Stop burning millions on GPU waste. We engineer the metal, memory, and compilers underneath your models.
Most AI teams treat models like web development with prompt strings. We engineer the underlying hardware and memory hierarchy: eliminating KV cache memory bloat, fusing handwritten Triton and CUDA kernels, bypassing the Python GIL, and disaggregating prefill/decode pipelines to slash GPU costs by 30%–60% while cutting token latency in half.
Context windows are memory-bandwidth bound, not compute bound. We re-engineer KV cache allocation, compaction, and quantization to fit 3x more concurrent users per GPU without quality degradation.
Replace standard PyTorch composite operators with custom, fused GPU kernels executed in on-chip SRAM registers—eliminating memory bus round-trips and driving down latency.
Unlock true multi-threaded CPU serving orchestrators feeding 8 to 16 GPUs simultaneously without Python Global Interpreter Lock contention.
We don't deliver slide decks. We deliver minimal, durable, mathematically verified pull requests directly into your production serving engine with full regression coverage.
$75,000 – $150,000 (Flat 2-Week Sprint)
Start dates and delivery windows are confirmed after scope review.
$35,000 – $65,000 / month
Start dates and delivery windows are confirmed after scope review.
Distributed consensus, compiler lowerings, low-latency runtimes, memory invariants, and zero-defect systems architecture.
Explore service03AI agents, tool-using workflows, OpenClaw, Hermes, LangChain, custom orchestration, and human-in-the-loop systems.
Explore service04Business workflows, internal systems, API automation, operations automation, and cross-system integration.
Explore service05Architecture, MVP → production, technical product delivery, API/backend/frontend integration, and deployment.
Explore service06Architecture reviews, technical due diligence, system design, root-cause analysis, and engineering direction.
Explore service02Model serving, AI infrastructure, and agent orchestration.
Explore service05Full-stack software engineering from architecture to production.
Explore service01Automate deployments, improve reliability, and prepare for scaling.
Explore service05From architecture and MVP to scalable production platforms.
Explore service05Luxury-caliber design systems and meaningful user experiences.
Explore service01Keeping your production systems reliable and performant 24/7.
Explore service03Private AI agent infrastructure and multi-step tool orchestration.
Explore serviceA 30-minute discovery call to clarify scope, availability and the right engagement model for your project.
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