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iggym/README.md
Iggy M. — I build machines that build software.

AI Agent Architect · Software Factory Creator · Systems Engineer

I build autonomous systems that compress months of engineering into days — not by working harder, but by engineering the infrastructure that works without me.

LinkedIn Website X Profile Views


👋 About Me

iggy = {
    "role":       "AI Agent Architect & Systems Engineer",
    "background": ["Apple", "AT&T", "Verizon", "Sam's Club"],
    "journey":    "Embedded → Mobile → Cloud → ML → Agent Systems",
    "focus":      "Multi-agent orchestration & software factory systems",
    "superpower": "Turning frontier AI capabilities into reliable, production-grade tools",
}

I've spent my career moving up the stack — from embedded firmware to mobile apps to cloud platforms — and now I'm focused on the next layer: AI systems that build software autonomously. I love the intersection of systems engineering and LLM capabilities, where careful architecture turns unreliable AI into dependable infrastructure.


🔭 Featured Projects

Project What It Does Tech
🛡️ factory-gate Autonomous structural policy guardrails — verifies safe agent state transitions before target branch ingestion JavaScript
🔬 circuit-x Exposes internal feature circuit paths inside deep neural weights and code LLMs for interpretability-driven alignment HTML · Interpretability
🪟 sliding-window-trim-engine Efficient sliding window context trimming for LLM token management Go
🤖 deterministic-agent-supervisor Deterministic orchestration layer for supervising autonomous agent workflows Python
🔥 context-forge Context engineering toolkit for building structured knowledge systems —
📐 spec-driven-development A more accessible set of artifacts for Spec Driven Development ⭐ 1 · MIT

💡 Every repo here is either a live tool, a proof-of-concept, or a blueprint — designed to compound.


🧠 What I Work On

🤖 Multi-Agent Orchestration — Autonomous pipelines where specialized agents plan → execute → verify → iterate across complex workflows without human bottlenecks.

🧩 AI Harness Engineering — Production-grade integration layers connecting LLMs, tools, memory, APIs, and evaluation systems into reliable intelligence.

🏗️ Context Engineering — Structured knowledge systems that make every AI call smarter, more accurate, and more useful than raw prompting.

🏭 Software Factory Systems — AI-accelerated development pipelines enabling a single engineer to ship what once required a team.

🏢 Enterprise AI Deployment — Translating frontier model capabilities into auditable, integrated, durable business value.


🛠️ Tech Stack




Category Technologies
AI/ML Claude · OpenAI GPT · Gemini · Llama · Qwen · GLM · Kimi/MiniMax · Multi-Agent Systems · RAG · LoRA · CLIP · Whisper
Languages Python · TypeScript · Go · Swift · Java · Rust · Node · C# · Objective-C
Cloud & Infra AWS · GCP · Azure · Kubernetes · Cloudflare · GitHub Actions · Docker
Frontend React · Svelte · SolidJS · Alpine.js · Vite · Remix

📊 GitHub Stats

Iggy's GitHub Stats    Top Languages
GitHub Streak



Contribution Snake

🤝 Let's Connect

I'm always happy to chat about agent architectures, context engineering, or how to turn AI research into production systems.

Open to: Collaboration · Consulting · Technical Conversations

Website    LinkedIn    X/Twitter


The future belongs to builders who engineer their own leverage. ✨

Pinned Loading

  1. factory-gate factory-gate Public

    Autonomous structural policy guardrails verifying safe agent state transitions before target branch ingestion.

    JavaScript 1 1

  2. circuit-x circuit-x Public

    exposing internal feature circuit paths inside deep neural weights and code LLMs.

    HTML

  3. sliding-window-trim-engine sliding-window-trim-engine Public

    Sliding Window Trim Engine - ultra-high-throughput pre-tokenization utility utilizing an iterative truncation algorithm to prune redundant history blocks and slash context overhead

    Go

  4. deterministic-agent-supervisor deterministic-agent-supervisor Public

    Deterministic Agent Supervisor (DAS) prevents LLM-induced infrastructure errors by decoupling Python-based reasoning from a strictly immutable, compiled Rust state machine that preemptively rejects…

    Python

  5. tfjs-examples tfjs-examples Public

    Forked from tensorflow/tfjs-examples

    Examples built with TensorFlow.js

    JavaScript

  6. aiboom aiboom Public

    An audit-ready AI Bill of Materials from your repo, in one command

    Python 1