Each tile below carries audit-verified codebase metrics and a link to the public companion repository for review. Source for the proprietary systems lives behind licensing; the public companions hold marketing-grade documentation, architecture overviews, and API contracts that evaluators can read.
Capability gates for LLM agents.
4-stage check pipeline (ADMISSION / INSPECTION / COMMITMENT / RECORD) with HMAC-chained tamper-evident audit log and RFC 3161 trusted-timestamp anchoring. 11 built-in checks. Auspex extends Signet's check vocabulary with checks specific to each engagement. Apache-2.0 OSS. Available on PyPI as `signet-sign`.
Algorithm-aware C-to-Rust translation.
Five correctness gates: compile, anti-stub, no-unsafe, cargo test, differential (10K/10K against C reference). The pipeline refuses to claim success without a differential config. Local LLM only — no cloud paths. Built for the CISA / DoD / ONCD memory-safe regulatory tide.
Adaptive controls for inference backends.
One orchestrator coordinates 24 adaptive subsystems in seven groups. It combines PID control with Holt forecasting, a UCB1 bandit and epsilon-greedy variant evolution. PAVA isotonic regression calibrator validated against sklearn. Race-clean across Linux/macOS/Windows. Backend-agnostic — wraps Ollama, vLLM, llama.cpp, LMStudio.
Control loop: PID → Forecaster (Holt) → Bandit (UCB1) → Orchestrator (ε-greedy) → feedback.
Distributed AI mesh · substitute-on-failure inference.
Six workers pool compute for one Gemma-4-26B chat. When workers drop, substitute-on-failure dispatch keeps generation continuing — Day-27 cryptographic reduction-to-practice. R2I-aligned MOSA surface with 50-endpoint OpenAPI 3.1 published. 41 of 44 in-scope NIST 800-53 controls met with file-path traceability. mTLS on worker channel, HMAC-chained per-request audit log.
Illustrative telemetry (not a live feed): alive 06 / 06 · pulses/sec 17.4 · continuity 100%.
Professional AI chat · classification-gated routing.
Three apps (desktop, mobile, web) on one Go backend. The type system excludes cloud routing for CUI+ queries. 44 NIST 800-53 controls implemented as discrete code paths. 8-signal confidence pipeline. IR-9 spillage detection with Unicode normalization + entropy thresholding.
Compute-aware neural-architecture topology.
Topology-driven recipe that turns (dataset, domain) into (architecture, training config) and produces sub-million-parameter models that match SOTA in their weight class. 15 verified zoo checkpoints across IRST (synthetic + real), sonar, PCB defect, histopathology, and thermal drone. 16-run power-law scaling fit on NUDT-SIRST (R²=0.9895). 33-page topology paper preparing arXiv submission.
Multi-modal counter-UAS situational awareness.
RF + acoustic + thermal + Remote ID + ADS-B fusion. Kalman tracking, Dempster-Shafer evidence fusion and bearing-intersection geolocation have been tested. With mesh networking and the decision engine scaffolded and ML classifiers still stubbed, this Phase 0 project is intended to replace DragonOS/WarDragon with an open architecture that supports mesh networking. Hardware tiers from $270 to $1,650.
AI red team gated by Signet · federal-only.
The model proposes. Signet authorizes. Auspex executes only what is allowed. Scope-as-code engagement compilation. 13 standard authority checks at the Signet gate. HMAC-chained per-engagement audit log with RFC 3161 trusted-timestamp anchoring. Validated end-to-end on adversarial Active Directory takeover with auditable replay package. Federal-gated, EAR ECCN 4D004.
Internal agent-production pipeline.
Internal AI ops infrastructure. A 14-step factory pipeline (decompose → multi-pass system prompt → tool selection → Opus calibration → 5-probe adversarial stress test → adversarial hardening → functional tests → quality gate) has produced 9 domain-expert agents, used internally, covering federal-doctrine drafting, security review, sprint planning, technical writing, and research. 80 MCP-exposed tools across 9 domains. Not for external sale.
First commit on the oldest repo: January 12, 2026. Combined ~1.2M LOC across Go, Rust, Python, TypeScript, and Dart by May 2026. Built solo while active-duty USMC. Contact for evaluation access.
See /about for the founder narrative.
Federal program offices, defense primes, evaluators — direct line.