Hi, I'm Mustafa.
AI-obsessed engineer, getting agents into the hands of normies. I take an idea from concept to a production-ready agent - custom integrations, memory, the right context and approvals.
Agents where people work
Running inside Slack, Telegram and WhatsApp, with approvals built in. Learn more about agents in Slack, Telegram and WhatsApp
Memory and context
Context compression and memory that keep long-running agents fast and on-task. Learn more about memory and context
A leaner runtime
Less memory and less time per run across the agent runtime. Learn more about the agent runtime
Any model, deploy anywhere
A production agent in under 10 minutes - any model, one-command deploys to Railway or AWS. Learn more about the deploy templates
Motivated by AI that takes the mundane, repetitive work off people's plates, speeds up research, and runs wildly ambitious systems in production.
At a glance
- Role
- Applied AI engineer, most recently at Agno (2025 - 2026). MS in Computer Science, FIU.
- Shipped for
- A Fortune 10 company, an asset manager, an accounting firm and a law firm - from multi-agent knowledge assistants to a live procurement system.
- Under the hood
- Core engineer on Agno's runtime, not just apps on top - including the per-user isolation and access control enterprises ask about.
- Stack
- Python, TypeScript, FastAPI, Postgres, AWS. OpenAI, Anthropic, Gemini and Bedrock in production.
- Based
- NYC / SF
Enterprise apps
- Answers across Slack, Drive, wiki and CRM
- Navigates sources instead of chunk-and-embed
- Keeps its own wiki and CRM up to date
- Business questions in plain English, answered in SQL
- Grounded in schema, rules and past queries
- Analyst and engineer roles with safe access
- Keeps your notes, people and research
- Remembers how you work, run after run
- Keeps your data and its learnings separate
In progress
- Open DotsAn open-source personal agent you text. It never goes silent, asks before it acts, and runs on your own machine with your own model.
- Open GlassAn open-source take on a company-wide AI workspace - agents that share memory people can inspect, correct and trust.
Built at Agno
AgentOS
Where agents meet people
SDK
What agents know and remember
Engineering
Keeping a fast-moving codebase reliable
Experience
Agno · Senior Software Engineer, Agents
May 2026 - Present
- Spearheaded Learning Machines - 6 learning stores so agents and teams improve every run
- Designed the sub-agent system and per-user isolation across 17 database backends
- Took concurrent-request failures from 31% to 0% and halved CI time
- Mentored and onboarded engineers
Agno · Software Engineer, Agents
May 2025 - Apr 2026
- Seven-agent procurement intelligence system for a beverage importer
- Multi-agent RAG knowledge assistant for an asset manager, an accounting firm and a law firm
- Technical lead on a Fortune 10 company's Agno adoption
- Agents in Slack, Telegram and WhatsApp, with approvals built in
AI tooling ecosystem · Open-source contributor
Jun 2024 - Present
- Agno feature pages upstream in the AG-UI protocol
- Features for Yohei Nakajima's Pippin and Groq's Infinite Bookshelf and StockBot
Florida International University · Graduate Research Assistant
Dec 2023 - May 2025
- Co-authored a peer-reviewed paper on ML battery state-of-charge estimation
- ML models for the lab's internal microgrid systems
Team Pumpkin · Senior Software Engineer
Aug 2022 - Jul 2023
- 3D Tesla demo shown at MWC Barcelona
- Reporting system for an employee advocacy platform
Elite Infosoft · Software Engineer
Apr 2021 - Jul 2022
- Computer-vision golf ball tracking system
Production systems
- Agent platform for a Fortune 10 companyHelped a Fortune 10 company adopt Agno - onboarding, custom workflows, and a better Excel reader and data access that made their internal chatbots give better answers.
- Internal knowledge assistant for professional-services firmsA multi-agent RAG system that answers employees' questions from the firm's own handbooks - HR, leave, travel, expenses and tax - scaled to large document sets with better reranking, and deployed for a global asset manager, a top-10 accounting firm and an AmLaw 50 law firm.
- Procurement intelligence agentsLiveSeven research agents that analyze a spend category the way a sourcing team would, write the report from the team's own template and email it out - on their own, with stronger reasoning, better search and a faster runtime.
- Logistics document agentsDocument intelligence for shipping paperwork - a mixture-of-experts setup of specialist agents that reads invoices, bills of lading and packing lists far more accurately, and automates the tedious internal processes around them.
- Finance and supplier agentsA finance and compliance agent platform for a beverage importer - finance, SQL-reasoning and research agents, plus browser agents that log into old government websites, download the PDFs and summarize them.
Always down to chat. Hiring, exploring or want to build something together - say hi.