The full set: five featured production systems from bigBespoke LLC, plus the tail of secondary projects, research artifacts, and visualizations that each taught a specific facet of the AI-augmented engineering loop. Filter by category; click any card for the write-up or live demo where available.
Real-time multi-agent mission-control simulator orchestrating 8 LLM-driven console operators under a Flight Director command loop. G-FOLD lossless-convex landing guidance, CHUG / L1 / T1 combustion-instability modes, JONSWAP droneship dynamics, emergent IMU / GPS / RCS / radar-altimeter failure cascades. Validated through an 8-flight Monte Carlo campaign (448 LLM calls, A− grade).
End-to-end classical GNC stack plus a self-authored 44-chapter technical book. Reference simulator: 9-state EKF at 1 kHz, PN guidance at 100 Hz, plant-inversion control on RK4 1 ms physics, tactical-grade MEMS IMU model. The book and the code were written for the same audience: a guided-system engineer who needs the doctrine and the architecture in one place.
LLM-driven middleware for federal legacy-system integration friction. Discovers heterogeneous I/O (REST / CSV / PDF / SQL / screen-scrape), generates a Python connector, auto-synthesizes pytest cases, iteratively refines until tests converge. Pluggable provider router auto-selects between Grok 4.3 (cloud) and Qwen3 via Ollama (local / air-gapped) by data sensitivity — no manual switching. AST-policy + subprocess sandboxing on every generated connector.
Multi-agent LLM training platform for police de-escalation. Three-agent pipeline (Dialog → World → Psyche), automated ICAT-aligned grading (6 categories / 10 points), 10-dimension session-insight scoring, skill-tree progression with freshness decay, Bronze → Diamond certification tiers. 60 commits / 14,000+ lines TypeScript / 54 cloud functions / 22 routes. CJIS-prep posture from the rules layer up.
"The K9 Handler's Unfair Advantage." Voice-first capture (Deepgram + Grok) generates court-admissible narratives aligned with Florida v. Harris admissibility expectations; case-law verification, offline-first SQLite mirror with Firestore outbox and per-collection watermarks. CMEK on Firestore from project creation, App Check with real attestation providers. V5.0 design with active 25-finding hardening sweep; beta with a sworn handler in Monroe County, AL.
STL / STEP / IGES analysis with first-principles hydrodynamic calculations (hull speed, drag coefficients, Froude numbers) and printability / machinability / moldability scoring backed by LLM-powered design recommendations. The geometry tier is real; the LLM tier sits on top to translate "this design will warp at corner X" into "consider chamfering corner X to radius Y."
Python rocket simulator with real orbital mechanics, neuromorphic adaptive GNC, powered explicit guidance, multi-atmospheric models (US Standard, Jacchia, custom), and Monte Carlo uncertainty quantification. Procedural rocket design across a high-dimensional configuration space with quantum-inspired optimization for engine / mass-fraction / turbopump-speed sizing. The point: a working simulator I could iterate on long-form GNC ideas inside of.
Multi-source weather-forecast trading system fusing GFS ensembles, NWS METAR observations, and the unstructured-text NWS Area Forecast Discussion via a multi-agent Grok pipeline. Kelly-criterion sizing with a paper-trade validation gate before any live capital. Built to find out what an LLM is genuinely good at when given fundamentally heterogeneous evidence — and where deterministic numerical forecasts still beat language models cleanly.
1.9 M-token RAG over 384 sermons spanning 8 years of teaching, powered by Grok Collections. GraphSmart interactive timeline with drag-to-select; multi-window time-range filters (All / 3yr / 2yr / 1yr / 6mo); smart token-budget management against the 1.9 M-token ceiling; auto-detected sermon series and seasonal grouping. Built to find out how a million-token context window actually behaves when the corpus is genuinely thematic, not generic.
A physicist's take on celestial mysticism: daily readings framed in real
astrophysics — orbital mechanics, constellations, stellar physics — using
validated ephemerides via @tubular/astronomy. The point is the user
journey: someone curious about astrology gets dropped into actual physics
on the way, scaffolded so they can learn instead of being thrown at complexity.
14-translation probabilistic consensus engine over the Bible. Dynamic-programming word alignment across versions (BSB, KJV, ASV, JPS, Vulgate, Young's Literal, etc.) produces a word-by-word confidence score; the UI surfaces the consensus reading and color-codes each word from dark green (90%+ agreement) to red (< 30%) so a reader can see where translation disagreement lives. Hover reveals every variant and which versions used it.
PyVista / PyQt6 desktop tool that converts an arbitrary STL into a lattice geometry: cubic, gyroid TPMS, auxetic-honeycomb, or auxetic-star unit cells, with curvature transformations and continuous density gradients. Backed by Johnson-Cook plasticity / Hopkinson-bar material requirements for additively manufactured metals — so the lattice geometry you generate is one your printer and your material can actually produce.
Private real-time WebRTC voice platform with an always-on Grok voice agent, "Eve," using xAI Collections for cross-session memory. Built to learn what an always-listening voice agent feels like when it actually remembers you between calls — and what the latency / privacy tradeoffs look like at the architecture level.
Open-source experimental tool for AI alignment auditing via octonionic-signature representation-shift detection. The premise: in higher-order algebraic embeddings, a model's representation of "the same concept" before and after fine-tuning leaves a measurable signature; the divergence of that signature is a candidate misalignment indicator. A research probe, not a product — but the kind of thing that becomes a paper.
Interactive 3D visualization exploring sine waves as projections of helical motion in unbounded solution space. Five resolution theorems showing how classical wave oscillations resolve into uniform circular motion with constant energy when the truncated dimension is restored. Three.js scene with real-time particle systems, energy-flow visualization, and multiple camera views.
Unverified rev 1 of a 13-paper, 241-page working collection exploring whether the Yang–Mills existence and mass gap problem can be approached through a non-associative algebraic framework grounded in imaginary octonions and Malcev algebras. Opens with a Jacobi-Alternativity No-Go Theorem, builds through contextual PBW, decompactified Killing form, Moufang–Kolmogorov spectral theory, tree-filtered Sobolev estimates, lattice gauge-scalar reflection positivity, and a Feshbach–Schur mass gap argument. Complement to — not contradiction of — the Wheel-Laurent work that refutes prior overclaims. Working draft, not yet circulated for peer review.
Peer-review-grade synthesis of Carlström's wheel-of-fractions with formal Laurent series. Contributes a total symbolic algebra distinguishing four types of zero with provenance carried through indeterminate forms — and explicitly refutes prior overclaims on Yang-Mills resolution. Python computational verification suite covering Cayley-Dickson, sedenions, Puiseux, and Borel summation.