@GergelyOrosz@kdaigle The 9x stat from @kdaigle is the clearest signal yet, we are officially past the point where "reviewing the diff" is a viable safety strategy. We're entering the era of infinite leverage, where the bottleneck isn't writing code.... it's trusting it.
@steipete How does it handle two people working the same area? Does the shared agent flag the overlap, arbitrate, or hold both states and let the humans sort it?
Been building exactly this at Level Up Development. We are encoding 20 years of how we actually do the work into a repeatable loop. The taste and ownership part is the hard constraint, not the code gen. Thatโs why we put named governance gates around it rather than trusting the output.
For my first post, Iโm sharing a letter @NVIDIA signed on why open models matter.
AI will transform every industry, power every company, and be built by every country.
Open models strengthen safety and cybersecurity, accelerate innovation and diffusion, and enable sovereignty.
The world needs both frontier closed models and frontier open models.
https://t.co/AUKzoQ5Ikb
๐จโผ๏ธ BREAKING: PyPI package telnyx has been compromised by TeamPCP in yet another supply chain attack.
The malware executes immediately upon importing telnyx. It drops a valid WAV audio file and runs an executable embedded within the frames.
Anthropic is donating the Model Context Protocol to the Agentic AI Foundation, a directed fund under the Linux Foundation.
In one year, MCP has become a foundational protocol for agentic AI. Joining AAIF ensures MCP remains open and community-driven. https://t.co/718OwwyFJL
I couldn't agree more with these pointsโwe are definitely looking at a completely new way of learning. It seems like the role of the teacher is evolving into that of a validator, someone who helps students discern whether AI is steering them in the right direction.
That said, to truly understand how well students are absorbing the content, shifting our focus to in-class validation makes a lot of sense. Whether that happens one-on-one or in group settings, it allows us to tailor the approach depending on the child.
In my opinion, this shift doesn't just solve the grading issue; it opens the door to making learning more creative and fun, which could exponentially accelerate a student's growth.
people say founders get "distracted" if they run 2 businesses. i think it's cope.
having a second cashflow biz is literally why i can stay in the game long enough to swing at big bets.
๐จ: NASA managed to record the sound of a black hole. This sonification is unlike any other done before, they are being heard 144 quadrillion and 288 quadrillion times higher than their original frequency.