Available for AI / LLM freelance & roles

LLM systems that
take real action.

I design and ship agentic AI — tool-calling assistants, RAG pipelines that cite their sources and refuse when they can't, and multi-agent workflows you can actually trace. Every project below is a live, clickable demo, not a screenshot.

20+Live demos, all deployed
2022Building AI since
−95%Cost cut via trace-driven tuning
100→0Parse failures, same pipeline
01 / Capabilities

The AI engineering
stack.

I care about the parts that decide whether a system survives contact with real users: does it call the right tool, can it say "I don't know", and can you see why it did what it did six weeks later.

A

Agents & tool-calling

  • OpenAI function / tool calling
  • LangGraph multi-agent pipelines
  • smolagents · LlamaIndex
  • Thought → action → observation loops
B

RAG & retrieval

  • Embeddings & vector search
  • Hybrid retrieval with reranking
  • Inline citations & grounding
  • Anti-hallucination guards
C

Observability & eval

  • Langfuse tracing on every node
  • Labeled eval harnesses
  • Failure-mode analysis
  • Accuracy / latency / cost tuning
D

Vision & documents

  • Vision-language models
  • Invoice / receipt / ID extraction
  • Bounding-box grounding + OCR
  • Confidence scoring
E

Automation

  • n8n end-to-end pipelines
  • GoHighLevel CRM workflows
  • WhatsApp Cloud API bots
  • Paymob / payment flows
F

Build & deploy

  • Python · TypeScript / JS
  • Next.js · FastAPI · Gradio
  • Vercel · Render · serverless
  • Supabase · Redis · Celery
02 / Selected work

Nine systems.
All of them live.

Public URLs, no signup. Open one and use it. Where a project has measured results, the numbers below came from an eval harness, not an estimate.

01
Thastock AI market intelligence platform
Thastock · Live SaaS, four paying tiers

An AI market desk, shipped end to end

A full product I designed, built and launched alone. An AI-written brief on your watchlist at 08:30 every trading day (overnight moves, RSI, earnings, macro), an alert engine firing on price · RSI · volume · MA-cross with compound AND/OR conditions, per-ticker AI research, SEC Form 4 insider filings parsed in real time, an 8,000-equity screener, portfolio optimizer and stress testing.

Next.jsOpenAIMarket data APIsSEC EDGARVercel
02
ClearPath AI agentic prior authorization
ClearPath AI · Healthcare

An agent that knows when to escalate

A LangGraph agent for prior authorization: retrieve → proposer → critic → judge, grounded in clinical criteria. It auto-resolves the clear cases and escalates every denial and every low-confidence case to a human, with a send-back self-correction loop. Each node traced in Langfuse, so a decision can be audited months later. 55% auto-resolved at ~$0.005 a decision.

LangGraphGPT-4oLangfuseHuman-in-the-loopRAG
03
TrustQuery governed AI data analyst
TrustQuery · Analytics governance

Natural language to SQL a CFO can trust

The LLM never writes raw SQL. It emits a validated query spec that a compiler turns into SQL using only certified joins — which structurally prevents fan-out inflation rather than hoping the model avoids it. A governed semantic layer gives every metric one definition, metadata-RAG grounds the plan, and every answer is reconciled against an independent trusted-SQL report.

NL2SQLSemantic layerMetadata-RAGDuckDBEval harness
04
Multi-agent CV screener case study
Multi-Agent CV Screener · Case study

What tracing is actually for

A LangGraph pipeline (router → retriever → scorer) fully instrumented with Langfuse. The case study is the point: I used the traces to find and fix real failure modes, and measured the result — parse failures 100% → 0%, accuracy 83% → 89%, latency −37%, cost −95%. Same task, same model family; the difference is knowing where it was going wrong.

