch --show-current && git -C /Users/priyangapkini/workspace/botmap log --oneline -5origin https://github.com/dbreunig/botmap (fetch)
origin https://github.com/dbreunig/botmap (push)
priyanga https://github.com/PriyangaPKini/botmap.git (fetch)
priyanga https://github.com/PriyangaPKini/botmap.git (push)
feat/eval
3009509 docs: lead README with agent-first Quick Start
a83acd2 release: botmap 0.1.2
0bfaf3b Merge pull request #2 from dbreunig/claude/hermes-search-recommendations-EIruC
5130ec3 Address review: fix "every data verb" wording, add edge-case tests
120a7b9 Document already-implemented features the skill omittedPlanning git worktree setup for clean branch
>mkdir -p /Users/priyangapkini/workspace/ar-d && git -C /Users/priyangapkini/workspace/botmap worktree add -B arm-d/wrong-type-hint-tool /Users/priyangapkini/workspace/ar-d/botmap-wrong-type-hint 3009509 && git -C /Users/priyangapkini/workspace/ar-d/botmap-wrong-type-hint status --shortPreparing worktree (new branch 'arm-d/wrong-type-hint-tool')
HEAD is now at 3009509 docs: lead README with agent-first Quick StartInspecting project files
>grep -n "def count\|@.*count\|def categories\|where_options\|type_" -n /Users/priyangapkini/workspace/ar-d/botmap-wrong-type-hint/botmap/cli.py | head -8030: type_theme_map,
42:def _safe_reader(type_, bbox, release, ct, rt, stac, **kw):
45: return record_batch_reader(type_, bbox, release, ct, rt, stac, **kw)
50:def _safe_count(type_, **kw):
53: return count_rows(type_, **kw)
97:def _suggest_categories(type_: str, bbox, release, target: str, n: int = 3):
105: reader = record_batch_reader(type_, bbox, release, None, None, True)
474: "type_",
497: bbox, in_place, where_exprs, output_format, output, type_, release,
505: verb = TYPE_TO_VERB.get(type_)
510: if type_ == "division_area":
519: elif type_ == "infrastructure":
595: type_, bbox, release, connect_timeout, request_timeout, stac,
608: theme = type_theme_map.get(type_)
611: f"Warning: Could not determine theme for type {type_}",
622: type=type_,
777:@click.option("-t", "--type", "type_",
785:def count(ctx, type_, bbox, in_place, where_exprs, release):
801: type_, bbox=bbox, release=release, stac=True, where_filters=where_filters,
806: "type": type_,
817:@click.option("-t", "--type", "type_",
830:def sample(type_, bbox, in_place, where_exprs, n, output_format, output, release):
846: type_, bbox, release, None, None, True,
898:@click.option("-t", "--type", "type_",
903:def schema(ctx, type_, release):
911: type_, sample_bbox, release, None, None, True,
914: raise click.ClickException(f"No features available for type {type_!r}")
936: "type": type_,
945: click.secho(f"Schema for type {type_!r}", bold=True)
959:@click.option("-t", "--type", "type_",
969:def categories(ctx, type_, bbox, in_place, top, release):
971: if type_ != "place":
972: verb = TYPE_TO_VERB.get(type_)
976: f"For `{type_}`, the classifying field is `class` — run "
977: f"`botmap --json schema -t {type_}` to see available values, "
982: f"Run `botmap --json schema -t {type_}` to inspect available fields."
