AC

A Symphony in Silicon: Where Algorithms Dream

In the vast expanse of cyberspace, where bits and bytes dance in eternal harmony, there exists a sanctuary of innovation. Here, neural networks whisper secrets, algorithms compose symphonies, and open-source dreams take flight on wings of code.

Open-Source AI ToolsOpen-Source AI Tools& Research& Research

Software Engineer & AI Researcher with expertise in JVM-based ML frameworks and developer tools.Creating accessible AI development tools through open-source innovation.

Explore ConsultingView Open Source Projects
57k+57k+
IntelliJ Plugin Downloads
AI Coding Assistant
8+8+
Years Experience
AI/ML Applications Development
20+20+
Years Experience
Software Engineering

Open-Source AI Development Tools

Creating accessible AI development tools through open-source innovation and community-driven development focused on Java-based ML frameworks.

Cognotik Development Platform

57k+ Downloads · Hosted SaaS + Open Source + IDE Plugin

AI productivity platform with hosted SaaS (AWS/Terraform/Stripe/OAuth), open-source local-first app, and the IntelliJ plugin (57k+ downloads) that grew out of the original AI Coding Assistant — an early-market entrant predating ChatGPT. 8+ model providers, BYOK architecture, ~95% AI-generated codebase.

Technologies: Kotlin, TypeScript, React, IntelliJ Platform SDK

QQN Optimization Research

72.6% Win Rate · 5 Implementations

Quadratic Quasi-Newton optimization combining gradient descent and quasi-Newton methods. Prototyped in MindsEye, formally published with a Rust benchmarking framework, and ported to JAX, PyTorch, and TensorFlow

Technologies: Optimization Theory, Rust, JAX, PyTorch, TensorFlow, Java

Mathematical Explorations

16 Labs · 6 Essays · 6 Games

Original in-browser mathematical research — Pentagonal Lattice Geometry, Geometric Entropy, Spacelike Knots, PID-Regulated Cellular Automata, No-Three-in-Line — plus the RCC/PI_RCC/NAM essay trilogy, with claims verified via Maxima, BFS sweeps, and KPM estimation

Technologies: JavaScript, HTML5 Canvas, Maxima, AWS S3, CloudFront

All projects are open-source with documentation and available for community contribution.

View Complete Project Portfolio

Open-Source AI DevelopmentOpen-Source AI Development

A comprehensive approach combining research exploration with practical open-source tools, creating accessible AI development frameworks for the community.

Research

Open-Source Exploration

Pioneering research in optimization algorithms, agent architectures, and AI democratization.

  • Novel Optimization Methods including Quadratic Quasi-Newton (QQN) — prototyped in MindsEye, published with a Rust benchmark suite, ported to JAX/PyTorch/TensorFlow
  • Agentic applications and workflows
  • Test-driven development methodology for neural networks
  • JVM and type-safe approach to enterprise AI development
  • Interactive mathematical research at math.cognotik.com (16 labs, 6 essays)
  • Rational Certificate Complexity trilogy (RCC, PI_RCC, NAM) on the cost of computing real numbers
Explore Research

Projects

Open-Source Tools

Production-grade open-source tools and hosted SaaS. Cognotik (hosted SaaS + local-first app + IntelliJ plugin with 57k+ downloads), MindsEye, Mathematical Explorations, Arcade of Life, and Vocal Parkour.

  • Cognotik: Hosted SaaS (AWS/Terraform/Stripe/OAuth) + open-source local-first app + JetBrains plugin (57k+ downloads, formerly AI Coding Assistant)
  • MindsEye: Enterprise Java neural network framework with GPU acceleration
  • Mathematical Explorations: 16 research labs, 6 essays, 6 games
  • Arcade of Life: 50+ CA rulesets, WebGL2 PWA
  • Vocal Parkour: privacy-first vocal-gesture rhythm game (WASM DSP + in-browser RBF-SVM)
  • Apache 2.0 licensed open-source core
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Consulting

Technical Expertise

Enterprise consulting with proven track record at Fortune 500 companies. Specializing in AI implementation, project architecture, and JVM optimization with demonstrated 90% efficiency improvements.

  • Enterprise AI/ML implementation in Java ecosystems
  • Cloud and big data services (AWS, Hadoop, Spark)
  • Performance optimization and system architecture
  • Open-source AI tool integration and customization
  • Developer productivity and automation solutions
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Measurable Results, Proven Impact

Years of refinement have produced methodologies that deliver consistent, measurable improvements in development velocity and system performance.

57k+
Downloads of the Cognotik IntelliJ plugin on JetBrains Marketplace
Open-source IntelliJ plugin, formerly released as "AI Coding Assistant"
70+
Open-source repositories on GitHub under SimiaCryptus
Comprehensive ecosystem of AI/ML frameworks, developer tools, and research projects
9+
Years of AI/ML research and development
Focused on Java-based implementations
6
Major open-source projects
Cognotik, MindsEye, QQN, Math Explorations, Arcade of Life, Vocal Parkour
28
Interactive math labs, essays, and browser games
16 research labs, 6 formal essays, and 6 games at math.cognotik.com
5
Implementations of the QQN optimizer
Prototyped in MindsEye (Java), published with a Rust benchmarking framework, then ported to JAX, PyTorch, and TensorFlow
2
Major AI platforms developed
Cognotik (hosted SaaS, desktop app, and IntelliJ plugin) and MindsEye
Apache 2.0
Consistent open-source licensing
All projects freely available for commercial use

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