LangGraphLangfuseOpenAIEval harnessPython
05
VoiceDesk — seven production AI voice agents
VoiceDesk · Seven verticals

Seven production voice agents, one platform

A shared call-outcome service that any agent — Vapi, Retell AI or n8n — posts into, with a purpose-built operator dashboard per trade: self-storage, plumbing, dental, real estate, restaurants, appliance support, and legal voicemail pushed to Cisco desk phones over CiscoIPPhone XML. One FastAPI service speaks both Vapi's and Retell's webhook dialects. Each agent's brain is tested in an automated harness before it touches a phone number.

Vapi · Retell AIGPT-4o tool-callingTwilioFastAPI7 dashboards
06
MailMind AI email triage and draft engine
MailMind · Email operations

Drafts your reply, waits for your yes

Reads every incoming email, tags urgency and intent, and drafts a reply in your tone — a LangGraph pipeline of classifier → drafter → tone-critic with human approval before anything sends. Traced in Langfuse; measured 83% classification accuracy at ~$3.77 per 1,000 emails.

LangGraphGPT-4oHuman-in-the-loopLangfuseFastAPI
07
RAG document intelligence with page citations
RAG Document Intelligence

Cited answers, or an honest refusal

Source-cited Q&A over contracts, reports and PDFs: OCR-fallback ingestion, structure-preserving chunking with page metadata, hybrid retrieval (Chroma + BM25) with reranking, page-level citations, and a guard that flags low confidence instead of guessing. The refusal path is the feature.

LangChainChroma + BM25RerankingOpenAIPython
08
VoxDocs voice and RAG document assistant
VoxDocs · Voice + RAG

Ask your documents out loud

Speak a question — VoxDocs transcribes it with Whisper, retrieves the relevant passages, answers grounded only in your documents with citations, and speaks the answer back. An anti-hallucination guard refuses when the answer isn't in the docs. Bring your own files; every turn traced in Langfuse.

WhisperGPT-4oOpenAI TTSRAG + citationsLangfuse
09
IntakeIQ voice intake and booking agent
IntakeIQ · Voice intake

A state machine that finishes the booking

Talk to it in the browser: Whisper → GPT-4o → OpenAI TTS driven by a LangGraph state machine (greet → qualify → schedule → confirm) that captures intake and books a real calendar invite. The state machine is why it doesn't wander — 100% booking completion across 10 test calls, averaging 23 seconds.

LangGraphWhisperGPT-4oOpenAI TTSLangfuse
03 / Also shipped

Eleven more,
also live.

Smaller builds and client work. Every one has a public URL — click any of them.

LeadForge

Turns a messy Data Axle export into enriched, evidence-backed leads — web-enriches each company with source URLs, classifies Pass / Review / Reject with fit and confidence scores, upserts to Airtable, deduped.

FastAPIOpenAI web searchAirtable
Live app

Card ID & Pricing

Entity resolution on trading cards — blocking → scoring → threshold turns a messy scan into canonical data, then prices from sold comps. Variant-aware: the same #280 prices as Base $41 / Silver $1,775 / Red $5,200.

Entity resolutionFuzzy matchingFastAPI
Live app

AI Hotel Concierge

An autonomous tool-calling agent that reads a guest message and acts — answers from the knowledge base with citations, checks availability, reserves rooms, saves contacts to a CRM, choosing its own tools.

Function callingAgent loopLangfuse
Live app

Chat With Your Documents

Upload PDFs, ask questions, get answers with inline page citations grounded in your files. Per-page parsing, chunking, embedding, vector search and token-streaming chat.

pgvectorSupabaseRAG
Live app

Visual Document AI

Invoice, receipt or ID in → structured JSON out, with bounding boxes drawn over every detected field, confidence scores, and a baseline OCR+regex vs vision-model comparison. Works on photographed and handwritten docs.

Vision LLMOCR groundingStructured output
Live app

NutriPlan AI

Upload an InBody scan — read automatically with vision — or enter your stats, and get science-based calorie and macro targets (Mifflin-St Jeor) plus a full AI meal plan. Swap any food and regenerate.

