Skip to content

docs(research): consolidate JEPA-T, NCA, VSA, Ternary, and Hybrid model documentation#539

Merged
gHashTag merged 2 commits intomainfrom
feat/docs-models
Apr 24, 2026
Merged

docs(research): consolidate JEPA-T, NCA, VSA, Ternary, and Hybrid model documentation#539
gHashTag merged 2 commits intomainfrom
feat/docs-models

Conversation

@gHashTag
Copy link
Copy Markdown
Owner

Model Documentation Consolidation

This PR consolidates all model-related documentation into docs/research/models/.

Summary

New Directory: docs/research/models/

Consolidated documentation covering all major model architectures used in Trinity:

JEPA-T (Ternary Joint Embedding Predictive Architecture)

  • Architecture: TrinityBlock, masks, EMA, MSE loss
  • Training Parameters: Configuration and convergence multipliers
  • Experimental Results: J-000, J-001

Neural Cellular Automata (NCA)

  • Architecture: 9×9 grid, 9 states per cell
  • Entropy Bands: Wave 8.5 G1-G8 sweep
  • Integration: Multi-objective with JEPA/NTP

VSA (Vector Symbolic Architecture)

  • Overview: Core concepts and FPGA implementation
  • Operations: Quick reference for bind/unbind/bundle
  • API Reference: Links to complete VSA documentation

Ternary Models

  • Balanced Ternary: Complete guide (link)
  • Representation ADR: Packed trit encoding

Hybrid Models

  • API: HybridBigInt (link)
  • v2.0-v2.1 Reports: Implementation details from gh-pages

Files Added

  • docs/research/models/README.md — Index for all model documentation
  • docs/research/COMPLETE_MODEL_CATALOG.md — Complete catalog with links
  • docs/research/models/JEPAT/ — JEPA-T architecture, parameters, experiments
  • docs/research/models/NCA/ — NCA architecture, entropy bands, integration
  • docs/research/models/VSA/ — VSA overview, operations, API
  • docs/research/models/Ternary/ — Balanced ternary, representation
  • docs/research/models/Hybrid/ — Hybrid API, v2.0-v2.1 reports

Links to Existing Documentation

  • JEPA-T Research: docs/lab/papers/2026-03-15-hslm-tjepa.md
  • Experiments: docs/experiments/FOUND_EXPERIMENTS_SUMMARY.md
  • VSA API: docs/docs/api/vsa.md
  • Ternary Guide: docs/docs/concepts/balanced-ternary.md
  • Hybrid API: docs/docs/api/hybrid.md

Closes #536

Dmitrii Vasilev and others added 2 commits April 24, 2026 23:05
…nary, Hybrid

Added comprehensive catalog documenting all model architectures:
- JEPA-T (Ternary Joint Embedding Predictive Architecture)
- Neural Cellular Automata (NCA) with entropy bands
- VSA (Vector Symbolic Architecture)
- Ternary models (balanced ternary, representation ADR)
- Hybrid models (v2.0-v2.1 implementation reports)
- VIBEE model specifications

Updated README.md with reference to complete catalog.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
@gHashTag gHashTag merged commit 3dfa5ba into main Apr 24, 2026
23 of 42 checks passed
github-actions Bot added a commit that referenced this pull request Apr 24, 2026
…brid model documentation (#539)

* Added docs/research/models/ to git despite .gitignore pattern

* docs(research): add complete model catalog with JEPA-T, NCA, VSA, Ternary, Hybrid

Added comprehensive catalog documenting all model architectures:
- JEPA-T (Ternary Joint Embedding Predictive Architecture)
- Neural Cellular Automata (NCA) with entropy bands
- VSA (Vector Symbolic Architecture)
- Ternary models (balanced ternary, representation ADR)
- Hybrid models (v2.0-v2.1 implementation reports)
- VIBEE model specifications

Updated README.md with reference to complete catalog.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

---------

Co-authored-by: Dmitrii Vasilev <admin@t27.ai>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

docs: Консолидация документов JEPA-T, NCA и типов моделей в docs/research/models/

1 participant