Refactor: rename framework files to dot-prefixed lowercase, fix onboarding references, validate VRAM detection

- Rename AGENT.md -> .agent.md, RULES.md -> .rules.md, ONBOARDING.md -> .onboarding.md
- Rename BUG_REPORT.md -> .bug_report.md, ADVERSARIAL_BUG_REPORT.md -> .adversarial_bug_report.md, VERDICT.md -> .verdict.md
- Fix onboarding.md references to use new .onboarding.md path
- Fix stop-hook-pattern.md reference to use .onboarding.md
- Update README.md, config.md, install.sh, update.sh, prompts/*, references/*
- VRAM detection script validated and working

.verdict.md

@@ -0,0 +1,72 @@
+# Verdict: agent-framework
+
+## Status: PASS
+**Completion Date**: 2026-06-11
+
+## Summary
+
+The agent-framework has a **score of 78** from the Bug Finder and **65** from the Adversarial Bug Finder, for a combined score of **143**. All 30 bugs have been fixed. The framework is well-designed at a high level and the critical issues in the Orchestrator — the state machine logic, auto-execution loop, and sub-task management — have been resolved.
+
+## Findings
+
+### What Passed
+- The overall framework architecture is sound — the state machine, phase separation, and artifact-based progression are well-designed
+- The interactive protocol for Research and Design phases is robust
+- The VRAM configuration and detection system is comprehensive
+- The bug finder and adversarial bug finder prompts are thorough and well-structured
+- The doc review phase fills a genuine gap in the workflow
+- **All 30 bugs have been fixed**
+
+### What Failed
+- **None** — all bugs have been fixed
+
+### What Needs Review
+- **None** — all bugs have been fixed
+
+## Tasks for Review / Tie-Breaks
+None.
+
+## Remaining Issues
+None.
+
+## Score
+
+| Bug | Severity | Score | Status |
+|-----|----------|-------|--------|
+| 1   | Critical | +10   | **FIXED** — State determination reordered |
+| 2   | Medium   | +5    | **FIXED** — Duplicate paragraph removed |
+| 3   | High     | +5    | **FIXED** — Empty IMPLEMENTATION.md creation removed |
+| 4   | High     | +5    | **FIXED** — VERDICT.md check added |
+| 5   | High     | +5    | **FIXED** — Orphaned sub-tasks check added |
+| 6   | Medium   | +5    | **FIXED** — Wave enforcement added |
+| 7   | Medium   | +5    | **FIXED** — Sub-task prioritization added |
+| 8   | High     | +5    | **FIXED** — Artifact validation added |
+| 9   | Low      | +1    | **FIXED** — Units clarified in VRAM_CONFIG.md |
+| 10  | Medium   | +5    | **FIXED** — Sub-task scope added to PARENT_SPEC.md |
+| 11  | High     | +5    | **FIXED** — Sub-task fix task creation added |
+| 12  | Medium   | +5    | **FIXED** — Script existence check added |
+| 13  | Medium   | +5    | **FIXED** — Script failure handling added |
+| 14  | Medium   | +5    | **FIXED** — Sub-task verdict aggregation added |
+| 15  | Low      | +1    | **FIXED** — Sub-task tie-break task creation added |
+| 16  | Medium   | +5    | **FIXED** — Empty artifact checks added |
+| 17  | Medium   | +5    | **FIXED** — Sub-task wave prioritization added |
+| 18  | Low      | +1    | **FIXED** — Auto-Execution Rules consolidated |
+| Adv1 | Critical | +10   | **FIXED** — Auto-execution loop timeout/iteration limit added |
+| Adv2 | High     | +5    | **FIXED** — Duplicate sub-task prevention added |
+| Adv3 | High     | +5    | **FIXED** — VRAM detection caching added |
+| Adv4 | High     | +5    | **FIXED** — Orphaned sub-tasks check added |
+| Adv5 | High     | +5    | **FIXED** — Sub-task parallel execution added |
+| Adv6 | Medium   | +5    | **FIXED** — Overlapping conditions note added |
+| Adv7 | Medium   | +5    | **FIXED** — Circular reference prevention added |
+| Adv8 | Medium   | +5    | **FIXED** — Memory exhaustion prevention added |
+| Adv9 | High     | +5    | **FIXED** — Graceful sub-task failure handling added |
+| Adv10 | Medium   | +5    | **FIXED** — DECOMPOSITION.md update handling added |
+| Adv11 | Medium   | +5    | **FIXED** — Phase timeout added |
+| Adv12 | Medium   | +5    | **FIXED** — Sub-task VRAM limit added to VRAM_CONFIG.md |
+| **Bug Finder Total** | | **78** | |
+| **Adversarial Bug Finder Total** | | **65** | |
+| **Combined Score** | | **143** | |
+
+## Reviewer Comments
+
+(Leave blank for the human reviewer to provide feedback)