993: reader = record_batch_reader(type_, bbox, release, None, None, True)
1446:@click.option("-t", "--type", "type_",
1462:def at(latlon, type_, n, radius, where_exprs, output_format, output, release, json_no_op):
1467: radius = DEFAULT_RADIUS_BY_TYPE.get(type_, 100)
1478: type_, bbox, release, None, None, True, where_filters=where_filters,
1571: type_filter = (
1581: rows = stac_table.filter(type_filter & bbox_filter).to_pylist()
1884:@click.option("--type", "type_", required=False, type=str)
1893:def changelog_query(bbox, theme, type_, release):
1902: if theme and type_:
1903: if type_ not in type_theme_map:
1904: raise click.BadParameter(f"Unknown type '{type_}'", param_hint="--type")
1905: themes_types = [(theme, type_)]
1907: types = [t for t, th in type_theme_map.items() if th == theme]
1909: elif type_:
1910: if type_ not in type_theme_map:
1911: raise click.BadParameter(f"Unknown type '{type_}'", param_hint="type")
1912: theme = type_theme_map[type_]
1913: themes_types = [(theme, type_)]
1924: for theme_name, type_name in themes_types:
1925: changes = query_changelog_ids(release, theme_name, type_name, bbox_obj)
1936: click.secho(f"{theme_name}/{type_name}:", bold=True)
1951:@click.option("--type", "type_", required=False, type=str)
1960:def changelog_summary(theme, type_, release):
1972: results = summarize_changelog(release, theme, type_)
1979: for type_name, change_counts in types_data.items():
1980: click.secho(f"{theme_name}/{type_name}:", bold=True)Planning safe counting helper with filter validation
>grep -R "def count_rows" -n /Users/priyangapkini/workspace/ar-d/botmap-wrong-type-hint/botmap && grep -n "TYPE_TO_VERB" /Users/priyangapkini/workspace/ar-d/botmap-wrong-type-hint/botmap/cli.py/Users/priyangapkini/workspace/ar-d/botmap-wrong-type-hint/botmap/core.py:285:def count_rows(
310:TYPE_TO_VERB = {
505: verb = TYPE_TO_VERB.get(type_)
972: verb = TYPE_TO_VERB.get(type_)Assessing Python environment setup in worktree
>ls -d /Users/priyangapkini/workspace/ar-b/botmap/.venv 2>/dev/null; ls -d /Users/priyangapkini/workspace/ar-d/botmap-wrong-type-hint/.venv 2>/dev/null || true; ls /Users/priyangapkini/workspace/ar-d/botmap-wrong-type-hint | head/Users/priyangapkini/workspace/ar-b/botmap/.venv
benchmarks
botmap
CODEOWNERS
designing_cli_interfaces_for_data_products.md
docs
evals
justfile
LICENSE
pyproject.toml
pytest.iniChecking dependency handling in compilation
Designing error-handling strategy
Implementing formatted count retry message
Planning code compilation and dependency checks
>cd /Users/priyangapkini/workspace/ar-d/botmap-wrong-type-hint && python3 -m py_compile botmap/cli.py && uv run botmap --help >/tmp/arm-d-botmap-help.txt && echo OKUsing CPython 3.11.15
Creating virtual environment at: .venv
Building botmap @ file:///Users/priyangapkini/workspace/ar-d/botmap-wrong-type-hint
Built botmap @ file:///Users/priyangapkini/workspace/ar-d/botmap-wrong-type-hint
Installed 18 packages in 76ms
OKTesting smoke commands with timeout
>cd /Users/priyangapkini/workspace/ar-d/botmap-wrong-type-hint && uv run botmap --json count -t land_use --bbox 13.936042785644531,35.585365295410156,14.822786331176758,36.28254699707031 --where class=beach >/tmp/arm-d-wrong-type-stdout.json 2>/tmp/arm-d-wrong-type-stderr.txt; code=$?; echo code=$code; echo STDERR:; head -5 /tmp/arm-d-wrong-type-stderr.txt; echo STDOUT:; head -20 /tmp/arm-d-wrong-type-stdout.jsoncode=1
STDERR:
Traceback (most recent call last):
File "/Users/priyangapkini/workspace/ar-d/botmap-wrong-type-hint/.venv/bin/botmap", line 10, in <module>
sys.exit(cli())
^^^^^
File "/Users/priyangapkini/workspace/ar-d/botmap-wrong-type-hint/.venv/lib/python3.11/site-packages/click/core.py", line 1485, in __call__
STDOUT:Requesting full stderr output
Planning network failure handling and test scripts
Preparing commit for botmap clone experiment
>cd /Users/priyangapkini/workspace/ar-d/botmap-wrong-type-hint && git diff -- botmap/cli.py && git status --shortdiff --git a/botmap/cli.py b/botmap/cli.py
index f72a565..ed543c0 100644
--- a/botmap/cli.py
+++ b/botmap/cli.py
@@ -8,6 +8,7 @@ in a specified bounding box in a few different file formats.
import importlib.metadata
import os
+import shlex
import sys
import uuid
from datetime import datetime, timezone
@@ -55,6 +56,59 @@ def _safe_count(type_, **kw):
raise click.UsageError(str(e))
+def _count_or_none(type_, **kw):
+ """Return a count for diagnostic probes, or None when the filter cannot apply."""
+ try:
+ return count_rows(type_, **kw)
+ except ValueError:
+ return None
+
+
+def _shell_command(parts):
+ """Format a copy/paste-safe shell command."""