OpenAI + VisionTargets engineNext.js
Live app

CV Analyzer

Résumés plus a job profile in, ranked shortlist out — per-candidate fit scores, AI summaries, skill-gap analysis and red flags, all RAG-grounded in the actual CV text rather than guessed.

EmbeddingsRAGPDF parsing
Live app

Stocksawy — EGX

Pulls live Egyptian-market news, then an LLM extracts sentiment, urgency and per-stock BUY / SELL / WATCH signals with reasoning, plus a sector heatmap. React front end on serverless functions.

ReactOpenAIServerless
Live app

Stem Separation SaaS

A production-shaped backend: upload a song, get an async AI stem-separation job. JWT auth, quota checks, a job queue with progress reporting and a Pro tier — FastAPI, Celery and Redis with documented APIs.

FastAPICelery · RedisAsync jobs
Live app

Implant Cost Estimator

A custom WordPress plugin: a multi-step calculator that gives patients a realistic treatment-cost range in under 60 seconds, then captures the lead. White-labelled across five dental clinics.

WordPress pluginPHPLead capture
See it live

Clinic & Business Sites

10+ WordPress / Elementor sites for dental clinics and small businesses — conversion-focused landing pages with the estimator, GoHighLevel lead forms and booking funnels wired in.

WordPressElementorGHL funnels
View example
04 / Experience

Shipping AI for
real clients.

Cairo, Egypt — working across US, UK and Gulf time zones, in English and Arabic. BSc Artificial Intelligence. Top Rated on Upwork with 100% Job Success.

2025 — Present

Munadim — Founder & AI Engineer

munadim.com · Remote
  • Founded Munadim, an AI ordering agent running restaurants' WhatsApp lines — orders, delivery tracking and returning-customer memory, in Arabic, Franco-Arabic and English.
  • Built Thastock, a live AI market-intelligence SaaS with four public pricing tiers, and ClearPath, a healthcare prior-auth agent with a Langfuse audit trail.
  • Shipped seven production voice agents across seven verticals on Vapi and Retell AI, each with its own operator dashboard.
2022 — Present

AI Systems Developer — Freelance

Self-employed · Egypt & global clients
  • Designed and deployed AI automation across hospitality, healthcare and e-commerce.
  • Built 4 WordPress plugins that auto-provision GoHighLevel forms, pages, CRM fields and AI workflows on install.
  • 20+ lead-capture forms per client with UTM tracking, linked workflows and AI scoring; a clinic review-gating system that sentiment-routes patients to public reviews or private feedback.
  • Eva Concierge — a WhatsApp AI concierge for a 3-property hotel collection: 6 sub-workflows behind a master router, EGP tax logic, Paymob deposits, ID capture at check-in.
Jul — Sep 2025

IT Software Engineering Intern

Maxim Investment Group — Cairo
  • Contributed to the Mega Plug EV-charging platform in Python, Java and SQL.
  • Took part in code reviews and technical documentation.
05 / Credentials

Certified in
agentic AI.

Click a certificate to view it full size.

DataCamp AI Engineer for Developers Associate certificate

AI Engineer for Developers — Associate

Building AI-powered apps with LLMs: the OpenAI API, prompt engineering, function calling, RAG and chatbots.

DataCamp · Associate
Hugging Face AI Agents course certificate

AI Agents Course

Autonomous LLM agents: tool use, agentic RAG, multi-step workflows, evaluation and observability.

Hugging Face
DataCamp Working with the OpenAI API certificate

Working with the OpenAI API

Chat completions, multi-turn conversations, output control and the moderation API — hands-on in code.

DataCamp
06 / Get in touch

Got an LLM system that needs to actually work?

Open to AI / LLM freelance work and full-time roles. Tell me what you're building and what's going wrong with it — I'll tell you straight whether I can help.

Cairo, Egypt — US, UK & Gulf time zones English & Arabic LinkedIn GitHub
Certificate, full size