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Translate architecture docs, add tech tree strategy, new specs
Documentation: - Translate TRINITY_HARDWARE_ROADMAP to English - Translate GORYNYCH_V4 to English - Translate PERFORMANCE_RULES to English - Preserve Russian originals with _RU suffix - Create TECH_TREE_STRATEGY.md with 4 development branches - Update DISCOVERIES.md with session findings - Update PRODUCTION_BENCHMARKS.md with current metrics Specifications: - Add tech_tree.vibee for development planning - Add bitnet_loader.vibee for native ternary models Benchmarks verified: - FIREBIRD: 8-33μs bind (10K-100K dim) - Evolution: 2.5ms/generation, 0.87 fitness - Codegen: 43 specs in 42ms (~1ms/spec) Co-authored-by: Ona <no-reply@ona.com>
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‎docs/DISCOVERIES.md‎

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## Latest Updates (2026-02-03)
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- Translated 5 Russian documents to English for international accessibility
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- E2E testing verified all binaries (vibee, firebird, trinity-kg)
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- FIREBIRD evolution: 0.86 fitness @ 10K dimension, 50 generations
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- Benchmark throughput: 4ms/generation
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- Created session_report.vibee specification
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### Documentation
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- Translated 8+ Russian documents to English for international accessibility
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- Created TECH_TREE_STRATEGY.md with development roadmap
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- Updated PRODUCTION_BENCHMARKS.md with current metrics
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### E2E Testing
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- All binaries verified: vibee, firebird, trinity-kg
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- 43 .vibee specs generated in 42ms (~1ms/spec)
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- FIREBIRD evolution: 0.87 fitness @ 10K dimension, 100 generations
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### New Specifications
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- tech_tree.vibee - Technology tree management
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- bitnet_loader.vibee - Native ternary model loading
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- session_report.vibee - Session tracking
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### Benchmarks
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| Dimension | Bind Time | Memory |
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|-----------|-----------|--------|
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| 1K | 11μs | <1KB |
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| 10K | 8μs | 9KB |
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| 100K | 33μs | 97KB |
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**Evolution throughput**: 2.5ms/generation
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‎docs/PRODUCTION_BENCHMARKS.md‎

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# TRINITY Production Benchmarks
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**Version**: 1.1.0
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**Date**: 2026-02-02
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**Version**: 1.2.0
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**Date**: 2026-02-03
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**Status**: Phase 3 Complete - Production Ready (VALIDATED)
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**Formula**: φ² + 1/φ² = 3
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## Latest Benchmarks (2026-02-03)
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### FIREBIRD VSA Performance
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| Dimension | Bind Time | Memory/Vector |
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|-----------|-----------|---------------|
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| 100 | 9μs | <1KB |
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| 1,000 | 11μs | <1KB |
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| 10,000 | 8μs | 9KB |
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| 50,000 | 20μs | 48KB |
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| 100,000 | 33μs | 97KB |
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### Evolution Performance
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| Dimension | Generations | Time | Fitness |
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|-----------|-------------|------|---------|
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| 10,000 | 100 | 253ms | 0.87 |
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**Throughput**: 2.5ms/generation
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### Code Generation
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| Metric | Value |
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|--------|-------|
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| Specs processed | 43 |
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| Total time | 42ms |
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| Per-spec time | ~1ms |
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---
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## Executive Summary
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Trinity is now **production-ready** with all Phase 3 serving optimizations complete. This document presents benchmarks comparing Trinity against industry-leading inference engines on CPU.

