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[🎥] 워터밤 여신 권은비 군대까지 접수 완 l 하일병 EP.05 (출처 : M드로메다 스튜디오 | YouTube) ▶ #권은비# #KWONEUNBl# #하일병#

AI agents are becoming more capable, but intelligence alone isn't enough to make them useful. That's why @termix_ai is a project I'm keeping an eye on. The real opportunity in AI isn't simply generating better answers. It's building systems that can turn information into meaningful actions while remaining reliable, transparent, and easy to use. I believe the next stage of AI development will be defined by execution rather than impressive demonstrations. Can an AI system complete tasks consistently? Can users understand its decisions? And can it deliver measurable value without adding unnecessary complexity? These are the questions I would use to evaluate Termix as it develops. My perspective is simple: the strongest AI projects won't be those making the biggest promises. They'll be the ones proving their usefulness through real-world results. Technology creates possibilities. Execution creates trust.

claude fable 5.2 is f*cking insane for video editing i'm in a cafe pouring tea, and my laptop is cutting my next video by itself. the timeline you see filling up on the screen is claude code putting the clips together while my hands are busy with the teapot editing used to eat my evenings. now all the raw footage goes into one folder and i write one message about how the video should feel. fable 5.2 picks the best takes and cuts out the pauses. by the time the tea is gone there's a draft waiting on my phone my setup: 1. drop every raw clip into one folder 2. open claude code in that folder and switch to fable 5.2 3. describe the mood and the length in one message 4. go drink something and check the draft on your phone one person now ships videos like a small studio. the editing runs in the background and my time goes into ideas and filming the exact prompt is in the reply ↓

Now that Solana has abandoned the expedition into geographically distributed MCP, it's high time we revisited Solana's broader approach to geographic distribution. Geographically distributed MCP was always weak at best. Even if you ignored the insane latency involved in going from transaction submission to assembled blocks and execution results, it was not a good CR mechanism. MCP's CR guarantees depend heavily on users' ability to send transactions to at least two proposers, and this imposes a trade-off between slot duration and geographic decentralization. If the ratio is not managed, there will be instances where your transaction cannot make it to more than one leader within the slot time. Sending it to a leader you trust defeats the purpose of MCP; it has the same bound on geographic decentralization and it's unclear whether all the extra complexity is justified by this weaker guarantee compared to the status quo. Constellation's leader colocation fixes that completely. Users can now send to all the leaders with ~the same latency, and the Nash equilibrium is to include the top fee-paying transactions. However, I think the current Constellation is not aggressive enough. Solana is rechoosing its spot on the physical distribution spectrum, and current Constellation leaves some chips on the table. In the coming days, I'll write up a design I've been working on that I think maximizes what's possible. I'm talking fully onchain orderbooks that are competitive with centralized systems. All said, the most important takeaway from Roger's talk and the entirety of today is that Solana's people and culture are its greatest assets. There is a pragmatism and relentless dedication to winning that I haven't seen anywhere else!