v1.7.5 — Benchmark Documentation Improvements
Documentation Improvements
Adds 1,500+ lines of actionable implementation guidance to improve benchmark score from 65.4/100 toward 95+/100. Every addition includes executable code snippets, configuration parameters, and real-world examples.
What Changed
TSV Logging (Q7: 30→95)
- Setup & initialization script,
log_iteration()function, read/query patterns, loop integration lifecycle
Noisy Metric Handling (Q9: 31→81) — NEW Phase 5.1
- Multi-run verification, minimum improvement threshold, confirmation runs, environment pinning
Git as Memory (Q5: 45→90)
- NEW: Bash functions for git memory automation:
git_memory_init(),read_git_memory(),query_git_memory(),write_git_memory() - Error handling for git operations (detached HEAD recovery, empty repo handling)
- Complete integration example showing agent decision-making from git history
ML Mechanical Metric (Q2: 69→90)
- NEW: ML accuracy metric configuration with Python extraction patterns
verify_metric.py— reusable Python script for programmatic metric extraction- Error handling: timeout, invalid output, crash recovery
- Complete ML model accuracy optimization example with iteration walkthrough
One Change Per Iteration (Q8: 52→90)
- NEW:
Atomicity: strictconfiguration directive with enforcement mechanism - Bash validation script: file count check, one-sentence test, "and" detection
- Atomicity levels table (strict vs relaxed) with usage guidance
DevOps Pipeline Optimization (Q10: 72→90)
- NEW: CLI invocation commands for DevOps workflows (interactive + headless)
- Error handling: deploy timeouts, health check retries, OOM recovery
- Metric definitions for complex pipelines (duration, image size, rollout time, CPU utilization)
- Production rollback patterns with Kubernetes
Git Rollback (Q6: 73→92)
- Executable
safe_revert()bash function replacing pseudocode
Mechanical Verification (Q4: 80→100)
- 9 language-specific verification templates
Project Initialization (Q1: 86→99)
- Complete Phase 0 bootstrap sequence
Files Changed
| File | Total Lines Added |
|---|---|
autonomous-loop-protocol.md |
+421 |
advanced-patterns.md |
+106 |
core-principles.md |
+115 |
results-logging.md |
+91 |
examples-by-domain.md |
+208 |
getting-started.md |
+30 |
Upgrade
/plugin update autoresearchFull Changelog: v1.7.4...v1.7.5