Muhammad Idrees
Capabilities

From custom AI agents and agentic systems to RAG, automation, and the infrastructure that ties them together - here is the full surface of AI work I deliver, each engineered for production from day one.

AI Agents

Custom AI Agent Development

Custom AI agent development: production agents that retrieve context, reason through tasks, call tools, and ship real operational work. Built with the Claude, OpenAI, and Gemini SDKs.

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Agentic AI

Agentic AI Development & AI Harnesses

Agentic AI development - agentic workflows, multi-agent systems, and the AI harness (planning, tools, memory, evals) that makes autonomous agents reliable in production.

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RAG

RAG Systems & Retrieval-Augmented Generation

RAG systems engineering - retrieval-augmented generation that grounds LLMs in your data with vector search, re-ranking, and evals to cut hallucinations and ship trustworthy AI.

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AI Automation

AI Automation & Business Process Automation

AI automation that removes repetitive work - intelligent workflows across your tools with n8n, Zapier, Make, and custom AI steps for approvals, CRM sync, and operations.

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AI Engineering

AI Engineering & Machine Learning

AI engineering and machine learning - from LLM application engineering and model integration to evaluation, prompt systems, and production ML that ships and scales.

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AI Systems

AI Systems & AI Operating Systems

AI systems architecture - the AI infrastructure and "AI operating system" layer that unifies agents, RAG, automation, and tools into one dependable platform for your business.

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Agent-Driven Development

Agent-Driven Development

Agent-driven development - building software by directing AI coding agents through spec, plan, and verification loops. Ship fast without shipping slop, with production-grade quality.

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AI Consulting

AI Consulting & Fractional AI Engineering Lead

AI consulting and fractional AI engineering leadership - strategy, architecture, and hands-on delivery to take your team from AI idea to shipped, reliable systems.

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Start a project

Not sure where AI fits yet?

That is exactly where I start. Tell me what you are building and I will map the highest-leverage place to begin.

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