‎docs/TECH_TREE_STRATEGY.md‎

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# TRINITY Technology Tree Strategy
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**Date**: 2026-02-03
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**Version**: 2.0
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**Formula**: φ² + 1/φ² = 3
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---
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## Current State
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```
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┌─────────────────────────────────────────────────────────────────┐
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│ TRINITY TECH TREE v2.0 │
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├─────────────────────────────────────────────────────────────────┤
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│ │
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│ COMPLETED (Phase 1-3) │
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│ ═══════════════════ │
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│ ✅ Ternary VM (bytecode, 5.6x faster) │
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│ ✅ Vec27 SIMD (34% optimization) │
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│ ✅ FIREBIRD VSA (anti-detect browser) │
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│ ✅ Code generation (.vibee → .zig) │
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│ ✅ Knowledge Graph CLI │
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│ ✅ LLM inference (Q8_0 models) │
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│ ✅ Ternary MatMul (0.91 GFLOPS) │
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│ ✅ Memory-mapped loading (2000x faster) │
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│ │
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└─────────────────────────────────────────────────────────────────┘
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```
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---
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## Technology Branches
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### Branch A: AI/ML Acceleration
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```
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[CURRENT] Ternary Inference ────────────────────────────────────
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│
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├── [NEXT] Q4_K_M Quantization Support
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│ Complexity: ★★★☆☆
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│ Impact: +80% model compatibility
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│ Timeline: 2-4 weeks
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│
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├── [NEXT] BitNet Tensor Loading Fix
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│ Complexity: ★★☆☆☆
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│ Impact: 16x memory savings
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│ Timeline: 1-2 weeks
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│
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└── [FUTURE] Native BitNet Training
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Complexity: ★★★★★
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Impact: End-to-end ternary ML
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Timeline: 3-6 months
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```
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### Branch B: Hardware Acceleration
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```
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[CURRENT] Software Emulation ───────────────────────────────────
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│
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├── [NEXT] FPGA Prototype (Alveo U280)
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│ Complexity: ★★★★☆
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│ Impact: 10x energy efficiency
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│ Timeline: 3-6 months
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│
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├── [FUTURE] ASIC Design (180nm)
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│ Complexity: ★★★★★
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│ Impact: Production hardware
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│ Timeline: 12-24 months
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│
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└── [VISION] Ternary SoC
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Complexity: ★★★★★
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Impact: Full ternary computer
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Timeline: 3-5 years
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```
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### Branch C: Anti-Detect Browser
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```
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[CURRENT] FIREBIRD v1.0 ────────────────────────────────────────
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│
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├── [NEXT] Browser Extension
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│ Complexity: ★★★☆☆
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│ Impact: Real-world deployment
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│ Timeline: 1-2 months
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│
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├── [NEXT] DePIN Integration ($TRI)
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│ Complexity: ★★★★☆
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│ Impact: Token economy
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│ Timeline: 2-3 months
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│
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└── [FUTURE] Full Browser Fork
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Complexity: ★★★★★
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Impact: Complete anti-detect solution
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Timeline: 6-12 months
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```
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### Branch D: Language & Tooling
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```
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[CURRENT] VIBEE Compiler ───────────────────────────────────────
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│
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├── [NEXT] Multi-target Codegen
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│ Complexity: ★★★☆☆
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│ Impact: Python, Rust, Go output
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│ Timeline: 1-2 months
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│
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├── [NEXT] LSP Server
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│ Complexity: ★★★☆☆
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│ Impact: IDE integration
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│ Timeline: 2-4 weeks
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│
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└── [FUTURE] Self-hosting Compiler
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Complexity: ★★★★★
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Impact: Bootstrap independence
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Timeline: 6-12 months
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```
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---
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## Priority Matrix
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| Priority | Item | Branch | Complexity | Impact | ROI |
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|----------|------|--------|------------|--------|-----|
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| 1 | BitNet Tensor Fix | A | ★★☆☆☆ | High | ★★★★★ |
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| 2 | Q4_K_M Support | A | ★★★☆☆ | High | ★★★★☆ |
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| 3 | Browser Extension | C | ★★★☆☆ | High | ★★★★☆ |
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| 4 | FPGA Prototype | B | ★★★★☆ | Very High | ★★★☆☆ |
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| 5 | Multi-target Codegen | D | ★★★☆☆ | Medium | ★★★☆☆ |
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---
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## Recommended Path
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### Short-term (1-3 months)
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1. **BitNet Tensor Loading Fix** - Enable native ternary model support
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2. **Q4_K_M Quantization** - Support popular model formats
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3. **Browser Extension MVP** - Real-world FIREBIRD deployment
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### Medium-term (3-6 months)
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4. **FPGA Prototype** - Hardware acceleration proof-of-concept
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5. **DePIN Token Launch** - $TRI token economy
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6. **Multi-target Codegen** - Expand language support
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### Long-term (6-12 months)
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7. **ASIC Design** - Custom ternary hardware
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8. **Full Browser Fork** - Complete anti-detect solution
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9. **Self-hosting Compiler** - Bootstrap independence
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---
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## Success Metrics
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| Metric | Current | Target (3mo) | Target (12mo) |
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|--------|---------|--------------|---------------|
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| Models supported | 3 | 10 | 50+ |
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| Inference speed | 10 tok/s | 50 tok/s | 200 tok/s |
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| Memory efficiency | 5x | 10x | 20x |
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| FIREBIRD users | 0 | 1,000 | 100,000 |
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| $TRI market cap | $0 | $1M | $50M |
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---
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## Risk Assessment
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| Risk | Probability | Impact | Mitigation |
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|------|-------------|--------|------------|
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| FPGA delays | Medium | High | Start with simpler design |
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| Competition | High | Medium | Focus on unique ternary moat |
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| Regulatory | Low | High | Compliance-first approach |
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| Technical debt | Medium | Medium | Continuous refactoring |
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---
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*φ² + 1/φ² = 3 = TRINITY | KOSCHEI IS IMMORTAL*

docs/architecture/GORYNYCH_V2.md renamed to docs/architecture/GORYNYCH_V2_RU.md

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