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Projects

Case studies — each one walks through the problem, the architecture, the decisions, the numbers, and the lessons.

live · 3 nodes · 22 containers

LaunchLab Fleet

Three recycled laptops, each operated by its own headless Claude Code agent: a private 22-container homelab that monitors, heals, and reports on itself.

  • 288 watchdog runs/day, zero tokens
  • 4.18s → 18ms status query
  • 22 containers

npm · @hapus/mcp-cache · ★9

MCP-Cache: a transparent cache for any MCP server

A transparent proxy that caches oversized MCP tool responses and hands the model query tools — so any MCP server works past the 25K-token wall.

  • 25K → unlimited token wall
  • −30–50% LLM API cost
  • <200ms cached query

production · HIPAA · 4 yrs

Agentic RAG in regulated healthcare

Production agentic RAG over docs, code, Confluence, and Jira for a HIPAA/ISO 13485 platform — compliance retrieval 30s → sub-second, verification 60% faster.

  • 30s → <1s compliance retrieval
  • 60% faster verification

production · gcp · agentic

AI platform for a consumer health startup

Backend, infra, and AI for a consumer health startup: four FastAPI services on Cloud Run, a streaming Claude agent, and a nightly autonomous bug-fix agent.

  • 4 on Cloud Run services
  • ≤3/night, autonomous bug-fix PRs

open source · python · mcp

email-mcp

Multi-account email MCP server for agent fleets — scoped per-agent keys, owner-approved sends, and a policy layer that assumes the agent is compromised.

  • 8 email tools
  • 180s owner approval window

fintech · 200 TPS target · aws

Payment-handle validation at 200 TPS

Real-time VPA validation for a payments platform serving India — in-memory TTL caching, pool tuning, and idempotent writes, load-validated for 200 TPS peak.

  • 200 TPS peak target
  • ~800 req/s downstream

study · 1 vCPU · k6

ScaleGuild

A staged k6 study of one FastAPI service on a fixed 1 vCPU budget: 1.68 → 90 RPS, where nearly every win was the concurrency model, not hardware.

  • 1.68 → 69.6 RPS sync → async
  • 90 RPS best on 1 vCPU