Freelancers using Ollama in Cairo
Freelancers using Ollama in Cairo
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Yossef Ayman Zedan
Cairo, Egypt
I build AI agents that automate business workflows
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I build AI agents that automate business workflows
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LeadBot is a B2B lead automation platform I built that turns raw scraped LinkedIn data into scored, tiered leads with personalized outreach ready to send. It extracts company and profile links from raw page data, runs each lead through a scoring pipeline that checks hiring signals and applicant volume before spending on deeper enrichment, then classifies leads as Cold, Warm, or Hot with transparent reasoning behind every score. For qualified leads, it generates personalized connection notes and follow-up messages based on the specific role or signal that made them worth reaching out to, not generic templates. Built with LangGraph orchestration and Ollama for the scoring and message generation, with every lead persisted so nothing gets processed twice.
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OneRecruiter is an AI-powered candidate screening tool I built for small staffing agencies, where AI screening rejects good candidates and consultants can't afford to look like a black box. Every criterion in a role's rubric is scored independently with a transparent, auditable rationale, so recruiters see exactly why a candidate scored 90% instead of trusting a mystery number. The standout feature is candidate pooling: agencies upload their CV database once and it stays matched against every future job, so a candidate sourced for one role automatically surfaces for the next relevant opening. Validated it end-to-end with a real staffing agency client, running a live CAD Designer search against 12 candidates with synthetic test data before their real screening.
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InvoiqAI is an AP invoice automation tool I built that reads invoices, purchase orders, and delivery receipts, cross-checks them against each other, and routes approvals automatically, so AP teams stop manually keying numbers and stop paying invoices nobody actually verified. It runs full three-way matching on every document, flags price or quantity mismatches with plain-English reasoning, and catches duplicate invoices before they get paid twice. Approval rules route small invoices to auto-approve and larger ones to the right person, so nothing sits in a queue waiting on a human unless it actually needs one. Tested across 85+ real documents with a 96.5% extraction pass rate.
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Contract Control Center is a local-first contract analysis tool I built that turns a folder of contracts into a full risk pack: a portfolio table, a renewal and notice calendar, CFO-ready review questions, and exportable Excel, PDF, and calendar files. Every extracted value traces back to the exact quoted sentence and page it came from, so nothing is guessed. It reads the full document rather than sampling it, catches auto-renewal traps and uncapped liability clauses, and turns messy payment schedules and notice periods into a calendar you can actually act on before a deadline passes. It runs entirely on your machine with a local AI model, so contracts never have to leave your network.
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Marwan Mahmoud
Cairo, Egypt
AI specialist & designer crafting smart, beautiful workflows
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AI specialist & designer crafting smart, beautiful workflows
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Built a self-verifying RAG pipeline that refuses to hallucinate confidently — uses an independent reranker (not the generating LLM) to judge answer quality, requires 4-source consensus, and scales responses across a 5-tier confidence system down to hard refusal.
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Olepress — Premium Specialty Oil E-Commerce Brand (Solo-Built) Designed and built a full e-commerce platform and brand identity for Olepress, Egypt's first premium specialty oil house — solo, from brand concept to storefront to backend, launched to real customers. What I built: Full storefront with product catalog (12 specialty oils), discovery packs, and subscription flow Custom brand identity and premium dark/gold visual design — built product visuals with AI-assisted design tools since professional product photography wasn't available yet at launch Backend handling orders, inventory, and subscriptions Honest note: the site launched and took real orders, but the business itself didn't continue past its initial phase — this project shows the full build (design, frontend, backend, launch), not an ongoing operation.
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Solo-built a real-time EV charging & parking system for Vodafone, integrating ultrasonic occupancy sensors, Nedap AEOS access control, and Park Help via SOAP API. Solved hardware-failure edge cases (e.g., dead sensors) with manual admin overrides that sync live to public availability monitors
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Solo-built a production field-ops SaaS (TanStack Start, Postgres/Neon, Better Auth) for 275 employees — solved real-world problems like buddy punching, GPS spoofing, and devices without biometrics. Full admin + worker interfaces, live GPS tracking, still in daily use
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