AUTONOMOUS CHEAPOS SHOWCASE · ZERO-COST COMPUTE
100% FREE TIERPromptDiet · Zero-Cost Prompt Token Minimizer & Diff Optimizer
Minimizes LLM prompt token consumption through AST-aware whitespace reduction, redundant instruction deduplication, and visual diff analysis.
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
- 4,722,050
- Worker tokens
- 3,605,151
- Reviewer tokens
- 429,098
- Planner tokens
- 667,411
- Coordinator tokens
- 20,390
- Elapsed
- 26.8 min
- Inference
- 22.8 min
- Controller & validation
- 3.8 min
02 Actions & calls
285 total actions
- Worker calls
- 100
- Tool actions
- 108
- Reviewer calls
- 46
- Planner calls
- 30
- Coordinator calls
- 1
- Checkpoints
- 6
03 Models used
10 provider handoffs
- Workers
dots-3-note-preview:freegemini-3.1-flash-liteqwen3.6-27bgemma-4-31b-it- Reviewers
gemini-3.7-flash-lowqwen3.8-27b- Coordinators
gemma4:31b
04 Autonomy
Unattended- Operator resumes
- 0
- Auto-approved checks
- 21Shell commands
- Merge blockers
- None (clean trunk merge)
05 Code quality & verification
- Unit test suite (final verification)
- 8/8 passing in 0.091s
- Autonomous check runs
- 14 / 21 passed (iterative repair loop) Iterative test loops during build
- Reviewer decisions
- 6 / 6 items approved (100%)
- Commits authored
- 6
PEER FEEDBACK & COMMUNITY BENCHMARKS
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