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CodingAgentBench

aider × stepfun-ai/step-3.5-flash

mutations
mutations/rust-error-negated
The adapter never started.
APIError: 409 Client Error for http+docker://localhost/v1.54/containers/1bb404b30ad43a414923452da909387c3b989e1fe03378bf1d1918639ea28ab2/logs?stderr=0&stdout=1&timestamps=0&follow=0&tail=all: Conflict ("can not get logs from container which is dead or marked for removal")
All scores are reported as recorded. A failed run's zero is an honest measurement.

Per-axis scores

Pass
0.000
Tokens/correct
Wall
89.8s
Blast
1.000
Refusal
Integrity
1.000
Composite
0.425

Run identity

cell_id
free-20260527/aider/stepfun-ai/step-3.5-flash/mutations/rust-error-negated
sweep_id
free-20260527
container_image
codingagentbench/aider:v0.86.0
image_digest
sha256:f2cd27890475900f9cb617b1c7a6328989a48e8168e7280ac2247a5d2d26d8a1
model_build_id
stepfun-ai/step-3.5-flash
exit_code
-1

Timing

started_at
2026-06-16T18:36:07.278610Z
ended_at
2026-06-16T18:37:37.110582Z
duration
89.83 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":101,"timed_out":false,"stdout_tail":"\nrunning 4 tests\ntest tests::first_attempt_ok_returns_immediately ... FAILED\ntest tests::retries_on_error_until_success ... FAILED\ntest tests::gives_up_after_max_attempts ... FAILED\ntest tests::zero_max_attempts_errors ... ok\n\nfailures:\n\n---- tests::first_attempt_ok_returns_immediately stdout ----\n\nthread 'tests::first_attempt_ok_returns_immediately' (3981453) panicked at src/lib.rs:38:9:\nassertion `left == right` failed\n left: 5\n right: 1\nnote: run with `RUST_BACKTRACE=1` environment variable to display a backtrace\n\n---- tests::retries_on_error_until_success stdout ----\n\nthread 'tests::retries_on_error_until_success' (3981455) panicked at src/lib.rs:56:9:\nassertion `left == right` failed\n left: Err(\"attempt 0\")\n right: Ok(7)\n\n---- tests::gives_up_after_max_attempts stdout ----\n\nthread 'tests::gives_up_after_max_attempts' (3981454) panicked at src/lib.rs:72:9:\nassertion `left == right` failed\n left: 1\n right: 3\n\n\nfailures:\n tests::first_attempt_ok_returns_immediately\n tests::gives_up_after_max_attempts\n tests::retries_on_error_until_success\n\ntest result: FAILED. 1 passed; 3 failed; 0 ignored; 0 measured; 0 filtered out; finished in 0.00s\n\n","stderr_tail":"","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":89831.972,"container_active_ms":89800.008,"model_call_ms":0}
blast_radius blast_radius, added, removed, modified, unexpected_changes, expected_changes, total_changes, extra_git_dir {"blast_radius":1,"added":[".aider.chat.history.md",".aider.input.history",".aider.tags.cache.v4/cache.db",".aider.tags.cache.v4/cache.db-shm",".aider.tags.cache.v4/cache.db-wal",".aider/analytics.json",".aider/caches/model_prices_and_context_window.json",".aider/installs.json"],"removed":[],"modified":[],"unexpected_changes":[".aider.chat.history.md",".aider.input.history",".aider.tags.cache.v4/cache.db",".aider.tags.cache.v4/cache.db-shm",".aider.tags.cache.v4/cache.db-wal",".aider/analytics.json",".aider/caches/model_prices_and_context_window.json",".aider/installs.json"],"expected_changes":[],"total_changes":8,"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":"mutations/rust-error-negated"}
composite composite, weights, components, note {"composite":0.42502739813387863,"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":89831.972,"expected_refusal":false,"refusal_produced":false,"cost_efficiency":1,"latency_efficiency":0.5001826542258576,"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 / 89.83 s
span bfbffbbfd5e449b882989b19e182b8cftask_setupprepare:mutations/rust-error-negated0 ms12 ms
workdir/home/andrew/.codingagentbench-scratch/codingagentbench-aider-mutations_rust-error-negated-ow8fbn6c/workdir
task_categorymutations
plugin_stack[]
behavior_modefactory

