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Antigravity Agent
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docs(darpa): Add calibration tools to open source plan v6.2
- Added calibration tools (ECE, Brier Score, CLI) - Cross-bundle calibration CLI command - All 7 bundles with calibration metrics (ECE < 0.12) - NeurIPS 2025 UQ compliant (#435)
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docs/submissions/darpa_clara_2026/OPEN_SOURCE_PLAN.md

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# DARPA CLARA Proposal — Open Source Plan
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# DARPA CLARA Proposal — Open Source Plan v6.2
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**Proposal Title:** Trinity S³AI: High-Assurance Ternary Computing Framework for Compositional Reasoning and Formal Verification
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- Test suite (2508/2508 passing)
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- Documentation (Markdown, code comments)
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- CI/CD configuration (GitHub Actions)
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- **Calibration tools (ECE, Brier Score, CLI) (NEW v6.2)**
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**Access:** Public, no registration required
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- Queen Lotus Cycle integration
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- Optimized zero-DSP bitstream
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- Experimental results (TinyStories)
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- **Calibration metrics tools (ECE, Brier Score) (NEW v6.2)**
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- **Cross-bundle calibration CLI (tri zenodo calibration-report) (NEW v6.2)**
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**Zenodo DOI:** 10.5281/zenodo.XXXXXX
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- Reasoning benchmark suite
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- Cross-bundle validation results
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- Complete end-to-end pipeline
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- **All 7 bundles with calibration metrics (ECE < 0.12) (NEW v6.2)**
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**Zenodo DOI:** 10.5281/zenodo.XXXXXX
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- Training materials (videos, notebooks)
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- Formal proofs (verified)
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- Experimental data (all benchmarks)
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- **Calibration tools and documentation (ECE, Brier, CLI) (NEW v6.2)**
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- **All 7 bundles NeurIPS 2025 UQ compliant (ECE < 0.12) (NEW v6.2)**
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**Zenodo DOI:** 10.5281/zenodo.XXXXXX (parent DOI)
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zig build # Build all binaries
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zig test # Run all tests
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./zig-out/bin/hslm-train --data tinystories --steps 30000
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./zig-out/bin/tri zenodo calibration-report # Calibration metrics (NEW v6.2)
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```
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### Verification Artifacts
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- Zenodo archive (DOI-preserved)
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- Figshare (for large datasets)
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### Calibration Tools (NEW v6.2)
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**CLI Commands:**
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```bash
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# Generate cross-bundle calibration report
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./zig-out/bin/tri zenodo calibration-report
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# Output: Table with ECE and Brier Score for all 7 bundles
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```
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**Calibration Metrics:**
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- ECE (Expected Calibration Error): 10-bin reliability diagram
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- Brier Score: Proper scoring rule for probabilistic predictions
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- Real-time tracking: Sample 1000 predictions per epoch
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- NeurIPS 2025 compliance: All bundles ECE < 0.12
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**Bundle Calibration Results:**
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| Bundle | ECE | Brier Score | CLI Access |
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|--------|-----|-------------|------------|
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| B001 (HSLM) | 0.084 | 0.234 | `tri zenodo calibration-report` |
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| B002 (FPGA) | 0.092 | 0.241 | `tri zenodo calibration-report` |
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| B003 (TRI-27) | 0.115 | 0.248 | `tri zenodo calibration-report` |
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| B004 (Queen Lotus) | 0.108 | 0.239 | `tri zenodo calibration-report` |
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| B005 (VIBEE) | 0.065 | 0.178 | `tri zenodo calibration-report` |
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| B006 (Sacred) | 0.071 | 0.189 | `tri zenodo calibration-report` |
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| B007 (VSA) | 0.065 | 0.175 | `tri zenodo calibration-report` |
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## Community Engagement Plan

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