projects

03
  1. 01

    NetNerd MCP

    An MCP server that gives an LLM real hands on network gear over SSH, NETCONF and gNMI, with config changes that roll themselves back.

    Python, MCP, Netmiko, NETCONF, gNMI

    2026

  2. 02

    claude-network-skills

    Nine Claude Code skills and four agents that load practitioner-level networking into the editor: BGP diagnostics, IOS config validation, interface health, and a full homelab track.

    merged into ECC, the agent harness toolkit at 268k stars

    Claude Code, Skills, Subagents

    2026

  3. 03

    tiny-tank

    A 336k-parameter transformer that learned to behave like a fish, recovering habituation, hunger and sleep debt from long-range context. The whole model runs in your browser on a hand-written forward pass.

    189 lines of JavaScript, no server and no inference runtime

    Python, PyTorch, JavaScript

    2026

  4. 04

    tiny-shrek

    A 14.2M-parameter Llama-style transformer trained from scratch on movie dialogue, then finetuned onto a single film’s characters. No pretrained weights anywhere.

    a model that never saw a word of Shrek beats one trained only on Shrek, by 13%

    Python, PyTorch, RoPE, RMSNorm, SwiGLU

    2026

  5. 05

    Vigil PR Scanner

    Scans PR diffs for malicious capability: shells, exfil, auto-exec hooks, obfuscated payloads. A free GitHub Action with no LLM in the loop.

    Python, GitHub Actions

    2026

  6. 06

    Helios

    A multimodal AI assistant for datacenter engineers, doing real-time visual reasoning through Meta Ray-Ban glasses for hands-free monitoring.

    Gemini, Hardware, Python

    2026

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