{ "run_id": "ShivSupane--fliprate-claude-haiku-5-5-1793108006656786519", "date": "2026-10-27T13:37:07.179068+00:00", "repo": "ShivSupane/fliprate", "kind": "repo", "source": "https://github.com/ShivSupane/fliprate", "commit": "ae17e4fa24643d86f506128207595b60b8187b03", "model": "claude-haiku-5-5", "model_version": "claude-haiku-5-5", "test_version": "readme-d5b140d3c0f8b95c2dd6fe6fc381a303cacb92679582c22317d8e78b572f0cf2", "pass": true, "outcome": "pass", "time_to_working_s": 184.12997488899998, "total_s": 220.52219891548157, "steps": [ "cd && pwd && ls -la && git status 2>&1 | head -3; id -u; python3 --version; cat README.md 2>/dev/null | head -150", "cd && tail -c +7000 README.md | sed 's/\\\\x0d//g' | head -220", "cd && ls -la .coldpass examples scripts tests src/fliprate 2>&1; sed -n 1,80p pyproject.toml", "mkdir -p && python3 -m venv && install -q --upgrade pip 2>&1 | tail -3; echo rc=$?", "cd && install -e \".[dev,api,sklearn]\" 2>&1 | tail -5; echo rc=${PIPESTATUS[0]}", "cd /tmp && F=; $F normalize \"mala product avadlaaa nhi\"; echo rc=$?; $F gate \"mala product avadlaaa nahi\"; echo rc=$?", "cd && ls .github/workflows && sed 's/\\r//' .github/workflows/*.yml | grep -n \"run:\" ; grep -n \"@app\\.\\(get\\|post\\)\" src/fliprate/api.py; grep -n \"def \\|add_parser\" src/fliprate/cli.py | head -60", "cd && sed 's/\\r//' .github/workflows/ci.yml | sed -n 40,80p; sed 's/\\r//' src/fliprate/api.py | sed -n 100,130p", "cd && timeout 900 -m pytest -q 2>&1 | tail -15; echo rc=${PIPESTATUS[0]}", "cd && grep -c 'x0d' README.md; grep -n 'fliprate normalize \"mala product avadlaaa nhi\"' README.md | cat -A | cut -c1-200; grep -n 'Unstable, but the built-in normalizer fixes it' README.md | cut -c1-200; grep -n 'fliprate gate \"mala' README.md | cut -c1-120; perturb \"delivery nahi aaya\" | head -8; echo rc=$?", "cd && ls data; grep -rniE \"cron|schedul|webhook|--once|--now|while True\" src/fliprate | head; cd /tmp && 2>&1 | tail -15; echo rc=${PIPESTATUS[0]}", "cd && sed -n 1,30p src/fliprate/events.py; grep -n \"def \\|argv\" src/fliprate/cli.py | sed -n 1,12p", "cd && cat > probe.json <<'EOF'\n{\"kind\":\"cli\",\"argv\":[\"\",\"normalize\",\"mala product avadlaaa nhi\"],\"cwd\":\"\",\"expected_text\":\"mala product avadla nahi\"}\nEOF\ncat > claims.json <<'EOF'\n[{\"kind\":\"claim\",\"claim\":\"Clean messy text directly with the normalize command\",\"source\":\"fliprate normalize \\\"mala product avadlaaa nhi\\\"\",\"input\":\"mala product avadlaaa nhi\",\"expected\":\"mala product avadla nahi\",\"probe_kind\":\"cli\",\"argv\":[\"\",\"normalize\",\"mala product avadlaaa nhi\"],\"expected_text\":\"mala product avadla nahi\",\"cwd\":\"\"},\n{\"kind\":\"claim\",\"claim\":\"Gate decision TRANSFORM means unstable but fixed by the built-in normalizer\",\"source\":\"| **TRANSFORM** | Unstable, but the built-in normalizer fixes it.\",\"input\":\"mala product avadlaaa nahi\",\"expected\":\"TRANSFORM: Stable after approved normalization\",\"probe_kind\":\"cli\",\"argv\":[\"\",\"gate\",\"mala product avadlaaa nahi\"],\"expected_text\":\"TRANSFORM: Stable after approved normalization\",\"cwd\":\"\"}]\nEOF\ncat > examples.json <<'EOF'\n[{\"kind\":\"example\",\"claim\":\"Basic usage example runs the library quick-check, normalization and audit flow\",\"source\":\"examples/01_basic_usage.py (docs/QUICKSTART.md Python API)\",\"input\":\"examples/01_basic_usage.py with no arguments\",\"expected\":\"prints a clean text, safe prediction and audit report\",\"argv\":[\"\",\"\"],\"cwd\":\"/tmp\",\"expected_text\":\"Clean: 'Mala product avadla nahi!'