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@BennettSchwartz
BennettSchwartz
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πŸ€”
I think, therefore I am

Bennett Schwartz | GustyCube BennettSchwartz

πŸ€”
I think, therefore I am
I like computers, I guess | AKA gustycube

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

πŸ”­ Active Projects

Project Description Status
Membrane Typed, revisable, decayable memory substrate for agentic AI systems β€” with competence learning & trust-aware retrieval 🟒 Active
Github Commits Leaderboard See where you rank against other Github users in all-time commits! 🟒 Active
Ignyte Solutions Infrastructure-level networking: portable public IPv4 via WireGuard tunnels & DDoS-filtered edge ingress 🟒 Active
ERR-EVAL Benchmark for AI epistemic reliability β€” uncertainty handling, hallucination avoidance, and self-knowledge 🟒 Active
spyder Distributed DNS + HTTP crawler with queueing, dedup, tracing, and ingest batching 🟒 Active
EnsuraScript Declarative language for defining & enforcing system guarantees β€” built for DevOps & config management 🟑 In Progress
πŸ“¦ More Projects
Project Description
discord-mcp MCP server for interacting with Discord β€” Claude-compatible
devswitch Instantly switch dev environments across macOS, Linux, Windows from a single CLI
GithubCommitsLeaderboard Public leaderboard tracking all-time commit contributions across GitHub

πŸ›  Tech Stack

Frontend Frontend

Backend Backend

Data Databases

Infra Infra

πŸ“Š Stats

πŸ† Achievements

πŸ’‘ "Intelligence is the ability to adapt and change." β€” Stephen Hawking

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

Website Email

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  1. membrane membrane Public

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

    Go 92 8

  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 10

  3. GithubCommitsLeaderboard GithubCommitsLeaderboard Public

    A public leaderboard tracking all-time commit contributions across GitHub

    TypeScript 10

  4. APW-DTE APW-DTE Public

    A machine learning-powered optimization system for intelligent routing and prioritization of public works service requests.

    Python

  5. anchor anchor Public

    Open protocol for deterministic, offline verification of AI agent authorization.

    Go 28

  6. spyder spyder Public

    Distributed DNS + HTTP crawler with queueing, deduplication, tracing, and ingest batching.

    Go 4

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