+ return " ".join(shlex.quote(str(part)) for part in parts)
+
+
+def _format_count_retry(type_, bbox, in_place, where_exprs, json_mode):
+ """Build the exact count command that retries the same filters under another type."""
+ parts = ["botmap"]
+ if json_mode:
+ parts.append("--json")
+ parts.extend(["count", "-t", type_])
+ if in_place is not None:
+ parts.extend(["--in", in_place])
+ elif bbox is not None:
+ parts.extend(["--bbox", ",".join(str(value) for value in bbox)])
+ for expr in where_exprs or []:
+ parts.extend(["--where", expr])
+ return _shell_command(parts)
+
+
+def _same_filter_other_type_hint(type_, bbox, in_place, release, where_filters, where_exprs, json_mode):
+ """Name another feature type when a zero count is explained by type mismatch."""
+ if not where_filters:
+ return None
+
+ for candidate_type in sorted(t for t in get_all_overture_types() if t != type_):
+ n = _count_or_none(
+ candidate_type,
+ bbox=bbox,
+ release=release,
+ stac=True,
+ where_filters=where_filters,
+ )
+ if not n:
+ continue
+ filters = ", ".join(where_exprs)
+ command = _format_count_retry(candidate_type, bbox, in_place, where_exprs, json_mode)
+ return (
+ f"[botmap] 0 rows for -t {type_} with {filters}, but "
+ f"-t {candidate_type} returns {n:,}. Try `{command}` before "
+ f"concluding none exist."
+ )
+ return None
+
+
def _parse_latlon(latlon: str) -> tuple[float, float]:
"""Parse 'LAT,LON' string into (lat, lon) floats."""
parts = [p.strip() for p in latlon.split(",")]
@@ -800,6 +854,12 @@ def count(ctx, type_, bbox, in_place, where_exprs, release):
n = _safe_count(
type_, bbox=bbox, release=release, stac=True, where_filters=where_filters,
)
+ if n == 0:
+ hint = _same_filter_other_type_hint(
+ type_, bbox, in_place, release, where_filters, where_exprs, ctx.obj.get("json")
+ )
+ if hint:
+ click.secho(hint, fg="yellow", err=True)
if ctx.obj.get("json"):
_emit_json(ctx, {
M botmap/cli.pyExpanding exception handling in diagnostic
Considering unit test necessity
>cd /Users/priyangapkini/workspace/ar-d/botmap-wrong-type-hint && python3 -m py_compile botmap/cli.py && uv run botmap --help >/dev/null && git status --shortM botmap/cli.pyDesigning test helper with count mocking
>cd /Users/priyangapkini/workspace/ar-d/botmap-wrong-type-hint && uv run python - <<'PY'
from botmap import cli
from botmap.filters import parse_where_expr
def fake_count_rows(type_, **kw):
if type_ == 'land':
return 65
if type_ == 'land_use':
return 0
raise ValueError('field not found')
cli.count_rows = fake_count_rows
cli.get_all_overture_types = lambda: ['land_use', 'land', 'building']
hint = cli._same_filter_other_type_hint(
'land_use', [1,2,3,4], None, None,
[parse_where_expr('class=beach')], ('class=beach',), True,
)
print(hint)
assert '-t land returns 65' in hint
assert 'botmap --json count -t land --bbox 1,2,3,4 --where class=beach' in hint
PY[botmap] 0 rows for -t land_use with class=beach, but -t land returns 65. Try `botmap --json count -t land --bbox 1,2,3,4 --where class=beach` before concluding none exist.Preparing commit
>cd /Users/priyangapkini/workspace/ar-d/botmap-wrong-type-hint && git add botmap/cli.py && git commit -m "Hint when zero count matches another type" && git rev-parse --short HEAD[arm-d/wrong-type-hint-tool 9ba1187] Hint when zero count matches another type
1 file changed, 60 insertions(+)
9ba1187Planning background paid experiment script
Designing experiment run and logging structure
Inspecting record build process
Verifying post-run probe enrichment
Creating script for subset enrichment and summary
Preparing to launch script with dirty environment
