design_and_brand
identity, design systems, product UI. the look and feel, end to end.
core
kf
identity, design systems, product UI. the look and feel, end to end.
figure out what a thing should be, then chart how AI helps build it.
full-stack product engineering. web, mobile, and the platform plumbing underneath.
ship it. deployment, infra, and the work of getting a thing into the world.
multi-agent orchestration, structured outputs, function calling, tool use.
MCP-enabled workflows. tool definitions, resource servers, host integration — connecting llms to the real world without bespoke glue.
high-recall hybrid retrieval, eval-gated rollouts over document corpora.
system-prompt design, few-shot scaffolding, chain-of-thought, structured outputs. provider-agnostic.
security-first mobile app for personal firearm, ammo, and accessory inventory.
SaaS background removal. high-res image segmentation, containerized inference, MCP-enabled workflows.
architectural metalwork. design through fabrication.
Claude · OpenAI · Bedrock · LangChain · LangFlow.
Pinecone · OpenSearch · Milvus · SQL · NoSQL · Kafka · Spark · lakehouse.
AWS · Azure · Kubernetes · Docker · Modal · MLOps pipelines.
Python (primary) · TypeScript · Java.
React · Next.js · Flutter · Geist · Tailwind · vanilla CSS.
GraphQL · REST · Node · Express · Flask · FastAPI. boring choices that scale.
BiRefNet (dichotomous segmentation) · Modal (containerized inference) · MCP.
PyTorch · LoRA · QLoRA · custom fine-tuning recipes.