Halil Eren

[Arsenal @Arsenal]

Make way for the Champions 🔥

[Arsenal @Arsenal]

The Arsenal. Your Premier League champions.

[Halil Eren @halilerendev]

As of last week, I started incorporating @greptile into my code review process.

My first impression has been quite positive: it helps me understand pull requests faster, identify potential risks earlier, and take a more systematic look at details that might otherwise be missed during the review process.

I believe AI-powered code review tools will continue to play a growing role in software development workflows. For now, my goal is not to completely replace manual review, but to make it more efficient, consistent, and focused.

[Halil Eren @halilerendev]

If you're serious about this, you absolutely must apply for this program!

https://t.co/VV7ovGT2wx

[Halil Eren @halilerendev]

When I looked into @cursor_ai , one of the things I learned was that it splits the codebase into chunks, turns those chunks into embeddings, and stores the vectors in @turbopuffer for semantic search. When a user asks a question or requests code generation from the AI, the system first retrieves the most relevant files and code fragments through vector search, then feeds the model with the right context to produce more accurate results.

While exploring this, an idea came to mind: maybe the next level is not just finding similar pieces, but building structural connections between embeddings.

For example, when looking at an agent UI component, the system could surface not only that component itself, but also the related backend code, API layer, state structure, and data flow connected to it. In other words, instead of showing only the “most similar chunk,” it could reveal an interconnected technical context.

I think this is where the real power begins: not in presenting isolated pieces of code one by one, but in building a neuro-context layer that understands the relationships between them. My sense is that Cognition is doing some of the strongest work in this area.

[Halil Eren @halilerendev]

@gr00vyfairy Isn't Manus built for this purpose?

[Halil Eren @halilerendev]

@sama One way to advertise is to develop a search engine and combine it with chatbot queries. This search engine benefits both sellers who pay to be listed and users who want to find information.

[Halil Eren @halilerendev]

Wait @ycombinator

[Halil Eren @halilerendev]

@AlicanKiraz0 @turkgenci192314 @MuratcanKurtcu Ben düzensiz veriler üzerinden fine-tune veya RAG amacıyla data setleri oluşturabilen agentlar yapıyorum, sizce bu sektör için ihtiyaç mı?

[Cursor @cursor_ai]

Introducing Cursor 2.0.

Our first coding model and the best way to code with agents.