Vol. VII · The Field Edition
· Orlando · บางกอก
Mongkorn Labs dragon mark

mongkorn·labs

Agentic AI · Document Intelligence · Full-Stack Engineering
Established Mongkorn Labs
A 1099 Consultancy
№ 001 Where Fire Meets Code

Agentic systems,
built with the discipline
of old-world craft.

Mongkorn Labs designs and ships agentic AI, document intelligence platforms, and full-stack software for elite events, finance teams, and operators who require precise, auditable outcomes — not demos.

§ 01 The Practice

Three disciplines, one workshop

Agentic AI is the headline. The full range — document intelligence, ML engineering, and full-stack platforms — is the backbone that makes autonomous systems actually ship.

i.

Agentic AI Systems

Hybrid agentic + deterministic architectures that reason, call tools, and write back to ground-truth systems. Built on FastAPI, Google ADK, Cloud Run, Cloud Tasks. Auditable by design.

  • Multi-agent orchestration
  • Tool-calling & MCP servers
  • Async journal & ledger automation
  • Human-in-the-loop guardrails
ii.

Document Intelligence

Production ML for invoices, contracts, and unstructured records. Custom-trained extractors, retrieval pipelines, and the workflow glue that turns paper into posted entries.

  • Invoice & contract extraction
  • RAG over private corpora
  • Schema-bound LLM output
  • QuickBooks & ERP integration
iii.

Full-Stack Platforms

React, Node, MongoDB on Google App Engine. Event platforms running live for heads-of-state gatherings. Twilio SMS, calendar integrations, observability built in.

  • Master-detail & accordion UIs
  • SMS verification & check-in
  • Atlas index & query optimization
  • App Engine observability

Demos are easy. Shipping autonomous systems that survive a regulator, an auditor, and the third week of production — that is craft. We do the latter.

— The Mongkorn Labs Editorial Standard

§ 02 Selected Work

From the field

Live in Production

MMXXIV — present · Codename

Project Citadel

Full-stack event management platform serving heads-of-state gatherings and the upper register of professional convenings. SMS door check-in, calendar-aware RSVP, master-detail UI, MongoDB Atlas index work at production scale.

ReactNode / ExpressMongoDB App EngineTwilio
In Build

MMXXVI · Codename

Project Ledger

Hybrid agentic + deterministic platform for multi-venue sponsorship contract accounting. FastAPI, Gemini via Google ADK, Cloud Run, Cloud Tasks for async journal entry processing into the system of record.

FastAPIGoogle ADKGemini Cloud RunQBO
Internal R&D

MMXXIII — present · Codename

Project Forge

Self-hosted GPU mining management platform with a consumer companion client and self-custody wallet. FastAPI + React + Python agent architecture mirroring the farm / worker / flight-sheet model of incumbent tools.

FastAPIReactPython agents CUDA
Long Lineage

MMXV — MMXVIII · Codenames

Project Seal & Project Lantern

Early-Ethereum-era engagements: smart-contract document authenticity for an enterprise operations group, and a municipal blockchain infrastructure pilot bringing on-chain accountability to a national street-lighting program. Roots in decentralized infrastructure that still inform the systems we ship today.

SolidityWeb3IPFS

§ 03 The Stance

A small workshop.
Senior hands. Real craft.

Mongkorn Labs is a 1099 consultancy — not an agency, not a staffing shop. Engagements are senior-led from first call to deploy. We take few clients, ship to production, and stay until the system is steady.

The bench is closed for new work · Watch this page