Google Research Validation Report

Generated: 2025-10-15T02:51:14.566Z Status: ✅ PASSED

Validation Checks

1. Minimum Pattern Count

• Status: ✅ Passed
• Result: 3000 patterns (minimum 3000)

2. Minimum Link Count

• Status: ✅ Passed
• Result: 20494 strategic links (minimum 5000)

3. Database Size Limit

• Status: ✅ Passed
• Result: 8.92 MB (maximum 20 MB)

4. Query Performance

• Status: ✅ Passed
• Result: 1.13 ms max latency (target 5 ms)

5. Average Confidence

• Status: ✅ Passed
• Result: 88.0% (minimum 70%)

6. Failure Pattern Learning

• Status: ✅ Passed
• Result: 1200 failure patterns (40.0% of total)

7. Domain Coverage

• Status: ✅ Passed
• Result: 6 domains covered

8. Strategy Type Diversity

• Status: ✅ Passed
• Result: 3 strategy types

9. MaTTS Mode Coverage

• Status: ✅ Passed
• Result: MaTTS: 500 parallel, 500 sequential

10. Schema Integrity

• Status: ✅ Passed
• Result: All required tables present

Summary Statistics

Metric	Value
Total Patterns	3000
Strategic Links	20494
Domains Covered	6
Strategy Types	3
Avg Confidence	88.0%
Failure Learning Ratio	40.0%
MaTTS Parallel	500
MaTTS Sequential	500
Database Size	8.92 MB
Max Query Latency	1.13 ms

Benchmark Compliance

✅ This model meets all requirements from the ReasoningBank paper (arXiv:2509.25140).

Expected Performance Improvements

Based on paper benchmarks, this model should provide:

• +8.3% improvement on WebArena-style tasks
• Strategy-level reasoning rather than task-level recall
• Failure learning from both successes and mistakes
• MaTTS scaling with parallel and sequential patterns
• Closed-loop learning through iterative refinement

---

Generated by validation-suite.js