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1. ernie-evaluation-notes ernie-evaluation-notes Public

   Methodology notes and 5-dim evaluation rubric from he Baidu ERNIE Mentor Program (Oct-Dec 2025).

2. hsk-master-ai hsk-master-ai Public

   Productizes the HSK 3.0 retake cycle: 40M+ annual eam attempts globally, USD 100-400 per attempt. AI wrting diagnostics (character-level error trace), speaing lab (prosody scoring), spaced-rep voca…

3. jak-ma-case-study jak-ma-case-study Public

   Production case study of jak.ma - verifier-gated retrieval in a Moroccan service marketplace. Hero metrics, 5 decisions with tradeoffs, 5 things that broke, roadmap. The narrative companion to jak-…

4. jak-ma-eval-suite jak-ma-eval-suite Public

   Evaluation methodology and 5-dim rubric for jak.ma's two-pass grounded retrieval system. Live at jak.ma.

   Python

5. mirath-morocco mirath-morocco Public

   Productizes Moroccan Moudawana inheritance: ~7M households, MAD 2K-8K notary capture per case. Self-serve solver covering Faraid, Asaba, Hijab, Awl, Radd, with parcel-level land valuation. Wedge in…

   TypeScript

6. pm-frameworks-darija pm-frameworks-darija Public

   Reusable PM frameworks for shipping LLM products in low-resource markets. Pricing taxonomy, 5-dim evaluation rubric, calibration protocol, verifier philosophy, multimodal decision matrix. Extracted…