The full body of work from bigBespoke LLC — shipped products, live interactive demos, engineering tools, and research. Filter by category; click any card for the write-up or a live demo where available.
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.
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.
A data platform that reduces every U.S. political figure and issue to a 7-dimensional octonionic vector: 3,077 figures, 10,300+ issues across 250 years, $16.8B in documented campaign finance, and ~13,000 mapped connections. Swipe issues to build your own vector (Kalman-filtered) and see who you align with by math rather than party. ~12,770 statically-generated pages live at prism.expert.
The whole planet as a true-proportion interactive disk, inner core to magnetosphere, with every major Earth system running live and coupled: a real (coarse) Boussinesq mantle-convection solver drives force-balanced plate tectonics through Wilson cycles; new seafloor records the stochastic geodynamo's reversals as readable magnetic stripes; a Budyko–Sellers climate breathes through Milankovitch ice ages; a working petroleum system births and destroys oil fields; all 118 elements live where Earth actually keeps them. Interior is the actual PREM model — verified by a 29-check acceptance suite (mass, gravity, moment of inertia, core pressures). Zero dependencies, pure canvas + vanilla JS, deterministic per seed.
A real-scale 3D simulation of the Sun, Earth, Moon, and 25,000+ stars across ±5 million years. Walk the planet's surface at any epoch and watch the Milankovitch cycles — obliquity, precession, eccentricity — reshape sunlight, trace analemmas, and see the pole star drift from Thuban to Polaris to Vega. Laskar 2004 orbital solution, Vondrák–Capitaine–Wallace 2011 precession, HYG star catalog — all original TypeScript astronomy. Zero dependencies, runs offline in the browser.
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.
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).
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.
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.
An air-traffic-control sim where every pilot on the frequency is an LLM. As LAX Approach you vector arrivals with real phraseology — typed or spoken — while AI pilots with seeded personalities read back, push back, and occasionally declare emergencies that play out through freeform conversation. xAI Grok drives the interesting moments; templates carry routine calls; voices run through a VHF radio-filter chain. The radar scope is a four-layer Canvas renderer with phosphor decay and CRT post-processing.
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.