Programming & AI Tips πŸ’‘
46K subscribers
67 photos
11 videos
30 files
385 links
Programming & AI:
Tips πŸ’‘
Articles πŸ“•
AI & LLMs πŸ‘Ύ
Design, Architecture, Principles βœ…

πŸ‡³πŸ‡± Contact: @MoienTajik
Download Telegram
GPT-6 Astra is OpenAI's new work model πŸš€

OpenAI shipped GPT-6 Astra. They are calling it the next generation in intelligence for work.

Not a research teaser. A work model. Expect the name in agent stacks and coding tools.

Why you care:

βœ… New flagship name to put on your eval harness
βœ… Pitched for workplace tasks, not playground chat
βœ… If you pin model ids in config, read this before you swap anything

Start with the official writeup. Then decide if your coding agents still belong on last week's snapshot. I would not change production on a blog title alone. Run your own traces.

[ Read More ] :
https://openai.com/index/gpt-6-astra-next-generation-work

γ€°γ€°γ€°γ€°γ€°γ€°
#AI #LLM #OpenAI
@ProgrammingTip
Make coding agents earn the green check πŸ’‘

Do not end an agent task with "implement this." End it with a command that can fail.

For a .NET repo, that might be dotnet test, a focused test project, a formatter check, or a small reproduction script. Tell the agent which command to run, what output to inspect, and what it should do if the command fails.

A good task contract has three parts:

β€’ Change: the files or behavior to update.
β€’ Proof: the exact command or test case.
β€’ Stop condition: what needs human review instead of another retry.

This also makes PR review faster. You get a diff plus evidence, not a confident paragraph saying the fix should work.

γ€°γ€°γ€°γ€°γ€°γ€°
#AI #dotnet #Testing
@ProgrammingTip