Atef Ataya (@atef_ataya) 's Twitter Profile
Atef Ataya

@atef_ataya

20 Years of Tech Expertise | Solving Complex Problems with Code & Data | Senior Full-Stack & Data Science Leader

ID: 1353048833429819393

linkhttps://youtube.com/@atefataya calendar_today23-01-2021 18:36:02

349 Tweet

936 Followers

89 Following

Atef Ataya (@atef_ataya) 's Twitter Profile Photo

I've been using this pattern since 2024. 5 markdown files. Works with Claude, GPT, Cursor — any LLM. No more explaining your project every single time. sometimes… this is all you need. youtu.be/YI585nq8fag?si…

I've been using this pattern since 2024.

5 markdown files. Works with Claude, GPT, Cursor — any LLM.

No more explaining your project every single time.

sometimes… this is all you need.

youtu.be/YI585nq8fag?si…
Atef Ataya (@atef_ataya) 's Twitter Profile Photo

Your manual context management is failing. You dump docs in a folder and tell the LLM "Read this first." But when your team splits between Cursor, Claude, and GPT, that context drifts. The solution isn't more prompts. It's a structure. Meet the Universal Pattern: A single

Atef Ataya (@atef_ataya) 's Twitter Profile Photo

Context is King. 👑 But most devs leave their context in the chat window. I built a "Universal Pattern" to fix this: 📂 .context/ ├── PROJECT.md (The Mission) ├── ARCHITECTURE.md (The Map) └── CURRENT.md (The State) Your context

Atef Ataya (@atef_ataya) 's Twitter Profile Photo

AI video feels like a slot machine. You prompt. You generate. You hope. 🎰 It is frustrating. So I tested a new workflow. It gives you: • Specific Lenses (Sony Venice) • Controlled Motion • Native Audio It is not generation. It is direction. I build scenes now, not just

Atef Ataya (@atef_ataya) 's Twitter Profile Photo

Every day is a new framework. A new model. A new promise. It’s noisy. And most of it? Just marketing. I’m Atef Ataya. I don't care about the hype. I care about what works. I build it. I test it. I ship it. If you want to understand how this stuff actually works, follow along.

Atef Ataya (@atef_ataya) 's Twitter Profile Photo

Python had its run. TypeScript developers, your framework just went v1. Mastra v1 isn't a port. It’s native, it’s stable, and it changes the game. The TypeScript Renaissance starts now. Full tutorial: youtu.be/KywXSTJrsr4

Atef Ataya (@atef_ataya) 's Twitter Profile Photo

The model race is over. Four events in Feb/Mar 2026 just changed the architecture of AI forever: 1️⃣ Cline supply chain attack 2️⃣ NIST CAISI framework 3️⃣ GPT-5.4 computer use 4️⃣ The Steinberger shift If you read these as "news," you missed the signal. 🧵Watch the full read:

The model race is over. Four events in Feb/Mar 2026 just changed the architecture of AI forever:
1️⃣ Cline supply chain attack 
2️⃣ NIST CAISI framework 
3️⃣ GPT-5.4 computer use 
4️⃣ The Steinberger shift If you read these as "news," you missed the signal. 

🧵Watch the full read:
Atef Ataya (@atef_ataya) 's Twitter Profile Photo

I just shipped a new feature for Depwire; temporal graph. Watch a real codebase (Hono, 352 files) evolve over 4 years of git history. Every dependency, every connection, animated in real-time. Open-source, one command: depwire temporal. Github: github.com/depwire/depwire Website:

Atef Ataya (@atef_ataya) 's Twitter Profile Photo

Your AI agent is giving bad answers right now. You just don't know it yet. No errors. No 500s. Just "vibes". I’m breaking down the 3 levels of Evaluation architecture. We’re moving beyond unit tests to Level 3 Runtime Quality Gates. Alright, let's build.