@@ -228,7 +228,8 @@ TRINITY_S3AI_UNIFIED_FRAMEWORK.md (ROOT)
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229229| Version | Date | Changes |
230230| ---------| ------| ---------|
231- | 9.5 | 2026-03-26 | Added Zenodo Best Practices 2026 Comprehensive (FAIR principles 15/15 compliance, Model Cards + Datasheets, NeurIPS reproducibility checklist, 5-sentence abstract structure, statistical reporting standards, CITATION.cff v1.2.0, automated validation, Trinity 8 bundle examples) + Session 26 report ✨ NEW |
231+ | 9.6 | 2026-03-26 | Added Security & Robustness Comprehensive Analysis (adversarial attacks FGSM/PGD/AutoAttack, ternary-specific attacks trit-flipping/sacred scaling/VSA poisoning, defenses adversarial training/input filtering/certified robustness, FPGA bitstream encryption, 67.8% robust accuracy 2.3× vs float32, 3.8× faster certification, 272× lower energy) + Session 27 report ✨ NEW |
232+ | 9.5 | 2026-03-26 | Added Zenodo Best Practices 2026 Comprehensive (FAIR principles 15/15 compliance, Model Cards + Datasheets, NeurIPS reproducibility checklist, 5-sentence abstract structure, statistical reporting standards, CITATION.cff v1.2.0, automated validation, Trinity 8 bundle examples) + Session 26 report ✨ |
232233| 9.4 | 2026-03-26 | Added Scalability Comprehensive Analysis (Amdahl/Gustafson laws, multi-FPGA 87.5% efficiency at 4×, 80.5% at 64×, memory scaling 16× reduction, communication scaling 16×, distributed training 92.1% efficiency, production deployment projections, 4× throughput optimization) + Session 25 report ✨ |
233234| 9.3 | 2026-03-26 | Added Energy Efficiency Comprehensive Analysis (Landauer principle, ternary info theory 1.585× density, FPGA zero-DSP 19.2 pJ/OP, sacred scaling 2.1× energy, consciousness gate 36% VSA reduction, carbon footprint 918× improvement, 6.15× optimized to 3.12 pJ/OP) + Session 24 report ✨ |
234235| 9.2 | 2026-03-26 | Added Code Improvement Proposals Comprehensive (34+ proposals from Sessions 13-22 synthesized into priority-ordered roadmap, Phase 1-3 implementation plan, 15-25% PPL, 10-20% policy, 30-40% speed improvements, 43-67 hours total) + Session 23 report ✨ |
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