Sub-second
Codexia Live coaching loop target
Designed around live learner events, not delayed chat-style prompts.
AI systems engineer / full stack product builder
I build AI workflows that survive real product constraints.
I'm Azmi Muwahid, a senior full stack engineer focused on agentic workflows, RAG, tool calling, and real-time interfaces. My work sits where product UX, backend reliability, and model behavior have to line up.
Proof, not hype
Reviewable
FutureLab AI outputs
AI summaries enter product workflows with human review states.
Server-only
Portfolio CMS integration
Notion tokens stay inside SvelteKit load functions and server modules.
Signature interaction
AI Systems Map
A lightweight map of how I think about agentic product work: signals become context, policy, tool calls, interface feedback, and eventually a measurable product outcome.
Active layer
User signal
Prompt, voice, pause, click, or business event enters the system.
Systems Stack
The tools I use when model behavior, product UX, backend reliability, and cost controls all matter.
TypeScript
React
SvelteKit
Node.js
Ruby on Rails
PostgreSQL
AWS
Docker
Tailwind CSS
OpenAI
TypeScript
React
SvelteKit
Node.js
Ruby on Rails
PostgreSQL
AWS
Docker
Tailwind CSS
OpenAI
The AI Edge
Agentic WorkflowsRAGTool CallingVector DatabasesLLM Orchestration
The Real-Time Layer
Binary Audio StreamingWebSocketsWhisper (Transcription)Live State Management
The Core Stack
TypeScript 5Ruby on RailsNext.js 15 (App Router)tRPCSvelteKit
The Infra
AWS (ECS/Lambda/S3)Google CloudTerraformDocker
Languages
TypeScriptRubyPythonGo
Databases
PostgreSQLRedisPineconeElasticsearch
Selected case studies
Built systems, not slideware.
Each case study documents the problem, constraints, architecture, decisions, and tradeoffs behind the work.
AI-Powered Website Builder
2024-2025 / Production-ready
Kilat.store
An AI-powered website builder allowing Indonesian small-medium businesses (UMKMs) to construct their business landing pages in 60 seconds.
Successfully built a multi-tenant platform with visual editor capabilities and automated generation pipelines, lowering the digital commerce entry barrier.
Next.js 15Puck EditorAstro 4Ruby on Rails 8Terraform
Real-time AI coaching platform
2025 / Shipped MVP
Codexia Live
A real-time coding coach that watches friction signals and responds with progressive hints instead of handing over answers.
Converted an open-ended AI tutor idea into a low-latency coaching loop with measurable intervention points.
SvelteKitTypeScriptWebSocketsGoogle Cloud RunLLM tool calls
Agentic B2B CRM
2026 / Active Beta
The Beddo AI-CRM
An agentic B2B CRM for the mattress and bedding industry that balances autonomous AI customer interactions with transparent telemetry.
Engineered a next-generation CRM inbox where human operators oversee autonomous lead extraction agents via live Model Context Protocol streams.
Next.js 16tRPC v11Better AuthDrizzle ORMStitch MCP
Automated video cropping platform
2025 / Shipped Beta
AIClipper.video
An automated serverless SaaS platform converting long-form YouTube videos into viral vertical Shorts, optimized for mixed-language regional audiences.
Delivered a fully automated media rendering pipeline that transcribes, isolates viral hooks, and crops landscape videos into portrait formats.
Next.js 15Tailwind CSS v4AWS LambdaAWS Step FunctionsDynamoDB
Available for hire
Let's build
something intelligent.
Whether you want to talk about tool_calls, the future of RAG, or why Ruby on Rails is still a powerhouse for AI backends—reach out.
Email Me [email protected]
Location South East Asia (Remote)