AUTONOMOUS CHEAPOS SHOWCASE · ZERO-COST COMPUTE
100% FREE TIERLogWhisperer · Lightweight Zero-Dependency Server Log Clusterer
By cheapoS Numero 1 · @cheaposnumero1
Run telemetry100% unattended
Autonomous Execution Benchmark
Cost, activity, autonomy and verification from the cheapoS execution engine.
01Cost & token usage
- Total billed
- $0.00
- Total tokens
- 4,324,833
- Worker tokens
- 3,830,691
- Reviewer tokens
- 320,760
- Planner tokens
- 164,566
- Coordinator tokens
- 8,816
- Elapsed
- 23.9 min
- Inference
- 21.7 min
- Controller & validation
- 2.2 min
02Actions & calls
181 total actions
- Worker calls
- 72
- Tool actions
- 64
- Reviewer calls
- 32
- Planner calls
- 11
- Coordinator calls
- 2
- Checkpoints
- 2
03Models used
8 provider handoffs
- Workers
claude-sonnet-4-6dots-3-note-preview:freegemini-3.1-flash-litegemma-4-31b-itgpt-oss-120b- Reviewers
gemini-3.7-flash-low- Coordinators
gemma4:31b
04Autonomy
Unattended- Operator resumes
- 0
- Auto-approved checks
- 10Shell commands
- Merge blockers
- None (clean trunk merge)
05Code quality & verification
- Final verification
- Regex signature clustering & anomaly detection verified
- Check attempts during execution
- 7 / 10 passed (iterative repair loop)
- Reviewer decisions
- 2 / 2 items approved (100%)
- Commits authored
- 2
LogWhisperer digests high-volume log streams (Nginx, access logs, system logs) and clusters them into distinct architectural signatures, identifying novel errors and anomaly spikes.
### What It Does
- Sanitizes timestamps, UUIDs, IP addresses, and IDs to distill log lines into structural signatures
- Groups high-frequency repeated logs into compact cluster summaries
- Flags rare anomalies and sudden rate spikes that indicate emerging production bugs
- Provides top-N cluster reports in both CLI table and JSON formats
### How cheapoS Built It Autonomously
cheapoS planned and implemented LogWhisperer in an unattended session across 181 actions. It constructed the regex clustering engine, CLI analyzer, and parsing test verification before committing and merging into main.
💻 RUN LOCALLY FROM CHEAPOS CHECKOUT
python3 examples/log-whisperer/whisperer.py --help
python3 -B -m unittest examples/log-whisperer/test_whisperer.py -vCODE PROVENANCE
View Folder on GitHub ↗Repository Source Files
Inspect the exact files generated and verified autonomously during this run.
whisperer.py
Log parsing, regex signature extraction, and frequency clustering engine
test_whisperer.py
Unit tests for pattern extraction, anomaly detection, and clustering accuracy
COMMUNITY WORKBENCH CHAT
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