Systems Architecture & Specialized Engineering Studio
We architect and build distributed systems, local-first desktop applications, and air-gapped AI infrastructure. Over the past decade, our engineering team has taken complex technical systems from whiteboard protocols to high-throughput production—prioritizing deterministic performance, low-latency networking, and software that doesn’t fail quietly.
First-principles breakdowns of production systems engineered for low memory footprints, adversarial networks, and strict air-gapped security.
Running distributed 70B+ LLM inference across untrusted consumer hardware without central relay bottlenecks, prohibitive coordinator RAM overhead, or brittle socket drops.
Engineered a custom sliding-window UDP transport layer with STUN/ICE hole punching, zero-copy disk shard streaming, and dynamic latency routing. Validated across 380+ adversarial drop tests with sub-50 MB coordinator footprint.
Deploying intelligent technical diagnostics directly onto factory-floor Yaskawa Motoman robots in high-security facilities where zero external cloud egress is permitted.
Architected a fully on-premises PrivateGPT pipeline parsing complex technical schematics with multimodal OCR. Enforced strict citation provenance and verified diagnostic faithfulness via automated RAGChecker testbeds.
Transforming bloated Electron prototypes consuming 400+ MB of RAM into an instant-launch, offline-first application with deterministic bidirectional sync.
Rebuilt the core engine in native Rust utilizing Tauri v2 and SQLite WAL mode, slashing idle memory to sub-15 MB. Backed by 690+ automated Vitest and E2E regression tests.
Orchestrating high-frequency automated extraction pipelines across legacy ASP.NET WebForms protected by multi-tier bot detection and dynamic token postbacks.
Engineered a fault-tolerant Playwright engine with automated Tor SOCKS5 circuit rotation, isolated exponential-backoff worker queues, and deterministic DOM state settlement.
A curated index of commercial software, enterprise cloud decoupling, and high-concurrency telematics shipped for production clients.
How our team approaches software design, performance tradeoffs, and architectural stability in real production environments.
We don't solve software bloat by throwing cloud RAM at it. We optimize memory layouts, eliminate unnecessary GC overhead, and pick native runtimes (Rust, Go, C++) where predictable latency, low idle consumption, and deterministic resource boundaries matter.
We engineer air-gapped, zero-leak retrieval pipelines with deterministic source citations and automated regression testbeds (RAGChecker), systematically validating retrieval faithfulness and suppressing hallucinations before answers ever reach operators.
Designing from day one for packet loss, NAT barriers, network partitions, and hostile bot mitigations. Systems should degrade gracefully, maintain deterministic backoff queues, and never fail silently.
Decoupling monoliths, modernizing legacy protocols, and orchestrating zero-downtime database cutovers without multi-month operational halts or rewrite paralysis. Delivering incremental, production-proven wins.
First-principles essays on protocol design, memory profiling, and lessons learned from production incidents.
A deep-dive into how SwarmInfer punches through symmetric and cone NATs without VPNs using RFC 5389 STUN and port-window sweeping, streaming activation tensors in under 300ms over 5G networks.
How we engineered an air-gapped PrivateGPT retrieval pipeline for YASKAWA Motoman industrial cobots, parsed technical manuals with multimodal OCR, and validated diagnostic accuracy using RAGChecker.
How we architected a resilient browser automation service that handles ASP.NET ViewState postbacks, automates 3-tier CAPTCHA solving, and rotates Tor circuits to circumvent enterprise anti-bot heuristics.
A deep architectural dive into rebuilding an enterprise Video.js player: managing multi-season playlists, handling seamless HLS EOF transitions, eliminating memory leaks, and dynamically detecting 8K/12K manifests.