\"}]\nEOF\ncat > cycles.json <<'EOF'\n{\"detected\":false,\"reason\":\"Inspected README (CLI, API, production deployment sections), CI workflow, pyproject entry points and src/fliprate. No cron, scheduler, --once/--now, or webhook trigger exists. The only while True loop (src/fliprate/events.py drain) is a generator consumer, not a product cycle. FastAPI jobs are request-driven.\",\"checks\":[]}\nEOF\nfor f in probe.json claims.json examples.json cycles.json; do -I -c \"import json,sys;json.load(open(sys.argv[1]));print('ok',sys.argv[1])\" $f; done", "cd && = python3 -I --validate --replay 2>&1 | tail -60; echo rc=${PIPESTATUS[0]}", "cd && cat > report.json <<'EOF'\n{\"outcome\":\"working\",\"fault_owner\":null,\"operation\":\"Install FlipRate from source and run the CLI quality tools (normalize, gate) plus the documented Python quick-start example\",\"operation_scope\":\"Ubuntu guest, Python 3.12.3 (README requires >=3.9), venv at , extras dev,api,sklearn; no Hugging Face/torch model, no browser, no credentials needed\",\"steps\":[\"python3 -m venv && pip install --upgrade pip\",\"pip install -e \\\".[dev,api,sklearn]\\\" (From source section, in workspace)\",\"fliprate normalize \\\"mala product avadlaaa nhi\\\" (CLI section)\",\"fliprate gate \\\"mala product avadlaaa nahi\\\" (CLI section)\",\"python -m pytest -q (CI workflow, 407 passed)\",\"python examples/01_basic_usage.py (Quick start / examples)\"],\"deviations\":[\"Installed extras .[dev,api,sklearn] instead of .[dev,api,hf,sklearn] to skip the large torch/transformers download; the hf-backed model claims were not exercised.\",\"Used a dedicated venv at with the absolute fliprate path instead of a global pip install, as the task requires absolute venv paths.\",\"Workspace was not a git checkout; no git init was needed because the pinned source was already present and pip install used the local tree.\"],\"stuck_step\":null,\"main_blocker\":null,\"plain_failure\":null,\"suggested_fix\":\"None required for this run. Optional: the README text contains CRLF line endings and the Docker/Production sections were not executed.\"}\nEOF\n -I -c \"import json;d=json.load(open('report.json'));print(d['outcome'],d['fault_owner'])\"; ls -la " ], "stuck_step": null, "error_excerpt": null, "what_it_did": "Install FlipRate from source and run the CLI quality tools (normalize, gate) plus the documented Python quick-start example", "suggested_fix": null, "tokens_in": 373192, "tokens_out": 9285, "cost_usd": 0.01482021, "usage_complete": true, "checks": [ { "check": "operation", "status": "PASS", "details": { "working": true, "argv": [ "", "normalize", "mala product avadlaaa nhi" ], "kind": "cli", "returncode": 0, "stdout": "mala product avadla nahi\n avadlaaa -> avadla\n nhi -> nahi", "stderr": "", "needs_credentials": false, "needs_browser": false, "scope": "product operation" } } ], "safety": { "version": "z2x-1", "rules_version": "z2x-1", "summary": "No problems traced to this repository code in these checks.", "expected": "Reviewed as expected for a test run: attempted writes that failed, so nothing was written.", "findings": [], "context": [], "limitations": [ "A short run cannot establish that code is safe.", "Connections show IP addresses; proxies can hide the final hostname.", "Tracing covers dispatched commands and their children, not the whole OS; guest root can interfere with tracing." ], "static": { "dependency_note": "OSV scanned supported lockfiles; unpinned dependencies and unsupported formats are outside this check." }, "evidence_url": "/safety/?run=ShivSupane--fliprate-claude-haiku-5-5-1793108006656786519", "evidence_file": "/data/safety/ShivSupane--fliprate-claude-haiku-5-5-1793108006656786519.json.gz" }, "agent_execution": "native_agent", "agent_runtime": "claude-code", "agent_runtime_version": "2.1.310 (Claude Code)", "tool_transport": "mcp-assigned-vm", "platform": "linux", "reasoning": "low", "service_tier": null, "resources": { "cpus": 