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@SimiaCryptus

Simia Cryptus

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
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
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

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  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 8 3

  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…

    HTML

  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

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