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Aimcurio/README.md

Aimcurio Systems

High-Assurance Computing, Simulation Kernels & Zero-Trust Autonomous Governance

Aimcurio researches, designs, and builds high-assurance computational systems where every claim is backed by deterministic, independently falsifiable evidence.


πŸ›οΈ Portfolio Pillars

[ Aimcurio Systems ] β”‚ β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β–Ό β–Ό β–Ό β–Ό [ High-Assurance ] [ Governed AI & ] [ Cognitive & ] [ Geospatial & ] [ Kernels ] [ Agent Runtimes] [ Educational ] [ 3D Graphics ] β€’ CIVITAS-1M β€’ Titan Substrate β€’ Knowledge Palace β€’ God's Eye View β€’ Godseed β€’ CURO Framework β€’ Frontier German β€’ EVX Engine β€’ Possibility Eng. β€’ Antilink Gate β€’ OnePercent (ML) β€’ Atlas Humanum β€’ Unc's Table β€’ SimLab Laboratory β€’ Math Node β€’ Flight Recorder

1. High-Assurance Systems & Simulation Kernels

  • CIVITAS-1M: Frontier-scale simulation engine in native Rust modeling demographic lifecycles, macroeconomic price discovery, and trade networks for up to 1,000,000 citizens.
  • Godseed: Computational cosmology and agent settlement dynamics engine for the Thornveil procedural universe.
  • The Possibility Engine: High-integrity 3D physics sandbox built in Rust with Bevy ECS and Rapier 3D.
  • Unc's Table: Deterministic Five-Up dominoes rules engine with C++20 baseline and verified Rust playable slice.

2. Governed AI Frameworks & Runtime Integrity

  • Titan Forward: Development governance constitution and deterministic actor runtime kernel with atomic SQLite state transitions.
  • CURO: Model-agnostic AI agent development framework enforcing schema gates, deterministic replay, and multi-provider adapters.
  • SimLab: Controlled multi-agent experimentation platform for reproducible AI research.
  • Interactive Flight Recorder: Air-gapped Rust CLI generating cryptographically hash-chained session evidence logs.

3. Cognitive Learning & Educational Platforms

  • Knowledge Palace: 3D spatial mnemonic learning environment translating curricula into architectural memory palaces via the Method of Loci.
  • Frontier German Mastery: Pure client-side, 100% offline-capable Single Page Application using deterministic dialogue FSMs for high-rigor language acquisition.
  • OnePercent: In-browser machine learning and numerical computing deliberate practice platform powered by sandboxed Pyodide WebAssembly.
  • Math Node: Deterministic, model-agnostic mathematical capability runtime and verifiable trust anchor.

4. Geospatial, Visual & Creative Engines

  • God's Eye View (GRE): Planetary 3D geospatial intelligence platform streaming Google Photorealistic 3D Tiles via CesiumJS and Three.js.
  • EVX Engine: High-performance browser-based 3D CAD disassembly and exploded view animation monorepo engine.
  • Atlas Humanum: Interactive WebGL2/Three.js 3D human anatomical atlas integrating BodyParts3D datasets.

πŸ›‘οΈ Operating Standard: BUBBA 2.0

Aimcurio operates under BUBBA 2.0 (Zero-Trust Autonomous Governance):

  • No Self-Certification: Being able to run code or call an LLM confers zero right to self-certify release readiness.
  • Falsifiable Evidence: All capabilities must be demonstrated via reproducible automated test suites, parity checks, and hash-chained ledgers.
  • Clear Maturity Tiers: Strict differentiation between demonstrated implementations and planned roadmap milestones.

Popular repositories Loading

  1. Auto-GPT Auto-GPT Public

    Forked from Significant-Gravitas/AutoGPT

    [Research Fork] Preserved June 2023 snapshot of Significant-Gravitas/Auto-GPT for autonomous agent baseline comparisons.

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  2. DATA-CHUNKER DATA-CHUNKER Public

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    [Research Fork] Preserved snapshot of jgravelle/DATA-CHUNKER for document chunking and token analysis evaluation.

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  3. ActionBoss-backend ActionBoss-backend Public archive

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  4. Math-Node Math-Node Public

    Deterministic, model-agnostic mathematical capability runtime and trust anchor with a decoupled Agent Plane.

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  5. Visual-Node Visual-Node Public

    Modular TypeScript monorepo encompassing graph data modeling, state machine engines, schema contracts, and observability pipelines.

  6. Workbench Workbench Public

    Cross-platform native desktop developer cockpit and agent orchestration workbench built with Tauri, Rust, React, and TypeScript.

    TypeScript