🧩 Signal Intelligence Console — My Experimental AI-Powered TUI
Starting a small weekend experiment that turned into something much bigger:
Signal Intelligence Console — a terminal-based intelligence platform for profile management and relationship analysis.
💡 Features so far: • Cinematic console UI (think Mission Impossible terminal style) • Graph-native relationship mapping • Multilingual (English / Arabic / Persian) • Privacy-first — runs locally, no cloud dependency • Early AI insights and predictions module
It’s still early, but the core console and backend are functional (FastAPI + Textual + Celery stack).
I’m sharing a short clip/screenshot from the first console build. Feedback and ideas welcome — should I open-source it next?
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Forsa AI — Building an AI-Powered Job Platform for MENA
After 15 years in tech across the MENA region, I’m building the product I wish had existed:
Forsa AI (فرصة) — an open-source, AI-powered job search and career assistant for MENA professionals.
In its first week:
✅ Scraped 5 000 + listings from local job boards
✅ FastAPI + PostgreSQL + Redis + Celery stack running in Docker
🚧 Next: multilingual embeddings for Persian / Arabic / Turkish job matching
My goal: one intelligent platform connecting 300 M people to better opportunities.
Follow the journey on X / Twitter @saeedbuilds (https://twitter.com/saeedbuilds) and Indie Hackers (https://www.indiehackers.com/prodict_with_saeed).
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Turning Data Chaos into Clean Automation
Most of my projects start with the same sentence from a founder:
“Our data is everywhere.”
In two weeks, we usually turn that chaos into one calm flow — automated, logged, and visualized.
It’s not magic. It’s clarity: one source of truth, one API, one clean pipeline.
Less noise, more signal.
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The 3 Rules I Follow When Designing APIs That Last
I treat API design like writing a long-term contract: clear, predictable, and easy to extend.
Every endpoint I ship passes three quick checks:
1️⃣ Human readability — a dev should understand it in 10 seconds.
2️⃣ Test coverage — if it’s not tested, it’s not done.
3️⃣ Version control — break nothing for existing clients.
These small habits keep teams from rewriting APIs six months later.
#APIDesign #Python #Django #FastAPI