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@SimiaCryptus

Simia Cryptus

README.md

Simia Cryptus

AI that works like software, not chat — code that builds code, backed by 20 years of shipping production systems.

We build developer leverage: frameworks, DSLs, optimizers, agentic pipelines, static analyzers, and FFI bindings — in typed ecosystems (Kotlin/Java, Scala, Rust, TypeScript), where type discipline makes tooling safer and faster to build. We treat AI as disciplined engineering leverage, directed by human judgment the way a profiler or debugger is.

Everything here is independently verifiable: public code, a published DOI, live hosted products, and 57k+ downloads — no vouching required.

🚀 Featured Projects

Project What it is
Cognotik AI productivity platform — hosted SaaS + open-source local-first app. AWS ECS/Fargate, Terraform, OAuth, Stripe billing. 8+ model providers, agentic workflows, ~95% AI-generated with human review. → cognotik.com
QQN Optimizer Novel Quadratic Quasi-Newton optimizer — formal convergence proofs, 72.6% benchmark win rate. Rust framework + production JAX/Optax port. → DOI
QQN Optimizer Novel Quadratic Quasi-Newton optimizer — formal convergence proofs, 72.6% benchmark win rate. Rust framework + production JAX/Optax & PyTorch ports. → DOI
Mathematical Explorations Original interactive in-browser math research labs & essays. Zero build step, deployed via Terraform. → math.cognotik.com
Arcade of Life Zero-dependency PWA — arcade games on Conway's Game of Life + 50 CA rulesets, CPU/WebGL2 backend, hashlife. → aol.cognotik.com
Vocal Parkour Browser-based vocal-gesture rhythm game (a.k.a. Beatbox Hero) — real-time client-side DSP + in-browser RBF-SVM classifier, PWA-ready, zero audio leaves your device. → vp.cognotik.com
MindsEye Deep learning framework built from scratch in Java with custom CUDA/CuDNN — before TensorFlow's first release.

🧰 Tech We Reach For

Kotlin · Java · Rust · TypeScript · Scala · Python (JAX/Optax) · C/C++/CUDA AWS · Terraform · Docker · Kubernetes · Spark · PostgreSQL LLM Orchestration · Agentic Workflows · RAG · Developer Tooling · Numerical Optimization

📊 By the Numbers

  • 57,000+ downloads of an early-market JetBrains AI plugin (predating ChatGPT)
  • 72.6% benchmark win rate for the QQN optimizer (published, DOI-backed)
  • <5ms TP95 at ~10k TPS real-time systems experience
  • ~95% AI-generated codebase (Cognotik) with human review — disciplined AI leverage in practice

🧭 What We Believe

  • Code that builds code. The highest-leverage software is the software that writes, refactors, and verifies other software.
  • AI under human judgment. LLMs are a force multiplier we design and direct — auditable, human-in-the-loop, not opaque autonomy.
  • Verifiable over vouched. Public code, published proofs, and live products beat claims every time.
  • Build to understand. We perturb rigid structures with one irrational twist and study the rich behavior that emerges.

🔗 Links

Pinned Loading

  1. MindsEye MindsEye Public

    Neural Networks in Java 8 with CuDNN and Aparapi

    Java 11 2

  2. Cognotik Cognotik Public

    AI productivity platform — 'AI that works like software, not chat.' Hosted SaaS + open-source local-first app with 8+ model providers, agentic workflows, and a declarative DocProcessor engine.

    Kotlin 9 4

  3. qqn-optimizer qqn-optimizer Public

    Quadratic Quasi-Newton optimizer — a novel method with formal convergence proofs and a 72.6% benchmark win rate. Rust benchmarking framework + production-grade JAX/Optax port (DOI: 10.13140/RG.2.2.…

    Rust 3

  4. Fun_With_Math Fun_With_Math Public

    Mathematical Explorations — original interactive in-browser mathematical research labs and essays (Pentagonal Lattice Geometry, Geometric Entropy, Spacelike Knots, and more). Zero build step, deplo…

    JavaScript

  5. qqn-jax qqn-jax Public

    Quadratic Quasi-Newton (QQN) optimizer, natively implemented in JAX and packaged as a drop-in Optax GradientTransformation.

    Python

  6. Arcade_of_Life Arcade_of_Life Public

    Zero-dependency browser PWA — an arcade game collection powered by Conway's Game of Life and 50+ cellular-automata rulesets, with a pluggable CPU/WebGL2 backend, hashlife memoization, and a full le…

    JavaScript

Repositories

Showing 10 of 138 repositories
  • Cognotik Public

    AI productivity platform — 'AI that works like software, not chat.' Hosted SaaS + open-source local-first app with 8+ model providers, agentic workflows, and a declarative DocProcessor engine.

    SimiaCryptus/Cognotik's past year of commit activity
    Kotlin 9 Apache-2.0 4 2 1 Updated Sep 25, 2026
  • Fun_With_Math Public

    Mathematical Explorations — original interactive in-browser mathematical research labs and essays (Pentagonal Lattice Geometry, Geometric Entropy, Spacelike Knots, and more). Zero build step, deployed via Terraform.

    SimiaCryptus/Fun_With_Math's past year of commit activity
    JavaScript 0 Apache-2.0 0 0 0 Updated Sep 24, 2026
  • text-block Public

    Text Block

    SimiaCryptus/text-block's past year of commit activity
    JavaScript 0 0 0 0 Updated Sep 24, 2026
  • demo Public

    Point CAD

    SimiaCryptus/demo's past year of commit activity
    HTML 0 0 0 0 Updated Sep 24, 2026
  • opt-skeleton Public

    A continuous relaxation of the no-three-in-line problem: line-centered potential wells with a non-monotonic population-fitness response f(p) = (p - 2)^2 attract points until a line holds two and repel once it holds three. Annealed Gaussian well width, a cosine lattice-snapping potential and TensorFlow.js optimizers (SGD / Adam / L-BFGS) c

    SimiaCryptus/opt-skeleton's past year of commit activity
    JavaScript 0 0 0 0 Updated Sep 24, 2026
  • dihedral Public

    Rung 4 of the geometric-energy ladder: sculpt meshes by optimizing functionals over triangulation dihedral angles — flatness, uniform folds, creasing, smoothness, or fold entropy — with points free or pinned to a sphere, torus, or saddle.

    SimiaCryptus/dihedral's past year of commit activity
    JavaScript 0 0 0 0 Updated Sep 24, 2026
  • camera-tool Public

    An offline, installable PWA that profiles a camera sensor to find dead, stuck, hot and noisy pixels — including whole laser-burn patches — then infills the damage from healthy neighbours so a wounded sensor keeps taking clean photos. Everything runs on-device; no frame ever leaves the browser.

    SimiaCryptus/camera-tool's past year of commit activity
    JavaScript 0 0 0 0 Updated Sep 24, 2026
  • basic Public

    A set of interactive browser experiments: the Mandelbrot set, the Sieve of Eratosthenes, Fourier series epicycles, and the Collatz conjecture.

    SimiaCryptus/basic's past year of commit activity
    HTML 0 0 0 0 Updated Sep 24, 2026
  • tomb-crawler Public

    Tomb Crawler

    SimiaCryptus/tomb-crawler's past year of commit activity
    JavaScript 0 0 0 0 Updated Sep 23, 2026
  • velocity-racer Public

    Velocity Racer

    SimiaCryptus/velocity-racer's past year of commit activity
    JavaScript 0 0 0 0 Updated Sep 19, 2026
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