Compounding.

Hi, I'm Robert. I build software, AI models, and games, and study computational biology at Colby. I obsess over making things that are fast, real, and keep working on their own.

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B.A. Computational Biology, Colby College (May 2029) · Pulver Science Scholar
USABO Recognition of Academic Excellence (Top 50 U.S.) & Semifinalist (#27 of 11,900)
US Medicine & Disease Olympiad (USMDO) Silver · #21 of 1,235 (15 countries)
Maine · California · Boston
English & Mandarin

Now

Software Engineering & AI Intern (Sole Engineer) · Parsifal Corporation — Enterprise OCR-to-ERP, MCP & .NET 8 billing (~$600K/yr audited)
Contributor · BH Game Studio — Multi-agent Roblox Studio MCP pipeline · 24.4M+ visits & ~3K peak concurrent players
Investor Relations Analyst · Solus Ventures — LP prospecting & investor pipeline across family offices, HNWIs & institutions
Management Intern · Staff Writer · Moledao & The Colby Financial Review — University & student-community partnerships · finance writing
Independent ML, Systems & Forecasting · Chognt & Open Source — 8B–14B LLM post-training (SFT / DPO / GRPO / GRAFT), browser agents & OSINT markets

Previously

Intern · NeuralSeek — Enterprise AI agent workflows & C-suite technical sales
Bioinformatics & Wet-Lab Research Intern · USC Mangul Lab · MDIBL · University Lab Partners — Sepsis transcriptomics (0.74 AUC, 772 samples), antibody benchmarking & mammalian cell culture
Tournament Director & Content Lead · Creator · Int'l Biology Bowl · ARBC · @the.lab67 — 4,000+ participants across 28 countries & 61K+ followers (1.9M likes)

§ I Selected Work Systems & benchmarks

PLACEHOLDER · RECORD CLIP / SCREENSHOTVue PDF click-to-fill invoice extraction workbench + .NET 8 DriftPass / TelemetryKit

01Parsifal — Enterprise AI, OCR-to-ERP & Billing Fleet

Parsifal Corporation · 2026–

Sole engineer: GPU OCR + Qwen invoice workbench over 628 contracts, 4 MCP servers, and .NET 8 billing auditing ~$600K/yr and catching ~$25K/mo unbilled.

628 carrier contracts · 8,455 auditor notes · ~$600K/yr audited · ~$25K/mo unbilled caught · 620+ operator sessions

PLACEHOLDER · RECORD CLIP / SCREENSHOTModel Lineage explorer (72 models, 74 edges, 27 checkpoints) + live Jacobian token-attribution lens

04LLM Post-Training — Companelle, GRAFT & Jacobian Lens

Independent · 2026

Trained 72 open-weight 8B–14B models on Slurm (SFT, DPO, GRAFT), cutting GRPO step time ~7× (380s → 52s); nearly all drafts 100% human on Pangram 4.1.

72 models · 27 checkpoints · ~7× faster GRPO (380s → 52s) · Pangram 4.1 human-written · live Jacobian readout

PLACEHOLDER · RECORD CLIP / SCREENSHOT4-tier browser agent driving a live multi-step workflow + SEC/SBIR/arXiv Opportunity Radar

05Autonomous Web Workflow Agent & Opportunity Radar

Independent · 2026

4-tier deterministic browser agent (0.33s TypeSafe Jev latency across 36.6K calls, 300+ runs) and a live SEC Form D, SBIR, arXiv & HN opportunity radar.

0.33s TypeSafe Jev latency (80% of 36.6K calls) · 300+ runs across 50+ sites · SEC/SBIR/arXiv/HN radar

PLACEHOLDER · RECORD CLIP / SCREENSHOTColby GPU Cluster native macOS isometric city app + ml-experiment Slurm harness

06Colby GPU Cluster & ML Experiment Harness

Colby College · 2025–2026

Slurm GPU orchestration harness (retained leases, vLLM/llama.cpp serving, ComfyUI) paired with a live isometric macOS menu-bar app.

Retained-lease recovery · SSH-tunneled vLLM & llama.cpp · ComfyUI/MiniMax-H3 · native SwiftUI macOS

PLACEHOLDER · RECORD CLIP / SCREENSHOTMulti-agent Roblox Studio MCP pipeline building & playtesting in Studio + NavAI 3D biped sim

09Roblox Studio MCP & Multi-Agent Game Pipeline

BH Game Studio · 2026–

42-tool multi-agent Roblox Studio MCP pipeline behind Mog Evolution & Lift a Tungsten Cube (24.4M+ combined visits, ~3K peak concurrent players).

24.4M+ combined visits · ~3K peak concurrent players · 27 Studio MCP + 15 director-shell tools · geometry & visual audit gates

PLACEHOLDER · RECORD CLIP / SCREENSHOTXteink X4 Pro custom ESP32 e-paper firmware + OSINT byline lead-time pipeline

11X4 Pro E-Ink Firmware & Chognt OSINT Forecasting

Chognt & Independent · 2025–2026

Custom ESP32/QEMU e-paper firmware and waveform refresh engine, plus an OSINT byline lead-time scorer across 15 geopolitical markets.

Custom ESP32/QEMU firmware · calibrated e-paper waveform refresh · 15 linked geopolitical markets

Additional Systems & Research

02 Parsifal .NET 8 Billing Engine, DriftPass & TelemetryKit Fleet Parsifal Corporation · 2026– — 4 self-updating .NET 8/WPF desktop apps, SQL warehouse ledger, DriftPass diffing, and TelemetryKit.

~$600K/yr audited across 108 suppliers · ~$25K/mo unbilled caught · 620+ operator sessions
03 Companelle — Editorial Cut-Trace Post-Training Independent · 2026 — 12B open-weight writing model (SFT, DPO, pipelined vLLM GRPO); nearly all drafts score 100% human-written on Pangram 4.1.

~7× faster pipelined vLLM GRPO (380s → 52s) · Pangram 4.1: frontier draft 100% AI, Companelle 100% human · cut-only editor
07 Mayflower, Whoopsie & KennebecEnergyNext Native Apps Independent · 2025–2026 — 100-program Colby degree-audit app (SwiftUI), WHOOP 5.0 BLE companion (iOS), and field-ops invoice app (Android).

100 Colby degree programs (SwiftUI) · WHOOP 5.0 CoreBluetooth BLE (iOS) · offline-tolerant field ops (Android)
08 NavAI Biped Locomotion RL & The Lab Independent · 2025–2026 — Batched 3D biped physics sim + DAgger/PPO locomotion policy in Teardown, FlyGym connectome sim, and @the.lab67.

DAgger + asymmetric actor-critic PPO on Slurm · MaleCNS fruit-fly FlyGym sim · 61K+ followers (1.9M likes)
10 Sepsis-Mortality Transcriptomics & Antibody Benchmark USC Mangul Lab & Colby · 2024–2026 — 7-dataset clinical transcriptomics harmonizer (LightGBM, SHISA4) and antibody repertoire benchmark.

0.74 AUC (LightGBM, SHISA4) · 772 patient samples across 7 cohorts · AbStar & IgSimulator · MDIBL & Bigelow