Seif Mamdouh
AI engineer on a cooking arc at RecuraAI.
Smart models, dumb interfaces. I fix the second part ๐จโ๐ป. You can find what I've been up to in the work section below.






Founding AI Engineer at RecuraAI (acquired by PatientNow) ยท Jun 2025 โ Present
- I built a Cursor browser agent that holds a conversation while visually driving the product UI; pointing at elements, executing actions. Result: CSM product calls down 65%.
- Orchestrated a EMR data pipeline sync and segmentation engine. Today 45% of daily platform activity across 450 clinics and 300K+ patient records.
- Leverged LLMs to build a copilot for customer segments: creation time from 15 minutes to under 45 seconds.
- Voice & text agents that handle scheduling E2E across 32 EMR platforms: booking, rescheduling, follow ups.
AI Engineer at Cook`d ยท Jul 2024 โ Jan 2025
- I built a pull request style coding game that gamifies bug detection in intentionally buggy code.
- Pinecone backed scoring against ground truth embeddings, refined by a LangChain evaluation model that learns from player feedback.
- In game RAG chatbot that tracks progress and keeps players from dropping off.
Software Engineer at Ernst & Young ยท Jun 2024 โ Jun 2025
- Engineered a Python Value at Risk forecasting model for an investment banking client. Showcased unexpected capital exposure down 15%.
- Migrated enterprise clients from legacy systems to SAP with zero data loss.
Writing
Guardrails, Not Prompts (Part 4): Bound the Loop, Own the Preconditions
Guardrails, Not Prompts (Part 3): Validate, Verify, and Kill the Lie
Guardrails, Not Prompts (Part 2): Structured Tools โ Shrink the World Until the Model Can't Miss
Guardrails, Not Prompts (Part 1): Watching a Weak Model Lie to Me