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I think, therefore I am
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I think, therefore I am

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GustyCube/README.md
Typing SVG

GitHub Commits Badge


const gustyCube = {
  name:    "Bennett (GustyCube)",
  role:    "Full Stack Developer & Systems Builder",
  focus:   ["AI/Agent Systems", "Networking Infrastructure", "Open Source Research"],
  ventures: {
    ignyte:   "Ignyte Solutions — portable public IPv4 for any device",
    research: "Membrane — typed, revisable memory substrate for AI agents",
    eval:     "ERR-EVAL — epistemic reliability benchmark for LLMs",
  },
  openToCollaborate: true,
  location: "United States 🇺🇸",
};

🔭 Active Projects

Project Description Status
Membrane Typed, revisable, decayable memory substrate for agentic AI systems — with competence learning & trust-aware retrieval 🟢 Active
Ignyte Solutions Infrastructure-level networking: portable public IPv4 via WireGuard tunnels & DDoS-filtered edge ingress 🟢 Active
ERR-EVAL Benchmark for AI epistemic reliability — uncertainty handling, hallucination avoidance, and self-knowledge 🟢 Active
EnsuraScript Declarative language for defining & enforcing system guarantees — built for DevOps & config management 🟡 In Progress
Codect Detector for AI-written code 🟡 In Progress
📦 More Projects
Project Description
EasilyAI Python library simplifying AI API usage for beginners
discord-mcp MCP server for interacting with Discord — Claude-compatible
spyder Distributed DNS + HTTP crawler with queueing, dedup, tracing, and ingest batching
devswitch Instantly switch dev environments across macOS, Linux, Windows from a single CLI
GithubCommitsLeaderboard Public leaderboard tracking all-time commit contributions across GitHub

🛠 Tech Stack

Frontend   Frontend

Backend   Backend

Data   Databases

Infra   Infra


📊 Stats


🏆 Achievements


💡 "Intelligence is the ability to adapt and change." — Stephen Hawking

If something I built helped you, a ⭐ goes a long way.

Website Email

Pinned Loading

  1. membrane membrane Public

    A selective learning and memory substrate for agentic systems — typed, revisable, decayable memory with competence learning and trust-aware retrieval.

    Go 59 6

  2. ERR-EVAL ERR-EVAL Public

    Benchmark for evaluating AI epistemic reliability - testing how well LLMs handle uncertainty, avoid hallucinations, and acknowledge what they don't know.

    Python 9 1

  3. GithubCommitsLeaderboard GithubCommitsLeaderboard Public

    A public leaderboard tracking all-time commit contributions across GitHub

    TypeScript 4

  4. APW-DTE APW-DTE Public

    Python