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Ahmed Hamza Product engineer
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Python 2

2 notes filed under Python.

Topics

All writing AI 5 MCP 5 Automation 4 Node.js 4 Satori 4 Promptready 3 Systems 3 Browser Extension 2 All topics

Sep 11, 2026 AI

Can AI classifiers follow meaning when the words disappear?

I built a numeric semantic transport for AI agents, then used Decoder and Doer failures to test what survives when ordinary language is removed from the wire.

AIAgentsSemantic ProtocolsRobustness TestingPython

Aug 21, 2026 Project Retrospectives

QAP learned to say NO-GO

How an older signal-led crypto pair CLI evolved into a deterministic research workbench where matched passive controls, realistic costs, and evidence can overrule the model.

QAPPythonQuant ResearchProject Retrospective

Ahmed Hamza

Software engineer in Kolkata. I build web products and developer tools that show their work.

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