>cd /Users/priyangapkini/nilenso/ai-playground/autoresearch && nohup python3 experiments/arm-d/run_wrong_type_hint.py > experiments/runs/after-wrong-type-hint-tool-9ba1187/driver.log 2>&1 & echo $! > experiments/runs/after-wrong-type-hint-tool-9ba1187/pid && echo started $(cat experiments/runs/after-wrong-type-hint-tool-9ba1187/pid)/bin/bash: experiments/runs/after-wrong-type-hint-tool-9ba1187/pid: No such file or directory
/bin/bash: experiments/runs/after-wrong-type-hint-tool-9ba1187/driver.log: No such file or directory
Command exited with code 1Planning directory creation
>cd /Users/priyangapkini/nilenso/ai-playground/autoresearch && mkdir -p experiments/runs/after-wrong-type-hint-tool-9ba1187 && nohup python3 experiments/arm-d/run_wrong_type_hint.py > experiments/runs/after-wrong-type-hint-tool-9ba1187/driver.log 2>&1 & echo $! > experiments/runs/after-wrong-type-hint-tool-9ba1187/pid && echo started $(cat experiments/runs/after-wrong-type-hint-tool-9ba1187/pid)/bin/bash: experiments/runs/after-wrong-type-hint-tool-9ba1187/pid: No such file or directory
Command exited with code 1Diagnosing background command failure
>ls -ld experiments/runs/after-wrong-type-hint-tool-9ba1187 || true; ps aux | grep 'run_wrong_type_hint.py' | grep -v grep || true; find experiments/runs/after-wrong-type-hint-tool-9ba1187 -maxdepth 1 -type f -print -exec tail -20 {} \; 2>/dev/nulldrwxr-xr-x@ 3 priyangapkini staff 96 24 Aug 15:08 experiments/runs/after-wrong-type-hint-tool-9ba1187
experiments/runs/after-wrong-type-hint-tool-9ba1187/driver.log
Traceback (most recent call last):
File "/Users/priyangapkini/nilenso/ai-playground/autoresearch/experiments/arm-d/run_wrong_type_hint.py", line 15, in <module>
from autoresearch import config, runner
ModuleNotFoundError: No module named 'autoresearch'Adjusting launch with PYTHONPATH
>cd /Users/priyangapkini/nilenso/ai-playground/autoresearch && PYTHONPATH=. nohup python3 experiments/arm-d/run_wrong_type_hint.py >> experiments/runs/after-wrong-type-hint-tool-9ba1187/driver.log 2>&1 & pid=$!; echo $pid > experiments/runs/after-wrong-type-hint-tool-9ba1187/pid; echo started $pidstarted 94458>ps -p $(cat experiments/runs/after-wrong-type-hint-tool-9ba1187/pid) -o pid,etime,command || truePID ELAPSED COMMANDPlanning uv environment execution
>cd /Users/priyangapkini/nilenso/ai-playground/autoresearch && PYTHONPATH=. nohup uv run python experiments/arm-d/run_wrong_type_hint.py >> experiments/runs/after-wrong-type-hint-tool-9ba1187/driver.log 2>&1 & pid=$!; echo $pid > experiments/runs/after-wrong-type-hint-tool-9ba1187/pid; echo started $pidstarted 94470>sleep 2; ps -p $(cat experiments/runs/after-wrong-type-hint-tool-9ba1187/pid) -o pid,etime,command || truePID ELAPSED COMMAND
94470 00:07 /bin/bash -c cd /Users/priyangapkini/nilenso/ai-playground/autoresearch && PYTHONPATH=. nohup uv run python experiments/arm-d/run_wrong_type_hint.py >> experiments/runs/after-wrong-type-hint-tool-9ba1187/driver.log 2>&1 & pid=$!; echo $pid > experiments/runs/after-wrong-type-hint-tool-9ba1187/pid; echo started $pidRefining process tracking
>ps aux | grep -E 'run_wrong_type_hint|claude -p|uv run python experiments/arm-d' | grep -v greppriyangapkini 94473 4.6 2.1 440976560 352352 ?? S 3:08PM 0:01.05 claude -p Which beaches in Malta have a road within 300m? --setting-sources project --output-format stream-json --verbose --model sonnet --permission-mode bypassPermissions --allowedTools Bash
priyangapkini 94236 3.1 2.0 440967872 329840 ?? S 3:05PM 0:02.03 claude -p Which beaches in Malta have a road within 300m? --setting-sources project --output-format stream-json --verbose --model anthropic/claude-sonnet-5 --permission-mode bypassPermissions --allowedTools Bash
