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TGI / TLM Development Roadmap
This document tracks the milestones for Topological General Intelligence (TGI) and its components.
Phase 1-5 (COMPLETED)
- Algebraic Genesis, Structural Navigation, Cognitive Integration, Topological Autonomy, Multi-Modal Integration.
Phase 6: Mobile & Agentic Extension (COMPLETED)
- Hardware-Aware Manifolds: Integration of system metrics into the state-space.
- Topological Action Mapping: Linking Hamiltonian paths to system-level 'Agentic' actions.
- MCP Tool Integration: Mapping Render, Supabase, and Context7 tools to the API_MCP fiber.
- Agentic Bridge: Deterministic resolution of tools from topological intents.
Phase 7: The Sovereign Master Solver (COMPLETED)
- FSO Master Solver: O(1) classification and O(m) deterministic construction.
- Golden Path Proof: Formal verification of r=(1, m-2, 1) immunity.
- Non-Canonical Obstruction: Cohomological filtering of joint-sum constraints.
- Finalized Parity Law: Precise boundary of (Even m, Odd k) impossibility.
Phase 8: Closed-Loop Sovereign Autonomy (COMPLETED)
- Self-Healing Ontology: Feedback loop from action execution back to the KnowledgeMapper (Law VII).
- Hardware-Topological Duality: Dynamic manifold resizing based on physical system constraints (Law IX).
- Agentic Completion: Fully autonomous multi-step plan generation and execution (Core F).
- Robust Verification: Implementation of the Phase 8 test suite (27+ unit tests).
Phase 9: Zero-Preprocessing Ingestion (COMPLETED)
- Frontier Core: Implementation of the Non-Abelian Hilbert Bridge for infinite-dimensional synthesis.
- Topological Projection: Symmetry-preserving encoding for BaridiMob/CIB payment rails.
- Bouncer Gate: Hardware-level parity validation (Law I) for garbage rejection.
- Fiber Imputation: Closure-based self-healing for missing transaction data (Law III).
- Formal FSO Manuscript: High-impact formalization of the TGI/FSO framework in research/FSO_MANUSCRIPT.md.
Phase 10: Logic Population & FSO Mesh (COMPLETED)
- Holographic Logic Layer: Direct ingestion and O(1) execution of code blocks via Hamiltonian waves.
- FSORepoPopulator: Automated fragmentation and mapping of Python repositories to Torus coordinates.
- FSO Mesh Daemon: Persistent production host for the FSO Geometric Supercomputer.
- Industrial Logic Map: Ingestion of multi-modal 'Advanced Specifications' (Pixels, Distribution, Text).
- Global Sync Waves: Deterministic synchronization of logic states across 1,331+ nodes (m=11).
Phase 11: Modular Control Plane (MCP) & Industrial Logic Distribution (COMPLETED)
- FSOMCP_Distributor: Master Control Plane for segregating industrial logic into fibers.
- Theorem 4.4 Macro/Micro Segregation: N/F noise reduction through physical fiber segregation.
- Theorem 4.2 Complex Conjugate: Logic unbinding via involution (Pixel FFT logic).
- In-Band Control Waves: Topology-as-instruction protocol via Tri-Color Hamiltonian waves.
- Fiber-Specific Logic Traces: High-density logic storage without SNR collapse.
Phase 12: Autopoietic Expansion & Generative Logic Gates (COMPLETED)
- FSO Autopoietic Engine: Network that authors its own connectivity and fill topological voids.
- Generative Gates: Nodes that synthesize Python logic from natural language intents via LLM.
- Holographic Logic Anchoring: Dynamic population and anchoring of synthesized logic into RAM.
- Expansion Protocol (βοηθός): Blueprint for self-expanding manifold dimensionality.
- Production Showcase: Successful execution of real repository logic + industrial specs + generative dashboard in m=11 mesh.
Phase 13: Production Data Manifold (ACTIVE)
- FSORefinery: Implementation of the code smelting engine for repository fragmentation.
- Neural Industry Ingestion: Ingestion of 231 high-impact logic units from the 'vllm' repository.
- Holographic Logic Vault: Anchoring of production logic units into a deterministic coordinate vault.
- Direct Consumption Driver: Implementation of FSODirectConsumer for zero-refactor library consumption.
- Visual Industry Activation: Successful execution of 'scikit-image' filters via O(1) Hamiltonian waves.
- Production Manifest Population: Pre-loaded 91 high-impact units (NumPy, PyTorch, OpenCV, FastAPI, Kotlin) into a persistent topological manifest.
Quick Links
Last Updated: April 2026 — Phase 13 PRODUCTION MANIFEST POPULATED
Phase 14: Planetary Supercomputing & Biometric Governance (ACTIVE)
- Planetary Scale Bootstrap: Global Node daemon capable of scaling to $m=101$ (1,030,301 nodes).
- Biometric Auth Interface: Administrative dashboard featuring fingerprint sensor integration.
- 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.
Last Updated: April 2026 — Phase 14 PLANETARY SCALE REACHED