Khiw Nitithadachot
Forward Deployed AI Developer
I embed in customer domains, orchestrate production LLM/agent pipelines, instrument observability, and own software reliability end-to-end.
Years FDE
Deploys
Verticals
NOW //📢 Announcement: Admin Management Console and redesigned UI are now officially live with English/Thai support!
Operating Principles
How I approach complex AI deployments
Sit with the problem at the physical site, not in Jira.
Embedded on-site with CPAC's ready-mix concrete dispatchers to map the legacy queue logic before building the scheduling agent.
Turn abstract policy or messy logs into exact code.
Decoded 400 pages of Thai civil service regulations into deterministic guardrails for the TPQI qualification agent.
If you didn't instrument it, you didn't build it.
Configured telemetry on every edge step of the NT battery predictor, reducing LSTM inference latency by 45% using request chunking.
Leave systems cleaner and operators smarter than you found them.
Delivered fully documented local MCP servers and trained client engineering teams, enabling complete handoff in under 4 weeks.
Build Log & Experience
Key milestones and systems architecture shipped
AI Developer Portfolio 2.0
Redesigned the portfolio under the 'Luminous Precision' light-theme system and FDE Studio shell. Integrated full-stack edge routing and client-side GraphRAG.
CPAC Ready-Mix Concrete Dispatcher Agent
Deployed a local dispatch optimizer agent on-site in Thailand, improving mixer utilization rates by 12% across Bangkok terminals.
TPQI Government Qualification Agent
Built the civil service certification evaluator for the Thailand Professional Qualification Institute, automating compliance checks over regulatory PDFs.
NT Battery Remaining Useful Life (RUL) Predictor
Synthesized LSTM forecasting routes on Cloudflare Workers for remote telecom tower battery arrays. Handled 10k+ telemetry inputs per second.
CarbonScope Forest Sequestration Estimator
Designed a spatial analytics dashboard with satellite data integrations, validating mangrove reforestation carbon offsets.
FDE Career Pivot
Transitioned from traditional full-stack engineering to Forward Deployed AI, specializing in domain integration and reliable agent scaffolding.
Tooling & Tech Stack
Production inventory for AI systems design
- Node.js / Bun
- Python
- C++ (Edge ML)
- TypeScript
- LangGraph
- MCP Server
- LlamaIndex
- RAG Scaffolding
- pgvector / Postgres
- SQLite / LibSQL
- Redis
- Cloudflare D1
- LangSmith
- OpenTelemetry
- Wrangler / CF Logs
- Vercel Analytics
Let's connect
If you're looking for an AI engineer who can embed in your team, build robust telemetry, and ship actual code instead of slides — I'd love to chat.