Most AI tools are single-player. Companies are multiplayer. We’re building Achiral — collaborative AI for close-knit teams: shared memory, team workflows, and collective intelligence. Early users are SMEs and product teams. achiral.ai

Web 1.0 connected documents. Web 2.0 connected people. Web 3.0 connected meaning. Web 4.0 connects agency. The leap is bigger than it sounds. Agency doesn’t create a new layer—it acts across all the layers beneath it.

Okay, this has flipped again. Open weights, come back in quickly and throw some weight around! 😍

Loop engineering everyone! Quick. 🤣

Today has been the most productive weekend this year. Lovin’ it!

i believe that permission-less protocols like SMTP or Text are dead in the water with AI. spambots were already the heaviest users of these protocols even before AI took over and knocked out human stamina from the equation completely. the 30 year old mail infrastructure isn’t designed to withstand the oncoming avalanche.

We’re living in the West World already. I can’t tell if an email is genuinely written out of likeness or simply a regurgitated bayesian string of words. I can’t even begin to explain the feeling.

I've been using OpenAI's Codex exclusively for last one week. I used Claude heavily before this. Claude is great at answering questions. Codex is better at finishing work. The difference shows up in long running task chains. I can hand Codex a bug, ask it to investigate, implement a fix, write tests, run checks, update docs, and it just keeps going at it until closure. The best AI coding tools aren't the ones that generate the most code. They're the ones that require the fewest handoffs. 🤟🏻

if you're wondering what back propagation looks like in real world model training. 😎

I’m glad there’s AI to write code. Fellow developers sound a lot more human with LLMs taking over their trade. No more of that “JSX transformation with tree shaking and component hydration pipeline” flex in every developer conference. 😜😜😜

Pacman gotta eat while backprop negotiates a fragile ceasefire between exploding gradients and whatever VRAM is still alive. 😅

interesting 🧐

NVIDIA GB300 Grace Blackwell Ultra Desktop Superchip is nice.

Dad joke: How does a bee sleep? bzzzzzzzzZZzzzzzzz

i don’t know what to say if you’re still using Open Claw… 🙂

🚨 OPEN SOURCE AI IS LITERALLY UNSTOPPABLE 🚨 The legendary founder of Redis (Antirez) just dropped ds4 - a custom native inference engine built specifically for DeepSeek v4 Flash This is earth shattering! Here is why: DeepSeek v4 Flash is a quasi-frontier model with a massive 1M context window You can now run it LOCALLY on a 128GB Mac using specialized 2-bit quantization The architecture is reimagined—he moved the KV cache from RAM directly to the SSD disk! 🤯 We already know DeepSeek v4 Flash is insanely good for agentic loops - Now you don't even need the cloud to run it Closed-source labs are burning tens of billions on massive GPU clusters while single brilliant developers are running frontier-level AI on laptops! They told us open-source would be worthless against trillion-dollar monopolies Instead, pure hacker culture incredible open-weight models are completely rewriting the rules Open Source will ALWAYS win 💕

ur startup doesnt have a growth problem it has a "nobody knows u exist" problem

wow. product hunt is on roll today! 🥳

Something tells me Silicon Valley is on an artificial respirator. Strange to watch highly intelligent people discover this late in life that integrity, once lost, is nearly impossible to regain.