Which one u can’t live without

A dev got so frustrated watching his AI agent write 500 lines for a 5-line problem that he built a fix. He called it Ponytail. Named after the guy every team has - long ponytail, oval glasses, been there longer than the version control. You show him fifty lines; he looks at them, says nothing, and replaces them with one. Now your agent does the same. Before writing anything, it looks for a reason not to. 80-94% less code. 47-77% cheaper. 3-6x faster. The best code is the code you never wrote. GitHub Repo: github.com/DietrichGebert/po…

Goal-Autopilot: A Verifiable Anti-Fabrication Firewall for Unattended Long-Horizon Agents Youwang Deng arxiv.org/abs/2606.11688 [𝚌𝚜.𝙲𝙻 𝚌𝚜.𝙰𝙸] 💬Code: github.com/EpistemicaLab/goa…

Wait, Anthropic are liars?

Local AI is the future Learning how to run Opensource models (Inference), how to evaluate them systematically (Evals), and how to customize them (Fine-tuning / RL / Post-training) are invaluable skills to start learning today

The jailbreak that got Fable 5 pulled, by Anthropic's own account, is asking it to read a codebase and fix the flaws. The same thing every defender does daily and other models already do. I've found bugs by hand for twenty years and nobody called it a national security threat.

the bar to entry is high, so the bar for excellence is low. more people doing the thing leads to speciation, more speciation leads to more blind spots being uncovered, more blind spots being uncovered leads to capability outgrowth being distributed and carried across the world

I wish local LLMs were good enough for coding and everyday tasks.

my personal litmus test is asking ML engineers whether this is hardware or software

Would free and unlimited tokens on the latest SOTA models with the freedom to use it however you please actually make a meaningful difference to your life?