Services
I bridge academic research and production systems. Every engagement delivers working software — not reports, not slide decks, not vague recommendations.
🔬 Research-to-Implementation
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Paper-to-production sprints — you found the paper. I ship the implementation. C++, CUDA, FPGA, whatever the research demands.
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Latency and throughput optimization — profile your hot loop, find the bottleneck at the instruction level, and fix it. Cache alignment, branch prediction, SIMD, kernel bypass.
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Memory-constrained deployment — make your model or pipeline fit on the edge device it needs to run on. Quantization, pruning, custom allocators, and hardware-aware optimization.
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Algorithm porting — take a paper with no public code (pseudocode, math notation, a single diagram) and produce a tested, production-grade implementation in your language and stack.
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Research landscape scanning — my automated pipeline scans arXiv, conference proceedings, and niche journals daily. I find the one paper your team missed that unlocks your bottleneck.
🤖 Agent-Native Infrastructure
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x402 payment protocol integration — HTTP-native micropayments for AI agents. Let your agents pay each other for services without subscriptions, portals, or credit cards.
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Autonomous agent daemons — long-lived agents with Ed25519 identity, persistent state, and self-funding economics. Wallets, compute escrow, and dead-man-switch resurrection.
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MCP + x402 payment bridges — wrap any MCP server with per-call micropayments. Your tools become revenue-generating endpoints without a subscription management system.
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Proxy and compute vending — HTTP endpoints that sell proxy leases, compute time, or API access for x402 payments. Cryptographic terms of service, port blocklists, replay protection built in.
🔗 Evidence Pipelines
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Extract → Validate → Surface pipelines — pull fragile data from the real world, verify it cryptographically or structurally, and surface it as an auditable artifact. Dashboards, reports, real-time feeds.
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Cryptographic provenance — every action signed, timestamped, and independently verifiable. Forensic audit trails for autonomous agents, compliance, and chain-of-custody requirements.
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Media integrity protocols — zero-knowledge proofs that video or data hasn't been tampered with between capture and viewing. Multi-witness consensus without revealing raw content.
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Document processing automation — multi-source ingestion, OCR, NLP extraction, structured output. Turn boxes of PDFs into queryable databases with verifiable provenance.
⚙️ Systems Engineering
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Device drivers and kernel work — Linux kernel modules, Windows drivers, DMA engine programming, interrupt handlers, memory-mapped I/O. The layer where hardware meets software.
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Embedded and real-time systems — bare-metal firmware, RTOS integration, interrupt latency analysis, watchdog design. Systems where timing is a correctness property.
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Performance-critical C and C++ — template metaprogramming, cache-conscious data structures, lock-free algorithms, SIMD intrinsics, compiler barrier placement. Code where every cycle counts.
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Assembly-level debugging — disassemble, trace, and fix bugs that only manifest at the instruction level. Register allocation issues, compiler optimization interactions, hardware errata workarounds.
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FPGA and hardware acceleration — Verilog, VHDL, HLS. Offload compute-intensive kernels to programmable logic. Design, simulate, and integrate with host software.
👁️ Computer Vision & AI Integration
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Custom computer vision pipelines — object detection, tracking, segmentation, and measurement from video feeds. Built for your specific environment, not off-the-shelf models.
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LLM and RAG integration — retrieval-augmented generation, prompt engineering, chain-of-thought pipelines. Ground LLM responses in verified source documents — no hallucinations.
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Model deployment and optimization — take a research model from HuggingFace and deploy it in production. Quantization, inference optimization, serving infrastructure.
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3D reconstruction pipelines — photogrammetry, point cloud processing, structured geometry for CAD and simulation. From scan to solid model.
🛡️ Stealth Automation Infrastructure
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Browser fingerprinting countermeasures — C++-level Chromium patches that defeat bot detection at the binary level. Custom browser builds for automation that looks human.
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Proxy network infrastructure — multi-source proxy aggregation, validation, and vending. Resilient proxy pools with automated rotation, health checking, and lease management.
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WAF and anti-bot evasion — bypass Cloudflare, DataDome, Akamai, and AWS WAF challenges. Persistent browser contexts that accumulate trust and skip challenges on return visits.
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Behavioral mimicry systems — record, model, and replay human interaction patterns. Mouse curves, typing cadence, scroll behavior — indistinguishable from a real user.
Fixed-price engagements, 1–3 month sprints. Every project scoped individually. Pricing is justified by the alternative — a hardware redesign, a delayed FDA submission, lost trading alpha. Let's talk about your bottleneck.
Have a Bottleneck at the Research-Production Boundary?
Not sure which category fits? Reach out — we'll figure it out together.
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