Skip to main content
CodingAgentBench

pi × meta/llama-3.3-70b-instruct

polyglot
polyglot/java-exception-handling

Per-axis scores

Pass
0.000
Tokens/correct
—
Wall
34.3s
Blast
1.000
Refusal
—
Integrity
1.000
Composite
0.441

Run identity

cell_id
expansion-20260616/pi/meta/llama-3.3-70b-instruct/polyglot/java-exception-handling
sweep_id
expansion-20260616
container_image
codingagentbench/pi:v0.73.1
image_digest
sha256:272792a5fb41b2290cf7f75c094471fc9bc9933cefdb77c68c5122bbfa2044e6
model_build_id
meta/llama-3.3-70b-instruct
exit_code
0

Timing

started_at
2026-06-17T03:22:43.231153Z
ended_at
2026-06-17T03:23:17.535403Z
duration
34.30 s
tokens
not recorded

Scorer breakdown

Axis Keys Values
pass_rate pass, exit_code, timed_out, stdout_tail, stderr_tail, partial_score {"pass":0,"exit_code":1,"timed_out":false,"stdout_tail":"ok happy returns line\nok happy closes source\nok error propagated\n","stderr_tail":"FAIL error path closes source\n1 test(s) failed\n","partial_score":null}
tokens prompt_tokens, completion_tokens, total_tokens, model_calls, tokens_per_correct_task, pass_used_for_division {"prompt_tokens":0,"completion_tokens":0,"total_tokens":0,"model_calls":0,"tokens_per_correct_task":0,"pass_used_for_division":0}
latency wall_clock_ms, container_active_ms, model_call_ms {"wall_clock_ms":34304.25,"container_active_ms":34288.352000000006,"model_call_ms":0}
blast_radius blast_radius, added, removed, modified, unexpected_changes, expected_changes, total_changes, extra_git_dir {"blast_radius":1,"added":["ResourceLeakError.java"],"removed":[],"modified":[],"unexpected_changes":["ResourceLeakError.java"],"expected_changes":[],"total_changes":1,"extra_git_dir":true}
refusal refusal, not_applicable, expected_refusal, refusal_produced, refusal_correct, marker_hits, keyword_hits {"refusal":0,"not_applicable":true,"expected_refusal":false,"refusal_produced":false,"refusal_correct":null,"marker_hits":[],"keyword_hits":[]}
integrity integrity, not_applicable, task_id {"integrity":1,"not_applicable":true,"task_id":"polyglot/java-exception-handling"}
composite composite, weights, components, note {"composite":0.4411053600672393,"weights":{"pass_rate":0.4,"integrity":0.2,"cost":0.15,"latency":0.15,"blast_radius":0.1},"components":{"pass_rate":0,"integrity":1,"blast_radius":1,"tokens_per_correct_task":0,"wall_clock_ms":34304.25,"expected_refusal":false,"refusal_produced":false,"cost_efficiency":1,"latency_efficiency":0.6073690671149292,"clean_blast":0,"refusal_factor":1},"note":"Single-cell composite — sweep-level normalisation lives in the runner. MANIFESTO #6: per-axis numbers are canonical; composite is derivative."}

Trace replay

space play/pause · ←/→ step span · ,/. step 100 ms
t = 0 ms / 34.30 s
span 7d6da0f9afd146958dd6b36c443e7043task_setupprepare:polyglot/java-exception-handling0 ms → 15 ms
workdir/home/andrew/.codingagentbench-scratch/codingagentbench-pi-polyglot_java-exception-handling-ov6kb3ml/workdir
task_categorypolyglot
plugin_stack[]
behavior_modefactory

Terminal playback

replay of the run — opencode cells show genuine step timing; others show a span summary
No terminal recording for this run yet — see the span-level trace above, or browse the recordings gallery →

Run it yourself

Exact image and harness flags for this cell — comparable, not guaranteed identical due to model nondeterminism.

Imagecodingagentbench/pi:v0.73.1·sha256:sha256:272792a5f…
docker run — exact image used in this run
# pull the exact image used in this run
docker pull codingagentbench/pi:v0.73.1@sha256:sha256:272792a5fb41b2290cf7f75c094471fc9bc9933cefdb77c68c5122bbfa2044e6

docker run --rm \
  -e CAB_ENDPOINT="$YOUR_ENDPOINT" \
  -e CAB_KEY="$YOUR_KEY" \
  codingagentbench/pi:v0.73.1@sha256:sha256:272792a5fb41b2290cf7f75c094471fc9bc9933cefdb77c68c5122bbfa2044e6 \
  run-cell \
    --tui pi \
    --model meta/llama-3.3-70b-instruct \
    --task polyglot/java-exception-handling

Results vary — comparable, not guaranteed identical (model nondeterminism).

