Release v10.2.0
MAKER Error Correction Framework (v10.2.0)
Integrates concepts from "Solving a Million-Step LLM Task with Zero Errors" (arXiv:2511.09030) to improve workflow reliability and scalability.
✨ New Features
Red-Flagging System: Discard suspicious agent outputs instead of repairing them
- Response length limits by operation type
- Format validation (strict mode - fail fast, don't repair)
- Uncertainty marker detection
- Circular reasoning detection
- Configuration:
.spec-flow/config/red-flags.yaml
Multi-Agent Voting: First-to-ahead-by-k error correction for critical decisions
- Mathematical foundation:
p_correct = p^k / (p^k + (1-p)^k) - Temperature-based error decorrelation
- Voting-enabled operations: code review, breaking changes, security review
- New skill:
.claude/skills/multi-agent-voting/SKILL.md - Configuration:
.spec-flow/config/voting.yaml
Task Complexity Scoring: 1-10 scale for task decomposition guidance
- Score 1-3 (Atomic): ~95% success rate
- Score 4-6 (Compound): ~85% success rate
- Score 7-10 (Complex): ~70% success rate → DECOMPOSE
- Automatic warnings for tasks scoring >5
- Updated:
.claude/skills/task-breakdown-phase/reference.md
Error Rate Tracking: Historical success rates for adaptive model selection
- Per-task-type success rate tracking
- Cost per success (c/p) optimization guidance
- Model recommendations based on task complexity
- Configuration:
.spec-flow/learnings/error-rates.yaml
📚 Documentation
docs/maker-integration.md- Comprehensive MAKER concepts guide- Updated
CLAUDE.mdwith MAKER Error Correction section
Full Changelog: v10.1.0...v10.2.0