LLMs hallucinate because they’re built on next-token prediction. To move beyond this, we need new ways of constructing intelligence. Scaling alone has shown us that any architecture can yield at least basic emergent behaviors.

Ahhh! Failed tool calls annoy me. Llama4 is not good at tool calling, code gen and instruction following

The best way to reduce latency of a system you built is to remove the setTimeout interval by 5s

If I can just send in a cal.com link, why would I need an email agent?

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The world has an insatiable demand for value. It is just that what you provide is not valuable enough for most people.

Floating-point arithmetic in GPUs exhibits non-associativity, meaning due to finite precision and rounding errors. This property directly impacts the computation of attention scores and logits in the transformer architecture.

great article by PostHog posthog.com/newsletter/bui… by Ian Vanagas on how to build ai features for existing projects.

10 ideas for overthinkers open.substack.com/pub/themack/p/…

Interesting. People can just use any generic logo maker, but they prefer Marc' logo maker. That's some personal branding in action.

I just landed in the ml research feed. Thanks X algo

corporate is mostly just understanding everyone's motive and aligning yourself with them.

I did not like the A2A protocol by Microsoft for agent-agent communication. So I am building a new one with lib-p2p. Much more resilient and will be decentralised.

High time to buy a VPS. Need to host a lot of things - coolify - libp2p relay - n8n

I think I found the best skill to learn: Skill to distinguish between things you can't change and things you can.

set for the weekend

Retail pop tech is underrated. Next time at a grocery store, just notice how outdated the tech is. We need square for India.

Highest leverage task you can do today - convert your life's goal into daily actions with a metric. This increases your agency and control of your life.

Retention is the only KPI

I just claimed a new MEMO on dotmemo.xyz! 🎉 kodadot.xyz/ahp/gallery/60… via DotMemo