Real proof. Real trust.
Screenshots can be faked. Reviews can be copied. But real client relationships are harder to fake.


That’s why I’m building TrustGrid — a platform that helps Ethiopian businesses and freelancers turn real client relationships into:

1. verified public proof.
2. Verified through real identity
3. Real client reviews
4. A public wall of proof


TrustGrid is now in beta.

Telebirr Assistant Phase Complete 🔥

Built a bilingual (English + Amharic) RAG assistant with hybrid search, 10 knowledge-base entries per language, RAGAS evaluation, and a custom Gradio UI.

The interesting part was making it work reliably in practice fixing retrieval gaps, grounding issues, empty-context bugs, model deprecation, and testing embeddings specifically for Amharic instead of assuming multilingual models would work.

Production limitation: I also tried deploying it on Hugging Face Spaces, but free CPU-only hosting is no longer available, leaving shared GPU hosting as the free option.

For real production, the knowledge base would need to connect to Telebirr's actual systems: live transaction status, balance/limit checks through APIs, and a much larger, continuously updated knowledge base built from real support data.

The prototype is done. The next step is clear moving from a static RAG demo toward a system designed for real users.

More to come🔥🔥

INTRODUCING GITSTREAK

It's pretty self-explanatory.

Open → see your grid → feel the momentum → close.

Under 5 seconds. No login. No ads. No complicated dashboards.

What makes it stick:
🔥 Home screen widget : See your streak without opening the app.
🎨 Themes : Make your contribution graph yours. Dev-coded, bold, soft - pick your vibe.
👥 Friends : Compare grids and keep each other shipping.

Try it out → LINK

Let’s see who’s actually shipping.

@eyudevs