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v4.4.0 — Operational Intelligence (Final Phase)

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@ThePyProgrammer ThePyProgrammer released this 02 Apr 06:21
· 97 commits to main since this release
v4.4.0
12e8080

What's new in v4.4.0

The final phase. All 29 phases of the Turing roadmap are now complete — 84 implementation items, from the first hypothesis queue to the last research planner. Turing is now self-aware enough to diagnose its own failures, prescribe its own repairs, and plan its own campaigns.

/turing:postmortem — Automated Failure Postmortem

When experiments stop improving, stop guessing and start diagnosing. Analyzes the failure streak and scores 5 root cause hypotheses: search space exhaustion (micro-tuning params that don't matter), systematic config error (all experiments share a bad setting), data issue (all model types fail identically), metric ceiling (near theoretical maximum), and noise floor (improvements within seed variance). Each diagnosis includes scored evidence and ranked actionable recommendations that link to the right /turing: command to fix it.

/turing:doctor — Harness Self-Diagnosis

Is Turing healthy? Seven checks: Python environment, dependency imports, config.yaml validity, experiment log integrity (corrupt line detection), script AST parsing, disk space, and git state (uncommitted changes to evaluation-critical files). --fix mode auto-repairs safe issues — removes corrupt log lines with automatic backup, reclaims disk space. Reports HEALTHY / DEGRADED / UNHEALTHY with a pass/warn/fail score.

/turing:plan — Research Planning Assistant

Design the next N experiments strategically, not randomly. Computes per-family ROI from experiment history, adjusts strategy priorities based on project state and goal ("maximize F1 for production"), and allocates budget across 5 strategies: feature engineering (highest-ROI direction), model search, ensemble & composition, production readiness (calibration + compression), and verification. Generates a phased plan with specific experiment descriptions.

Integration

  • Postmortem diagnosis and active research plan appear in /turing:brief research briefing
  • All commands registered in router, installer, verifier, and scaffold

Numbers

Metric v4.3.0 v4.4.0 Delta
Tests 1876 1986 +110
Commands 71 74 +3
Scripts 90 93 +3

Roadmap Complete

All 29 phases (84 implementation items) from v1.0.0 through v4.4.0 are done. 74 commands, 93 scripts, 1986 tests, 2 specialized agents, 16 ADRs.

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