# Mustafa Esoofally

> 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. Open to Applied AI and Forward Deployed Engineer roles.

- Agents where people work: Running inside Slack, Telegram and WhatsApp, with approvals built in.
- Memory and context: Context compression and memory that keep long-running agents fast and on-task.
- A leaner runtime: Less memory and less time per run across the agent runtime.
- Any model, deploy anywhere: A production agent in under 10 minutes - any model, one-command deploys to Railway or AWS.
- Now: Building Open Dots, a personal agent you text, and designing Open Glass.

Contact: mustafa.z.esoofally [at] gmail [dot] com · GitHub: https://github.com/Mustafa-Esoofally · LinkedIn: https://www.linkedin.com/in/esoofallymustafa

## Built at Agno
- [Agents where people already work](https://mustafa-esoofally.github.io/work/chat-interfaces/): Slack, Telegram and WhatsApp interfaces - streaming replies, media, live progress - so agents live where teams already talk.
- [Human-in-the-loop approvals](https://mustafa-esoofally.github.io/work/human-in-the-loop/): Agents pause, people approve. Approval flows in Slack and in web frontends, for single agents and teams.
- [AG-UI frontend integration](https://mustafa-esoofally.github.io/work/ag-ui/): Started Agno's integration with the AG-UI protocol, connecting agents to live frontends with frontend tools.
- [Google Workspace integration](https://mustafa-esoofally.github.io/work/google-workspace/): Gmail, Calendar and Drive toolkits on one shared auth layer - user sign-in or service accounts, with encrypted token storage.
- [Access control and isolation](https://mustafa-esoofally.github.io/work/security/): Every user only sees their own sessions, memories and traces, permissions follow the resource, and agents only get the tools their role needs.
- [Context engineering and efficient tool calling](https://mustafa-esoofally.github.io/work/context-engineering/): Keeping long-running agents fast and on-task: compressed tool results, selective tool history, token counting and context providers.
- [Learning machines and memory](https://mustafa-esoofally.github.io/work/learning-machines/): Agents that get better every run: learning stores for users, sessions, entities and shared knowledge - for single agents and teams.
- [Excel knowledge bases](https://mustafa-esoofally.github.io/work/excel-knowledge/): A dedicated Excel reader so agents can answer questions over spreadsheets - right sheets, right rows, with context intact.
- [MCP and docs for coding agents](https://mustafa-esoofally.github.io/work/mcp-and-tools/): Making agents and coding tools work together: reliable MCP results in Claude Code, docs that agents can read, and MCP-backed web research.
- [Model providers](https://mustafa-esoofally.github.io/work/models/): Kept agents working across OpenAI, Anthropic, Gemini, Bedrock, vLLM and more - including the hard concurrency bugs.
- [AI code review and CI](https://mustafa-esoofally.github.io/work/ci-review/): An automated AI code-review system for every pull request, and a faster, more trustworthy test suite.

## Projects
- [Agent platform for a Fortune 10 company](https://mustafa-esoofally.github.io/projects/fortune-10-enterprise/): Helped 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. (private repository)
- [Open Dots](https://mustafa-esoofally.github.io/projects/open-dots/): An open-source personal agent you text. It never goes silent, asks before it acts, and runs on your own machine with your own model. (private repository)
- [Internal knowledge assistant for professional-services firms](https://mustafa-esoofally.github.io/projects/policy-assistant/): A 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. (private repository)
- [Scout](https://mustafa-esoofally.github.io/projects/scout/): An open-source company-intelligence agent that navigates Slack, Drive, wiki and CRM instead of chunk-and-embed.
- [Dash](https://mustafa-esoofally.github.io/projects/dash/): A self-learning SQL data agent that grounds answers in schema, business rules and past queries.
- [Open Glass](https://mustafa-esoofally.github.io/projects/open-glass/): An open-source take on a company-wide AI workspace - agents that share memory people can inspect, correct and trust. (private repository)
- [Procurement intelligence agents](https://mustafa-esoofally.github.io/projects/procurement-intelligence/): Seven 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. (private repository)
- [Logistics document agents](https://mustafa-esoofally.github.io/projects/logistics-document-agents/): Document 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. (private repository)
- [AgentOS templates](https://mustafa-esoofally.github.io/projects/agentos-templates/): Production agent platforms you run in your own cloud - Railway, AWS or Docker - with the AgentOS runtime, Postgres, auth, Slack and evals included.
- [Finance and supplier agents](https://mustafa-esoofally.github.io/projects/beverage-finance-agents/): A 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. (private repository)
- [Pal](https://mustafa-esoofally.github.io/projects/pal/): A personal second-brain agent that learns every run - your notes, people and research in one agent, with what it learns kept separate from your data.
- [Coda](https://mustafa-esoofally.github.io/projects/coda/): A code companion that lives in Slack - answers questions about your repos with file-and-line evidence, plans and triages issues, and opens PRs from isolated branches.
- [Plex Search](https://mustafa-esoofally.github.io/projects/plex-search/): A deep-research app that streams its answer and organizes sources as it searches.
- [Invoice Payment Agent](https://mustafa-esoofally.github.io/projects/invoice-payment-agent/): Watches an inbox for invoices, extracts the details and moves them toward payment, with a status UI.
- [AI Podcast Generator](https://mustafa-esoofally.github.io/projects/podcast-engine/): Turns the day's news into a narrated podcast: scrape, script, voice.

## Experience
- [Agno - Senior Software Engineer, Agents](https://mustafa-esoofally.github.io/experiences/agno/)
- [Agno - Software Engineer, Agents](https://mustafa-esoofally.github.io/experiences/agno-engineer/)
- [AI tooling ecosystem - Open-source contributor](https://mustafa-esoofally.github.io/experiences/open-source/)
- [Florida International University - Graduate Research Assistant](https://mustafa-esoofally.github.io/experiences/fiu/)
- [Team Pumpkin - Senior Software Engineer](https://mustafa-esoofally.github.io/experiences/team-pumpkin/)
- [Elite Infosoft - Software Engineer](https://mustafa-esoofally.github.io/experiences/elite-infosoft/)

## Optional
- [Full site as one markdown file](https://mustafa-esoofally.github.io/llms-full.txt)