2, "memory_mib": 4096, "disk_mib": 32768 }, "native_tool_calls": 15, "native_bundle": null, "architecture": null, "backend": "hyperv", "platform_details": { "backend": "hyperv", "os": "linux" }, "platform_conflicts": null, "sandbox_source": null, "source_pin": { "commit": "ae17e4fa24643d86f506128207595b60b8187b03", "url": "https://github.com/ShivSupane/fliprate" }, "purpose": "initial", "profile": { "model": "claude-haiku-5-5", "reasoning": "low" }, "fault": { "owner": null, "status": "resolved", "reason": null }, "fix_id": null, "verifies_run_id": null, "hosting": null, "operation_scope": "product operation", "tool_calls": 15, "guest_setup": null, "runtime": null, "runtime_version": null, "runtime_revision": null, "source_revision": null, "evidence_version": null, "failure_origin": null, "evidence_strength": "readme_checked", "works": "yes", "install_s": null, "first_use_s": null, "mcp": "none", "needs": [], "needs_which": null, "agent_interface": [ "cli" ], "license": "MIT", "repo_url": "https://github.com/ShivSupane/fliprate", "cost_to_try": "free", "hardware": null, "what_failed": null, "local_or_hosted": "local", "cycle_checks": [ { "kind": "cycle", "claim": "Scheduled or looping main behavior", "source": "repository entry points", "input": "source inspection", "expected": "identify the product trigger", "verdict": "yes", "outcome": "Inspected README (CLI, API, production deployment sections), CI workflow, pyproject entry points and src/fliprate. No cron, scheduler, --once/--now, or webhook trigger exists. The only while True loop (src/fliprate/events.py drain) is a generator consumer, not a product cycle. FastAPI jobs are request-driven.", "evidence": "Inspected README (CLI, API, production deployment sections), CI workflow, pyproject entry points and src/fliprate. No cron, scheduler, --once/--now, or webhook trigger exists. The only while True loop (src/fliprate/events.py drain) is a generator consumer, not a product cycle. FastAPI jobs are request-driven.", "command": "" } ], "claims": [ { "kind": "claim", "claim": "Clean messy text directly with the normalize command", "source": "fliprate normalize \"mala product avadlaaa nhi\"", "input": "mala product avadlaaa nhi", "expected": "mala product avadla nahi", "command": " normalize 'mala product avadlaaa nhi'", "verdict": "yes", "outcome": "Real input produced the expected result: mala product avadla nahi", "evidence": "mala product avadla nahi\n avadlaaa -> avadla\n nhi -> nahi\n", "returncode": 0, "source_checked": true, "source_file": "README.md" }, { "kind": "claim", "claim": "Gate decision TRANSFORM means unstable but fixed by the built-in normalizer", "source": "| **TRANSFORM** | Unstable, but the built-in normalizer fixes it.", "input": "mala product avadlaaa nahi", "expected": "TRANSFORM: Stable after approved normalization", "command": " gate 'mala product avadlaaa nahi'", "verdict": "yes", "outcome": "Real input produced the expected result: TRANSFORM: Stable after approved normalization", "evidence": "TRANSFORM: Stable after approved normalization\nprediction='product_feedback' raw_stability=0.625 normalized_stability=1.0\n flipped on: mala produkt avdla nahi\n flipped on: mala prodct avdla nahee\n flipped on: mala produuuct avadlaaa nahi\n", "returncode": 0, "source_checked": true, "source_file": "README.md" } ], "claims_note": null, "example_checks": [ { "kind": "example", "claim": "Basic usage example runs the library quick-check, normalization and audit flow", "source": "examples/01_basic_usage.py (docs/QUICKSTART.md Python API)", "input": "examples/01_basic_usage.py with no arguments", "command": " ", "evidence": "on: Prediction is stable across safe variants\n\nMessy: 'Mala product avadlaaa nhiii!!!'