Hey, I'm Azmi 👋

AI systems for the messy middle.

Senior SWE & AI/automation consultant. I build AI agents that do real work — tool calling, MCP integrations, sandboxed execution, evals — where model behavior, product UX, and backend reliability have to agree. Then I run them in production.

🌐 Website · 💼 LinkedIn · 🧵 Threads · ✉️ Email

• ☁️ kilat.host — Managed hosting: one-click deploys of AI agents, n8n, and PocketBase on Coolify. Flat billing from an IDR wallet topped up via QRIS.
• 🛍️ kilat.store — Website builder and storefront surface of the Kilat platform.
• 🎬 aiclipper.video — Serverless pipeline turning long-form video into vertical clips: transcription, AI segment selection, automated rendering.
• 🛂 DIYVisa — Privacy-first U.S. B1/B2 visa preparation workspace for Indonesian DIY travelers.

I fix things upstream when I can — 59 of 70 authored PRs merged:

• rails/rails · heartcombo/devise · anthropics/claude-agent-sdk-python · can1357/oh-my-pi · sanger/sequencescape · benbalter/count-org-loc · benbalter/gman · phonology024/make-localllm-easier

→ All my pull requests

A few things I maintain myself:

• 📬 rails-mailer-sandbox — Development email sandbox for Rails: persistent .eml storage and a Mailtrap-inspired web UI.
• 🤖 rails-ai-gateway — Mountable Rails AI gateway with ActiveRecord, streaming, fallbacks, and an admin UI.
• 🎨 jamboard — Collaborative infinite canvas: TypeScript, HTML5 Canvas, real-time multiplayer via Yjs, inline AI asset generation.

📡 Signal → 📚 Context → 🧭 Policy → 🔌 Tools/MCP → 📦 Sandbox → 💬 Feedback → 📈 Eval

• 🔌 Tools & MCP — tool calling and MCP integrations with schemas that don't surprise
• 📦 Sandbox — code execution with guardrails, not vibes
• 📚 Context — RAG, memory, retrieval, and traceable sources
• 🧭 Policy — route, reason, ask, answer, call a tool, or wait
• 🔎 Observation — traces, evals, review states, latency, and cost controls

The useful part is not an impressive internal chain of thought. It is an agent whose every action is inspectable, bounded, and evaluated.

🤖 AI systems Agentic workflows · Tool calling · MCP · Sandboxed execution · Evals · RAG · Vector databases · LLM orchestration

💻 Product engineering TypeScript · React · Next.js · SvelteKit · Astro · Ruby on Rails · Node.js

☁️ Data and infrastructure PostgreSQL · Redis · Docker · Terraform · AWS · Alibaba Cloud · Google Cloud