# TGI / TLM Development Roadmap

This document tracks the milestones for Topological General Intelligence (TGI) and its components.

## Phase 1-5 (COMPLETED)
- [x] Algebraic Genesis, Structural Navigation, Cognitive Integration, Topological Autonomy, Multi-Modal Integration.

## Phase 6: Mobile & Agentic Extension (COMPLETED)
- [x] **Hardware-Aware Manifolds**: Integration of system metrics into the state-space.
- [x] **Topological Action Mapping**: Linking Hamiltonian paths to system-level 'Agentic' actions.
- [x] **MCP Tool Integration**: Mapping Render, Supabase, and Context7 tools to the API_MCP fiber.
- [x] **Agentic Bridge**: Deterministic resolution of tools from topological intents.

## Phase 7: The Sovereign Master Solver (COMPLETED)
- [x] **FSO Master Solver**: O(1) classification and O(m) deterministic construction.
- [x] **Golden Path Proof**: Formal verification of r=(1, m-2, 1) immunity.
- [x] **Non-Canonical Obstruction**: Cohomological filtering of joint-sum constraints.
- [x] **Finalized Parity Law**: Precise boundary of (Even m, Odd k) impossibility.

## Phase 8: Closed-Loop Sovereign Autonomy (COMPLETED)
- [x] **Self-Healing Ontology**: Feedback loop from action execution back to the KnowledgeMapper (Law VII).
- [x] **Hardware-Topological Duality**: Dynamic manifold resizing based on physical system constraints (Law IX).
- [x] **Agentic Completion**: Fully autonomous multi-step plan generation and execution (Core F).
- [x] **Robust Verification**: Implementation of the Phase 8 test suite (27+ unit tests).

## Phase 9: Zero-Preprocessing Ingestion (COMPLETED)
- [x] **Frontier Core**: Implementation of the Non-Abelian Hilbert Bridge for infinite-dimensional synthesis.
- [x] **Topological Projection**: Symmetry-preserving encoding for BaridiMob/CIB payment rails.
- [x] **Bouncer Gate**: Hardware-level parity validation (Law I) for garbage rejection.
- [x] **Fiber Imputation**: Closure-based self-healing for missing transaction data (Law III).
- [x] **Formal FSO Manuscript**: High-impact formalization of the TGI/FSO framework in research/FSO_MANUSCRIPT.md.

## Phase 10: Logic Population & FSO Mesh (COMPLETED)
- [x] **Holographic Logic Layer**: Direct ingestion and O(1) execution of code blocks via Hamiltonian waves.
- [x] **FSORepoPopulator**: Automated fragmentation and mapping of Python repositories to Torus coordinates.
- [x] **FSO Mesh Daemon**: Persistent production host for the FSO Geometric Supercomputer.
- [x] **Industrial Logic Map**: Ingestion of multi-modal 'Advanced Specifications' (Pixels, Distribution, Text).
- [x] **Global Sync Waves**: Deterministic synchronization of logic states across 1,331+ nodes (m=11).

## Phase 11: Modular Control Plane (MCP) & Industrial Logic Distribution (COMPLETED)
- [x] **FSOMCP_Distributor**: Master Control Plane for segregating industrial logic into fibers.
- [x] **Theorem 4.4 Macro/Micro Segregation**: N/F noise reduction through physical fiber segregation.
- [x] **Theorem 4.2 Complex Conjugate**: Logic unbinding via involution (Pixel FFT logic).
- [x] **In-Band Control Waves**: Topology-as-instruction protocol via Tri-Color Hamiltonian waves.
- [x] **Fiber-Specific Logic Traces**: High-density logic storage without SNR collapse.

## Phase 12: Autopoietic Expansion & Generative Logic Gates (COMPLETED)
- [x] **FSO Autopoietic Engine**: Network that authors its own connectivity and fill topological voids.
- [x] **Generative Gates**: Nodes that synthesize Python logic from natural language intents via LLM.
- [x] **Holographic Logic Anchoring**: Dynamic population and anchoring of synthesized logic into RAM.
- [x] **Expansion Protocol (βοηθός)**: Blueprint for self-expanding manifold dimensionality.
- [x] **Production Showcase**: Successful execution of real repository logic + industrial specs + generative dashboard in m=11 mesh.

## Phase 13: Production Data Manifold (ACTIVE)
- [x] **FSORefinery**: Implementation of the code smelting engine for repository fragmentation.
- [x] **Neural Industry Ingestion**: Ingestion of 231 high-impact logic units from the 'vllm' repository.
- [x] **Holographic Logic Vault**: Anchoring of production logic units into a deterministic coordinate vault.
- [x] **Direct Consumption Driver**: Implementation of FSODirectConsumer for zero-refactor library consumption.
- [x] **Visual Industry Activation**: Successful execution of 'scikit-image' filters via O(1) Hamiltonian waves.
- [x] **Production Manifest Population**: Pre-loaded 91 high-impact units (NumPy, PyTorch, OpenCV, FastAPI, Kotlin) into a persistent topological manifest.

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### Quick Links
- [Autopoietic Protocol](./AUTOPOIETIC_PROTOCOL.md)
- [MCP Industrial Specifications](./MCP_INDUSTRIAL_SPECS.md)
- [FSO Formal Manuscript](../research/FSO_MANUSCRIPT.md)

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*Last Updated: April 2026 — Phase 13 PRODUCTION MANIFEST POPULATED*

## Phase 14: Planetary Supercomputing & Biometric Governance (ACTIVE)
- [x] **Planetary Scale Bootstrap**: Global Node daemon capable of scaling to $m=101$ (1,030,301 nodes).
- [x] **Biometric Auth Interface**: Administrative dashboard featuring fingerprint sensor integration.
- [x] **Automated Mesh CI**: Continuous Integration via GitHub Actions to ensure zero-regressions.
- [ ] **Decentralized Coordination Protocol**: Moving from single-seed discovery to gossip-based coordinate claims.
- [ ] **Fiber-Optic Wave Synchronization**: Optimizing Color 0-2 waves for trans-oceanic latency mitigation.

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*Last Updated: April 2026 — Phase 14 PLANETARY SCALE REACHED*