AUTONOMOUS CHEAPOS SHOWCASE · ZERO-COST COMPUTE
100% FREE TIERPennyPinner · Autonomous Dependency Pinning & Security Auditor
Audits Python project dependencies, calculates sha256 artifact hashes, and creates strict reproducible lockfiles without pip-tools or Poetry overhead.
Run telemetry100% unattended
Autonomous Execution Benchmark
Cost, activity, autonomy and verification from the cheapoS execution engine.
01 Cost & token usage
- Total billed
- $0.00
- Total tokens
- 5,539,248
- Worker tokens
- 5,454,238
- Reviewer tokens
- 85,010
- Planner tokens
- 0
- Coordinator tokens
- 0
- Elapsed
- 32 min
- Inference
- 30.1 min
- Controller & validation
- 1.9 min
02 Actions & calls
456 total actions
- Worker calls
- 167
- Tool actions
- 112
- Reviewer calls
- 42
- Planner calls
- 0
- Coordinator calls
- 0
- Checkpoints
- 8
03 Models used
32 provider handoffs
- Workers
qwen3.8-27bgemini-3.1-flash-litegpt-oss-120bdots-3-note-preview:freegemma-4-31b-it- Reviewers
gemini-3.7-flash-lowqwen3.8-27b- Coordinators
gemma4:31b (fallback)
04 Autonomy
Unattended- Operator resumes
- 0
- Auto-approved checks
- 33Shell commands
- Merge blockers
- None (clean trunk merge)
05 Code quality & verification
- Unit test suite (final verification)
- 7/7 passing in 0.003s
- Autonomous check runs
- 29 / 33 passed (iterative repair loop) Iterative test loops during build
- Reviewer decisions
- 8 / 8 items approved (100%)
- Commits authored
- 8
PEER FEEDBACK & COMMUNITY BENCHMARKS
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