AI / Fullstack
Suitcase
A private career agent that lives on your machine.
A local-first career copilot with web chat, Discord bot, and an agent that organizes career evidence inside suitcase_world/.
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Achu Mukundan
Fullstack and backend engineer building local-first AI tools, developer systems, and production-grade infrastructure. Based in Toronto.
I'm an enthusiastic open source builder, humbly learning and shipping. Previously at Replicant AI, grad from U of T Computer Engineering.
Open source projects
Things I've built
Infrastructure
Relay
Protocol infrastructure for local AI models
A lightweight compatibility gateway for running local models through OpenAI- and Anthropic-style APIs.
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AI / Developer Tools
Synax
A local-first coding agent for quantized and open models.
An experimental terminal coding agent built around local inference, OpenAI-compatible model gateways, and small/quantized model workflows. Currently in closed alpha.
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AI / Developer Tools
wytOS
A local-first creative OS for structured memory and AI-assisted workflows
A local-first creative operating system with SQLite FTS5 search, local LLM summarization, and structured retrieval workflows.
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Infrastructure
Temper Cloud
Self-hosted distributed storage and compute platform
Docker-based distributed storage with Cloudflare Zero Trust access, observability, and concurrent metadata pipelines.
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More projects
Fullstack
Secondhand Hub
A fullstack microservices marketplace
A marketplace built with React, Flask, Docker, and PostgreSQL featuring JWT authentication and CI/CD.
Creative
watchyourtemper
Electronic music, events, merch, and visual world
An electronic music world spanning releases, events, merch, visual systems, and community experiments.
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Background
Fullstack/backend engineer in Toronto.
I build across model gateways, coding agents, creative operating systems, edge-deployed applications, and self-hosted infrastructure. The throughline is local-first architecture, fast feedback loops, and interfaces that reveal how the system behaves.
Outside of code: electronic music production, running a live event series (PRESSURE TEST), creative direction, and worldbuilding through watchyourtemper .
Fullstack EngineerBackend EngineerAI ToolsLocal LLM SystemsEdge / ServerlessCreative Tech
Writing
Notes and devlogs.
Notes on local inference, agent observability, protocol design, creative tooling, self-hosted infrastructure, and the build process behind this site.
Notes