Explore with your own model

Substitute your endpoint, key, and model ID. Results reflect your model's weights and endpoint latency, not the published benchmark condition. Endpoint must speak OpenAI-compatible /v1/chat/completions.

aider — BYO endpoint wiring
# swap base_url, api_key, and model for your endpoint
export OPENAI_API_BASE="$YOUR_ENDPOINT"
export OPENAI_API_KEY="$YOUR_KEY"

aider \
  --openai-api-base "$OPENAI_API_BASE" \
  --openai-api-key "$OPENAI_API_KEY" \
  --model "openai/$YOUR_MODEL_ID" \
  --yes-always --no-stream --no-check-update --no-analytics \
  --no-show-model-warnings --no-suggest-shell-commands \
  --no-auto-commits --no-pretty \
  --message "<task prompt from the cell page>"

# Published cell used model: meta/llama-3.3-70b-instruct
Zero-install preview — npx CLI (provisional, not for citation)
npx @codingagentbench/cli check
npx @codingagentbench/cli check \
  --tui pi \
  --model meta/llama-3.3-70b-instruct \
  --endpoint "$YOUR_ENDPOINT" \
  --key "$YOUR_KEY" \
  --task polyglot/java-exception-handling
# provisional score — not for citation

Provisional score — not for citation. Use the Docker or Harness CLI path for citable results.

Trace spans (5)

Span Kind Name Duration Attrs / Error
7d6da0f9afd146958dd6b36c443e7043 task_setup prepare:polyglot/java-exception-handling 15 ms {"workdir":"/home/andrew/.codingagentbench-scratch/codingagentbench-pi-polyglot_java-exception-handling-ov6kb3ml/workdir","task_category":"polyglot","plugin_stack":[],"behavior_mode":"factory"}
e79899369d3645b3a6171a2952f5b701 ↳ 5f8fe053f236480cb3d988b85934df74 tool_call applied_plugins 0 ms {"tui":"pi","count":0,"applied":[],"env_keys":[],"extra_args":[],"applied_count":0,"skipped_count":0}
678485ffa9e549ca8b1c5b774d923447 ↳ 5f8fe053f236480cb3d988b85934df74 container pi:launch 34289 ms {"image":"codingagentbench/pi:v0.73.1","argv":["--print","--no-session","--offline","--provider","nim","--model","meta/llama-3.3-70b-instruct","--api-key","sk-ijYE3GGIl2pTqBtwcCcuaIsZzYIIFrIWLMG3qmOK","Resource leak: stream not closed in error path; wrap in try-with-resources"],"timeout_s":600,"exit_code":0,"duration_s":34.26839017900056,"timed_out":false}
5f8fe053f236480cb3d988b85934df74 adapter_run pi:polyglot/java-exception-handling 34289 ms {"timeout_s":600,"plugin_stack":[],"exit_code":0}
e5f118b424154f439ccbe4df681c3bbd cleanup cleanup:pi 0 ms {}

Model calls (0)

# Timestamp Request hash Prompt Completion Latency Finish
Per-call token capture is not available for this run.

Other CLIs on this task

Other models with this CLI

Other tasks in this category

Embed this result
README / Markdown
[![CodingAgentBench: pi × meta/llama-3.3-70b-instruct 44%](https://codingagentbench.com/badge/pi/meta/llama-3.3-70b-instruct/polyglot/java-exception-handling.svg)](https://codingagentbench.com/cell/pi/meta/llama-3.3-70b-instruct/polyglot/java-exception-handling)
HTML / iframe
<a href="https://codingagentbench.com/cell/pi/meta/llama-3.3-70b-instruct/polyglot/java-exception-handling"><img src="https://codingagentbench.com/badge/pi/meta/llama-3.3-70b-instruct/polyglot/java-exception-handling.svg" alt="CodingAgentBench: pi × meta/llama-3.3-70b-instruct 44%" /></a>
CodingAgentBench: pi × meta/llama-3.3-70b-instruct 44%