priyangapkini 93491 0.8 1.7 440984176 287920 ?? S 2:56PM 0:07.99 claude -p Which beaches in Malta have a road within 300m? --setting-sources project --output-format stream-json --verbose --model sonnet --permission-mode bypassPermissions --allowedTools Bash
priyangapkini 93863 0.4 1.9 440972512 314096 ?? S 3:01PM 0:04.58 claude -p I need a clipping polygon for Malta to use in QGIS. --setting-sources project --output-format stream-json --verbose --model sonnet --permission-mode bypassPermissions --allowedTools Bash
priyangapkini 94472 0.0 0.1 435332528 9184 ?? S 3:08PM 0:00.11 /Users/priyangapkini/nilenso/ai-playground/autoresearch/.venv/bin/python3 experiments/arm-d/run_wrong_type_hint.py
priyangapkini 94471 0.0 0.1 410700272 18816 ?? S 3:08PM 0:00.04 uv run python experiments/arm-d/run_wrong_type_hint.py
priyangapkini 94470 0.0 0.0 435296224 656 ?? S 3:08PM 0:00.00 /bin/bash -c cd /Users/priyangapkini/nilenso/ai-playground/autoresearch && PYTHONPATH=. nohup uv run python experiments/arm-d/run_wrong_type_hint.py >> experiments/runs/after-wrong-type-hint-tool-9ba1187/driver.log 2>&1 & pid=$!; echo $pid > experiments/runs/after-wrong-type-hint-tool-9ba1187/pid; echo started $pidAssessing existing agent process conflicts
Designing polling with timeout for monitoring
>sleep 20; echo '--- ps'; ps aux | grep -E '9447[0-9]|claude -p Which beaches in Malta' | grep -v grep || true; echo '--- summary'; [ -f experiments/runs/after-wrong-type-hint-tool-9ba1187/summary.json ] && cat experiments/runs/after-wrong-type-hint-tool-9ba1187/summary.json; echo '--- log tail'; tail -20 experiments/runs/after-wrong-type-hint-tool-9ba1187/driver.log--- ps
priyangapkini 94473 1.0 2.2 440976560 371872 ?? S 3:08PM 0:01.33 claude -p Which beaches in Malta have a road within 300m? --setting-sources project --output-format stream-json --verbose --model sonnet --permission-mode bypassPermissions --allowedTools Bash
priyangapkini 93491 0.8 2.3 440984176 392896 ?? S 2:56PM 0:08.33 claude -p Which beaches in Malta have a road within 300m? --setting-sources project --output-format stream-json --verbose --model sonnet --permission-mode bypassPermissions --allowedTools Bash
priyangapkini 94236 0.7 2.1 440967872 344064 ?? S 3:05PM 0:02.27 claude -p Which beaches in Malta have a road within 300m? --setting-sources project --output-format stream-json --verbose --model anthropic/claude-sonnet-5 --permission-mode bypassPermissions --allowedTools Bash
priyangapkini 84086 0.4 0.5 1949369376 82000 ?? R 1:09PM 0:32.73 /Applications/Arc.app/Contents/Frameworks/ArcCore.framework/Helpers/Browser Helper (Renderer).app/Contents/MacOS/Browser Helper (Renderer) --type=renderer --user-data-dir=/Users/priyangapkini/Library/Application Support/Arc/User Data --bcny-app-id=0 --enable-blink-features=MediaSessionEnterPictureInPictureOnGMeetOnly --lang=en-GB --num-raster-threads=4 --enable-zero-copy --enable-gpu-memory-buffer-compositor-resources --enable-main-frame-before-activation --renderer-client-id=4040 --time-ticks-at-unix-epoch=-1787212959187726 --launch-time-ticks=211906059881 --shared-files --metrics-shmem-handle=1752395122,r,2008024949447777501,10668417824363801572,2097152 --field-trial-handle=1718379636,r,4828349478597574919,14437690703278620734,262144 --variations-seed-version --pseudonymization-salt-handle=1935764596,r,6961255369165806187,14788444135764954811,4 --trace-process-track-uuid=3190712771960941454 --seatbelt-client=263
priyangapkini 94472 0.0 0.1 435332528 9136 ?? S 3:08PM 0:00.14 /Users/priyangapkini/nilenso/ai-playground/autoresearch/.venv/bin/python3 experiments/arm-d/run_wrong_type_hint.py
priyangapkini 94471 0.0 0.1 410700272 17696 ?? S 3:08PM 0:00.04 uv run python experiments/arm-d/run_wrong_type_hint.py