\nClean: 'Mala product avadla nahi!'\n\nSafe prediction on 'ye delivery nhi aayi': negative\n\nAuditing model on dataset...\nMessages: 4 | safe variants tested: 12\nAccuracy on originals: 75.0% (macro-F1 0.78)\nAccuracy on safe variants: 75.0% (macro-F1 0.78)\nAccuracy drop: +0.0% 95% CI [+0.0%, +0.0%]\nFlip rate: 0.0% 95% CI [0.0%, 0.0%]\nMost fragile change type: spelling (flip rate 0.0%)\nNote: flip rate shows instability, not correctness. A model can flip to the right answer.", "deferred": false, "expected": "prints a clean text, safe prediction and audit report", "returncode": 0, "verdict": "yes", "outcome": "command completed successfully" } ], "does_what_it_says": "yes", "maintenance": { "last_commit_at": "2026-10-27T13:31:52Z", "commits_90d": 48, "merged_prs_90d": 6, "open_issues": 0, "open_prs": 0, "reply_share": null, "reply_threads": 0, "median_reply_hours": null, "last_release_at": "2026-10-27T13:33:23Z", "archived": false, "verdict": "maintained", "note": "actively maintained: last commit 0 days ago; 48 commits and 6 merged PRs in 90 days; 0 open issues, 0 open PRs; latest release 2026-10-27" }, "maintenance_verdict": "maintained", "maintenance_note": "actively maintained: last commit 0 days ago; 48 commits and 6 merged PRs in 90 days; 0 open issues, 0 open PRs; latest release 2026-10-27", "maintained": "active", "maintained_note": "last commit 0 days ago", "last_commit_at": "2026-10-27T13:33:23Z", "last_release_at": "2026-10-27T13:33:23Z", "open_issues": null, "answered_issues": null, "platforms_claimed": [ "linux" ], "topic": "data", "agent_interfaces": [ { "interface": "cli", "evidence": "independent checker", "observed": true, "operation_checked": true } ], "agent_interfaces_note": "README metadata is a discovery hint, not pinned documentation proof. Observed interfaces were exercised in this run. An empty list means unknown.", "mcp_context": null, "tested_at": "2026-10-27T13:37:07.179068+00:00", "tested_commit": "ae17e4fa24643d86f506128207595b60b8187b03", "tested_with": { "agent": "claude-code", "agent_version": "2.1.310 (Claude Code)", "model": "claude-haiku-5-5", "model_route": "claude-haiku-5-5", "reasoning": "low", "os": "linux", "backend": "hyperv", "transport": "mcp-assigned-vm" }, "setup_identity": { "repo": "ShivSupane/fliprate", "source": "https://github.com/ShivSupane/fliprate", "commit": "ae17e4fa24643d86f506128207595b60b8187b03", "source_revision": null, "os": "linux", "architecture": null, "backend": "hyperv", "model": "claude-haiku-5-5", "model_version": "claude-haiku-5-5", "agent_execution": "native_agent", "agent_runtime": "claude-code", "agent_runtime_version": "2.1.310 (Claude Code)", "tool_transport": "mcp-assigned-vm", "runtime": null, "runtime_version": null, "runtime_revision": null, "sandbox_source": null, "guest_setup": null, "source_pin": { "commit": "ae17e4fa24643d86f506128207595b60b8187b03", "url": "https://github.com/ShivSupane/fliprate" }, "platform_details": { "os": "linux", "backend": "hyperv" }, "platform_conflicts": null, "reasoning": "low", "service_tier": null, "resources": { "cpus": 2, "memory_mib": 4096, "disk_mib": 32768 }, "operation": "Install FlipRate from source and run the CLI quality tools (normalize, gate) plus the documented Python quick-start example", "operation_scope": "product operation", "hosting": null, "kind": "repo", "test_version": "readme-d5b140d3c0f8b95c2dd6fe6fc381a303cacb92679582c22317d8e78b572f0cf2", "evidence_version": null }, "other_model": null, "other_run_id": null, "models_agree": null, "furthest_model": null, "transcript_url": "/transcripts/ShivSupane--fliprate-claude-haiku-5-5-1793108006656786519.txt", "report_url": "/reports/ShivSupane--fliprate-claude-haiku-5-5-1793108006656786519.json" }