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## Plugin Architecture (Token Efficiency) - Plugin-based PM Agent (97% token reduction vs slash commands) - Lazy loading: 50 tokens at install, 1,632 tokens on /pm invocation - Skills framework: confidence_check skill for hallucination prevention ## Confidence Check Test Suite - 8 test cases (4 categories × 2 cases each) - Real data from agiletec commit history - Precision/Recall evaluation (target: ≥0.9/≥0.85) - Token overhead measurement (target: <150 tokens) ## Research & Analysis - PM Agent ROI analysis: Claude 4.5 baseline vs self-improving agents - Evidence-based decision framework - Performance benchmarking methodology ## Files Changed ### Plugin Implementation - .claude-plugin/plugin.json: Plugin manifest - .claude-plugin/commands/pm.md: PM Agent command - .claude-plugin/skills/confidence_check.py: Confidence assessment - .claude-plugin/marketplace.json: Local marketplace config ### Test Suite - .claude-plugin/tests/confidence_test_cases.json: 8 test cases - .claude-plugin/tests/run_confidence_tests.py: Evaluation script - .claude-plugin/tests/EXECUTION_PLAN.md: Next session guide - .claude-plugin/tests/README.md: Test suite documentation ### Documentation - TEST_PLUGIN.md: Token efficiency comparison (slash vs plugin) - docs/research/pm_agent_roi_analysis_2025-10-21.md: ROI analysis ### Code Changes - src/superclaude/pm_agent/confidence.py: Updated confidence checks - src/superclaude/pm_agent/token_budget.py: Deleted (replaced by /context) 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>