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Mohanad1st/README.md

Mohannad Hesham Abouelrouse

I work at the point where AI governance stops being a policy document and becomes something you can test. Founder and CEO of Life From Water, an Egyptian NGO working on water access and climate resilience; Ashoka Fellow; MBA. I also build the internal systems those organisations actually run on.

What I spend my time on

  • Governance you can execute. Turning what an auditor asks for into permission checks, audit trails, and negative-case tests — the kind that fail loudly when a safeguard isn't really enforced.
  • AI in operations, with a person in the loop. Systems where a model proposes and a named human confirms, permissions are re-checked at the moment of execution, and the consequential write is attributed to whoever approved it.
  • Bilingual (EN/AR) products. Arabic and RTL as a first-class requirement, not a translation pass.
  • Evidence and evaluation. Two randomised evaluations with J-PAL MENA; teaching AI governance and responsible AI to 27,000+ learners.

Things you can open right now

AI Governance Roadmap OS Free bilingual course — 8 stops, 39 lessons, four decision tools. NIST AI RMF, ISO 42001, EU AI Act, OWASP.
lifefromwater.org Life From Water — bilingual donation platform
Impact Anchor AI and evidence advisory for mission-driven organisations
Mohandes AI Practical AI for Arabic-speaking engineers
mindkata-gate0 Governance you can execute, literally: a scope lock a build checks. 61 lines of CI that fail the build when an agent drifts outside approved scope — with the ADRs, threat model and data classification behind it. Try the prototype.
motion-study Video-based motion and time study for assembly and fabrication lines. Every comparable tool is commercial; this one is Apache-2.0. Live demo report.

On the empty-looking contribution graph

Most of what I build lives in private repositories — internal systems for NGOs and clients. That work isn't public and shouldn't be. What's here is the small public slice.

I build with coding agents, and I own the problem definition, the architecture, the threat model and the verification. If something I've written is worth discussing, I can explain every design decision in it without the agent in the room.

Reach me via LinkedIn or lifefromwater.org.

Popular repositories Loading

  1. image-capture image-capture Public

    Grabs one frame from an RTSP camera, detects water meters with YOLO, and returns cropped images for a person to read — deliberately not a parsed number.

    Python

  2. mindkata-gate0 mindkata-gate0 Public

    A research-ethics scope lock a build can check. 61 lines of CI enforcement that fail the build when an agent drifts outside approved scope — plus the ADRs, threat model and data classification behi…

    TypeScript

  3. Mohanad1st Mohanad1st Public

    Profile README

  4. motion-study motion-study Public

    Video-based motion and time study for assembly and fabrication lines. Video in, interactive report out — per-worker Gantt, Standard Work Combination Table, Yamazumi balance, spaghetti diagram. Perm…

    Python