Agent systems & automation
Tool-using agents, browser workflows, MCP/API integration, human authority, long-running work, recovery, and failure handling.
Production engineering
Bring the system that is failing in reality.
We work on bounded AI, software, cloud, data, automation, and security problems where the valuable output is a changed system and an observable result.
Evaluation & operational evidence
Acceptance conditions, provider readback, external effects, cost/outcome attribution, and observability that answers whether the workflow actually worked.
Data, retrieval & memory
Retrieval, enterprise knowledge, structured evidence, provenance, long-horizon context, and compression that does not turn every task into an ever-growing prompt.
Software, cloud & integrations
APIs, backends, deployments, CI/CD, AWS, data flows, migrations, reliability, and automation without unnecessary re-platforming.
Need the next technical move, not another architecture deck?
Use the $250 triage when the mechanism is unclear. Use the rescue when the implementation boundary is already credible.