Terminal playback

replay of the run — opencode cells show genuine step timing; others show a span summary

Run it yourself

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

Imagecodingagentbench/aider:v0.86.0·sha256:sha256:f2cd27890…
docker run — exact image used in this run
# pull the exact image used in this run
docker pull codingagentbench/aider:v0.86.0@sha256:sha256:f2cd27890475900f9cb617b1c7a6328989a48e8168e7280ac2247a5d2d26d8a1

docker run --rm \
  -e CAB_ENDPOINT="$YOUR_ENDPOINT" \
  -e CAB_KEY="$YOUR_KEY" \
  codingagentbench/aider:v0.86.0@sha256:sha256:f2cd27890475900f9cb617b1c7a6328989a48e8168e7280ac2247a5d2d26d8a1 \
  run-cell \
    --tui aider \
    --model stepfun-ai/step-3.5-flash \
    --task mutations/rust-error-negated

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: stepfun-ai/step-3.5-flash
Zero-install preview — npx CLI (provisional, not for citation)
npx @codingagentbench/cli check
npx @codingagentbench/cli check \
  --tui aider \
  --model stepfun-ai/step-3.5-flash \
  --endpoint "$YOUR_ENDPOINT" \
  --key "$YOUR_KEY" \
  --task mutations/rust-error-negated
# provisional score — not for citation

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

Trace spans (6)

Span Kind Name Duration Attrs / Error
bfbffbbfd5e449b882989b19e182b8cf task_setup prepare:mutations/rust-error-negated 12 ms {"workdir":"/home/andrew/.codingagentbench-scratch/codingagentbench-aider-mutations_rust-error-negated-ow8fbn6c/workdir","task_category":"mutations","plugin_stack":[],"behavior_mode":"factory"}
0979d88a332f467bbf7c1752d786461a ↳ 9c81e0b3af5f429681637bf73742ca9c task_setup aider:git-init-marker 0 ms {"workdir":"/home/andrew/.codingagentbench-scratch/codingagentbench-aider-mutations_rust-error-negated-ow8fbn6c/workdir","git_dir_exists":true}
3ad9290c9e1f4f58b82430603189e9e4 ↳ 9c81e0b3af5f429681637bf73742ca9c tool_call applied_plugins 0 ms {"tui":"aider","count":0,"applied":[],"env_keys":[],"extra_args":[],"applied_count":0,"skipped_count":0}
310b0c9582d34318b97abcba11381c9e ↳ 9c81e0b3af5f429681637bf73742ca9c container aider:launch 89800 ms err: APIError: 409 Client Error for http+docker://localhost/v1.54/containers/1bb404b30ad43a414923452da909387c3b989e1fe03378bf1d1918639ea28ab2/logs?stderr=0&stdout=1&timestamps=0&follow=0&tail=all: Conflict ("can not get logs from container which is dead or marked for removal")
9c81e0b3af5f429681637bf73742ca9c adapter_run aider:mutations/rust-error-negated 89820 ms {"timeout_s":600,"plugin_stack":[],"exit_code":-1,"error":"APIError: 409 Client Error for http+docker://localhost/v1.54/containers/1bb404b30ad43a414923452da909387c3b989e1fe03378bf1d1918639ea28ab2/logs?stderr=0&stdout=1&timestamps=0&follow=0&tail=all: Conflict (\"can not get logs from container which is dead or marked for removal\")"}
d872984470e04efda2e9c4e41e56f79c cleanup cleanup:aider 0 ms {}

Model calls (0)

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

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CodingAgentBench: aider × stepfun-ai/step-3.5-flash 43%