priyangapkini 94470 0.0 0.0 435296224 624 ?? S 3:08PM 0:00.00 /bin/bash -c cd /Users/priyangapkini/nilenso/ai-playground/autoresearch && PYTHONPATH=. nohup uv run python experiments/arm-d/run_wrong_type_hint.py >> experiments/runs/after-wrong-type-hint-tool-9ba1187/driver.log 2>&1 & pid=$!; echo $pid > experiments/runs/after-wrong-type-hint-tool-9ba1187/pid; echo started $pid
--- summary
{
"attempts_done": 0,
"total": 4,
"completed": 0,
"ok": 0,
"botmap_calls": 0,
"cost_usd": 0.0,
"minutes": 0.0,
"finished": null
}
--- log tail
Traceback (most recent call last):
File "/Users/priyangapkini/nilenso/ai-playground/autoresearch/experiments/arm-d/run_wrong_type_hint.py", line 15, in <module>
from autoresearch import config, runner
ModuleNotFoundError: No module named 'autoresearch'
Traceback (most recent call last):
File "/Users/priyangapkini/nilenso/ai-playground/autoresearch/experiments/arm-d/run_wrong_type_hint.py", line 15, in <module>
from autoresearch import config, runner
File "/Users/priyangapkini/nilenso/ai-playground/autoresearch/autoresearch/runner.py", line 19, in <module>
from .questions import Question
File "/Users/priyangapkini/nilenso/ai-playground/autoresearch/autoresearch/questions.py", line 12, in <module>
import yaml
ModuleNotFoundError: No module named 'yaml'
[arm-d wrong-type] 1/4 beach-accessibility-malta__r1Investigating launch failure and PID handling
>pgrep -f 'python3 experiments/arm-d/run_wrong_type_hint.py|python experiments/arm-d/run_wrong_type_hint.py' | tr '\n' ' '94470 94471 94472Updating process ID reference
>printf '94472\n' > experiments/runs/after-wrong-type-hint-tool-9ba1187/pid && cat experiments/runs/after-wrong-type-hint-tool-9ba1187/pid94472Planning final result creation and commit
Started the first Arm D experiment.
/Users/priyangapkini/workspace/ar-d/botmap-wrong-type-hint9ba1187experiments/runs/after-wrong-type-hint-tool-9ba1187/experiments/arm-d/run_wrong_type_hint.pyMonitor:
cat experiments/runs/after-wrong-type-hint-tool-9ba1187/summary.jsontail -f experiments/runs/after-wrong-type-hint-tool-9ba1187/driver.logstatus
>ps -p $(cat experiments/runs/after-wrong-type-hint-tool-9ba1187/pid 2>/dev/null || echo 0) -o pid,etime,command || true
printf '\n--- summary ---\n'
[ -f experiments/runs/after-wrong-type-hint-tool-9ba1187/summary.json ] && cat experiments/runs/after-wrong-type-hint-tool-9ba1187/summary.json || echo no summary
printf '\n--- progress ---\n'
[ -f experiments/runs/after-wrong-type-hint-tool-9ba1187/progress.jsonl ] && tail -20 experiments/runs/after-wrong-type-hint-tool-9ba1187/progress.jsonl || echo no progress
printf '\n--- log tail ---\n'
tail -40 experiments/runs/after-wrong-type-hint-tool-9ba1187/driver.log 2>/dev/null || truePID ELAPSED COMMAND
--- summary ---
{
"attempts_done": 4,
"total": 4,
"completed": 2,
"ok": 2,
"botmap_calls": 39,
"cost_usd": 0.8831648000000001,
"minutes": 49.5,
"finished": null
}
--- progress ---
{"attempt": "beach-accessibility-malta__r1", "botmap_calls": 10, "completed": true, "cost_usd": 0.6576238000000001, "ok": true, "time": "2026-08-24T09:49:17.829123+00:00"}
{"attempt": "beach-accessibility-malta__r2", "botmap_calls": 8, "completed": false, "cost_usd": 0.0, "ok": false, "time": "2026-08-24T10:04:17.868107+00:00"}
{"attempt": "residential-share-cambridge__r1", "botmap_calls": 14, "completed": false, "cost_usd": 0.0, "ok": false, "time": "2026-08-24T10:19:17.876530+00:00"}
{"attempt": "residential-share-cambridge__r2", "botmap_calls": 7, "completed": true, "cost_usd": 0.225541, "ok": true, "time": "2026-08-24T10:27:58.655986+00:00"}
--- log tail ---
[arm-d wrong-type] 1/4 beach-accessibility-malta__r1
[arm-d wrong-type] 2/4 beach-accessibility-malta__r2
[arm-d wrong-type] 3/4 residential-share-cambridge__r1
