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jeranaias/README.md

Jesse Morgan

AI engineer. I build software by running teams of AI coding agents — and most of my effort goes into the part that makes that trustworthy: gates, tests, and proofs that what the agents built is actually correct.

Former Marine Corps signals-intelligence team chief and Arabic instructor. M.S. Computer Science in progress at Georgia Tech.

Verified output, not vibes

Project What it is Proof point
alchemist C-to-Rust translation on a local LLM. Every function is run against the compiled C original; disagree on one byte and it doesn't ship. zlib round-trips byte-exact · 667 commits
signet Policy gate that checks every action an LLM agent proposes before it runs Apache-2.0, on PyPI
attnroute Context routing for Claude Code — the right files in the prompt, per turn MIT · 30 stars
SPIRE Contested-logistics operating system for the USMC. Offline, role-shaped views. Live demo · 517 commits
SchoolCircle Grounded, offline LMS: every answer cites the manual or refuses Live app · 249 of 349 commits
harakat Arabic diacritization 2.29% DER in 6.7 MB, 62x smaller than SOTA
nahawi Arabic grammatical error correction 78.84% F0.5 on QALB-2014, 124M params
defense-trackers Open defense-innovation datasets, hash-chained and reproducible Live site
Naval Letter Generator SECNAV M-5216.5 correspondence, offline on NMCI The original behind DonDocs, now used across Marine Corps commands

Private, available to discuss: an autonomy stack for uncrewed surface vessels, built by seven coordinated Claude Code agent teams (1,300+ merged pull requests), and a governed red-team agent.

Python · Go · Rust · TypeScript · PyTorch · Claude Code

LinkedIn

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  1. attnroute attnroute Public

    Context routing for AI coding assistants

    Python 30 4

  2. harakat harakat Public

    Arabic diacritization engine achieving 2.29% DER and 99.997% Quran accuracy in 6.7 MB — 62x smaller than SOTA

    Python 1

  3. spire spire Public

    SPIRE — contested-logistics operating system for the USMC. Role-shaped COP, predictive readiness, classification-aware release. Local-first, runs disconnected.

    Python 1

  4. groundworklms/SchoolCircleLMS groundworklms/SchoolCircleLMS Public

    SchoolCircle — grounded, offline, human-led LMS. Every answer cites the manual or refuses.

    JavaScript

  5. thornveil-ai/alchemist thornveil-ai/alchemist Public

    Algorithm-aware C-to-Rust translation. One command, local LLM, five mandatory correctness gates.

    Rust

  6. thornveil-ai/signet thornveil-ai/signet Public

    Capability-based safety gates for LLM agents. The model proposes; signet authorizes.

    Python