Telegram CEO says, โIโve had a few hundred million dollars in my bank account or in Bitcoin since 10 years ago.โ ๐คฏ
โMy no. 1 priority in life is my freedom.โ
Some cool things from our research on long-running agents:
1. We built a custom harness around GPT-5.2 so that any task could spawn thousands of concurrent agents.
2. Even with a lot of tokens and $$$ spent on this research, the results are still far from "production ready" by any means. It's an interesting look at what the future might be like, but we have a long ways to go.
3. The model and harness mattered a lot, but a surprising amount of tuning came from small prompt tweaks and experiments! For something more real, this is where having good evals would really help.
4. The best solution ended up being more simple than we expected. We tried to borrow ideas from distributed systems (think: Kubernetes for agents) or how you'd structure real teams. But these often made things worse. Agent design requires new patterns.
5. This seems now widely accepted, but I was surprised that GPT-5.2 was so much better for long-running tasks. My first experiments with Pixo (my Rust library) were all with GPT-5.1 Codex using the alpha version of this tool (lovingly called "grind mode" internally).
P.S. We also fixed some of the compilation issues on the browser repo and got CI running. The README has some nice architecture diagrams as well.
Blog: https://t.co/wP5DtgADuy
Code: https://t.co/128euoD0WG
@affaan Great article for reshaping my claude-code setups :) One question is "is there any you own tips for optimizing context window management?" Thank you!
We are entering a new era for LLM memory. ๐ง
In our latest research, End-to-End Test-Time Training, LLMs keep learning at test time via next-token prediction on the context โ compressing what they read directly into their weights.
Learn more: https://t.co/N71zsmC2ay
Huge News! Today, I am proud to introduce the Greenland Annexation and Statehood Act, a bill that allows the President to find the means necessary to bring Greenland into the Union.ย
Let me be clear, our adversaries are trying to establish a foothold in the Arctic, and we canโt let that happen.ย ย
By acquiring Greenland, we would prevent our adversaries from controlling the Arctic Region and secure our northern flank from Russia and China.