[arm-d wrong-type] 4/4 residential-share-cambridge__r2
[arm-d wrong-type] enriching record-v2 probes
Traceback (most recent call last):
File "/Users/priyangapkini/nilenso/ai-playground/autoresearch/experiments/arm-d/run_wrong_type_hint.py", line 105, in <module>
main()
File "/Users/priyangapkini/nilenso/ai-playground/autoresearch/experiments/arm-d/run_wrong_type_hint.py", line 97, in main
enrichment = enrich_run(RUN_DIR, BOTMAP_REPO)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/Users/priyangapkini/nilenso/ai-playground/autoresearch/autoresearch/agenteval/enrich.py", line 44, in enrich_run
result = probe_call(call, runner, budget=budget)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/Users/priyangapkini/nilenso/ai-playground/autoresearch/autoresearch/agenteval/probe.py", line 160, in probe_call
probe = make_probe()
^^^^^^^^^^^^
File "/Users/priyangapkini/nilenso/ai-playground/autoresearch/autoresearch/agenteval/probe.py", line 157, in <lambda>
lambda: _probe_limit_raise(call, runner, active_budget),
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/Users/priyangapkini/nilenso/ai-playground/autoresearch/autoresearch/agenteval/probe.py", line 328, in _probe_limit_raise
probe, observation = budget.run("limit_raise", argv, runner)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/Users/priyangapkini/nilenso/ai-playground/autoresearch/autoresearch/agenteval/probe.py", line 47, in run
observation = runner(tuple(argv))
^^^^^^^^^^^^^^^^^^^
File "/Users/priyangapkini/nilenso/ai-playground/autoresearch/autoresearch/agenteval/enrich.py", line 81, in run
process = subprocess.run(
^^^^^^^^^^^^^^^
File "/Users/priyangapkini/.local/share/uv/python/cpython-3.11.15-macos-aarch64-none/lib/python3.11/subprocess.py", line 550, in run
stdout, stderr = process.communicate(input, timeout=timeout)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/Users/priyangapkini/.local/share/uv/python/cpython-3.11.15-macos-aarch64-none/lib/python3.11/subprocess.py", line 1209, in communicate
stdout, stderr = self._communicate(input, endtime, timeout)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/Users/priyangapkini/.local/share/uv/python/cpython-3.11.15-macos-aarch64-none/lib/python3.11/subprocess.py", line 2116, in _communicate
self._check_timeout(endtime, orig_timeout, stdout, stderr)
File "/Users/priyangapkini/.local/share/uv/python/cpython-3.11.15-macos-aarch64-none/lib/python3.11/subprocess.py", line 1253, in _check_timeout
raise TimeoutExpired(
subprocess.TimeoutExpired: Command '['/Users/priyangapkini/workspace/ar-d/botmap-wrong-type-hint/.venv/bin/python', '-m', 'botmap', '--json', 'categories', '-t', 'place', '--in', 'Malta', '--top', '500']' timed out after 120 seconds>ps aux | grep -E 'run_wrong_type_hint|claude -p' | grep -v grep | head -40priyangapkini 22690 3.6 1.6 440968448 268784 ?? S 5:29PM 0:08.14 claude -p Find hardware stores within 200m of a bike path in Cambridge, Massachusetts. --setting-sources project --output-format stream-json --verbose --model sonnet --permission-mode bypassPermissions --allowedTools Bash
priyangapkini 22742 2.5 1.5 440972032 244848 ?? S 5:30PM 0:07.69 claude -p How many restaurants are in Reykjavik? --setting-sources project --output-format stream-json --verbose --model sonnet --permission-mode bypassPermissions --allowedTools Bash
priyangapkini 22608 1.3 1.3 440981024 222848 ?? S 5:27PM 0:07.20 claude -p How many hospitals are there in Rhode Island? --setting-sources project --output-format stream-json --verbose --model anthropic/claude-sonnet-5 --permission-mode bypassPermissions --allowedTools BashRun finished agent attempts but failed during post-run probe enrichment.
Current run status:
{ "attempts_done": 4, "total": 4, "completed": 2, "ok": 2, "botmap_calls": 39, "cost_usd": 0.8831648000000001, "minutes": 49.5, "finished": null}Attempts:
beach-accessibility-malta__r1: completed, 10 botmap calls, $0.6576beach-accessibility-malta__r2: timed out/incompleteresidential-share-cambridge__r1: timed out/incompleteresidential-share-cambridge__r2: completed, 7 botmap calls, $0.2255Failure:
botmap --json categories -t place --in Malta --top 500Next safe step: rerun only enrichment with a larger timeout or skip the expensive truncation probe, then write agenteval-summary.json and compare the matched subset.
rerun only enrichment with a larger timeout
Planning timeout increase for enrichment
>cd /Users/priyangapkini/nilenso/ai-playground/autoresearch && PYTHONPATH=. nohup uv run python - <<'PY' > experiments/runs/after-wrong-type-hint-tool-9ba1187/enrich-rerun.log 2>&1 &
from pathlib import Path
import json
from autoresearch.agenteval.enrich import enrich_run
from autoresearch.agenteval.analyze import write_summary
run_dir = Path('experiments/runs/after-wrong-type-hint-tool-9ba1187')
botmap_repo = Path('/Users/priyangapkini/workspace/ar-d/botmap-wrong-type-hint')
print('[arm-d wrong-type] rerun enrichment timeout=300s', flush=True)
summary = enrich_run(run_dir, botmap_repo, timeout_s=300)
(run_dir / 'enrichment-summary.json').write_text(json.dumps(summary, indent=2) + '\n')
summary_path = write_summary(run_dir)
print(f'[arm-d wrong-type] wrote {summary_path}', flush=True)
# Mark driver summary finished now that enrichment completed.
status_path = run_dir / 'summary.json'
status = json.loads(status_path.read_text())
from datetime import datetime, timezone
status['finished'] = datetime.now(timezone.utc).isoformat()
status_path.write_text(json.dumps(status, indent=2) + '\n')
PY
pid=$!; echo $pid > experiments/runs/after-wrong-type-hint-tool-9ba1187/enrich.pid; echo started_enrichment $pidstarted_enrichment 25320or skip the expensive truncation probe,
Planning respond status check and skip implementation
>ps -p $(cat experiments/runs/after-wrong-type-hint-tool-9ba1187/enrich.pid 2>/dev/null || echo 0) -o pid,etime,command || true
printf '\n--- enrich log ---\n'
tail -40 experiments/runs/after-wrong-type-hint-tool-9ba1187/enrich-rerun.log 2>/dev/null || true
printf '\n--- files ---\n'
ls -l experiments/runs/after-wrong-type-hint-tool-9ba1187/agenteval-summary.json experiments/runs/after-wrong-type-hint-tool-9ba1187/enrichment-summary.json 2>/dev/null || truePID ELAPSED COMMAND
--- enrich log ---
[arm-d wrong-type] rerun enrichment timeout=300s
[arm-d wrong-type] wrote experiments/runs/after-wrong-type-hint-tool-9ba1187/agenteval-summary.json
--- files ---
-rw-r--r--@ 1 priyangapkini staff 2417 24 Aug 18:13 experiments/runs/after-wrong-type-hint-tool-9ba1187/agenteval-summary.json
-rw-r--r--@ 1 priyangapkini staff 82 24 Aug 18:13 experiments/runs/after-wrong-type-hint-tool-9ba1187/enrichment-summary.json>pgrep -af "botmap.*categories.*Malta|enrich_run|enrich-rerun|python -m botmap" | head -2019933
20391
20533
20685
21324
22356
22602
22668
26856
26911
27039
27040
27041
96983
98177Enrichment rerun with larger timeout completed successfully, so no need to skip the truncation probe now.
Outputs written:
experiments/runs/after-wrong-type-hint-tool-9ba1187/agenteval-summary.jsonexperiments/runs/after-wrong-type-hint-tool-9ba1187/enrichment-summary.jsonStatus:
{ "attempts_done": 4, "completed": 2, "botmap_calls": 39, "cost_usd": 0.8831648000000001, "finished": "2026-08-24T12:43:43.842275+00:00"}AFTER classification:
{ "clean": 35, "B": 3, "C": 1}Subtypes:
{"c-unknown": 1}Key result: c-wrong-type went 3 → 0 on the matched subset. Two attempts were incomplete/timeouts, so verdict should be “confirmed narrowly/provisionally,” not broad generality.
cat experiments/runs/after-wrong-type-hint-tool-9ba1187/summary.jsontail -f experiments/runs/after-wrong-type-hint-tool-9ba1187/driver.log{ "attempts_done": 4, "total": 4, "completed": 2, "ok": 2, "botmap_calls": 39, "cost_usd": 0.8831648000000001, "minutes": 49.5, "finished": null}{ "attempts_done": 4, "completed": 2, "botmap_calls": 39, "cost_usd": 0.8831648000000001, "finished": "2026-08-24T12:43:43.842275+00:00"}{ "clean": 35, "B": 3, "C": 1}{"c-unknown": 1}