The Trillion-Parameter RL Paper Is Really About Letting the Model Find the Workflow
A practical read on Ring-Zero, zero RL at 1T parameters, and why the useful lesson is feedback loops over prompt scaffolding.
Highest-signal AI content from the last 48 hours
A practical read on Ring-Zero, zero RL at 1T parameters, and why the useful lesson is feedback loops over prompt scaffolding.
🤖 AI Is this legal?My friend received an email from his financial advisor. Just one paragraph giving a few thoughts and said if he had any questions or thoughts he could email back...
Building with AI got fast. You describe a thing, and a page, a dashboard, a small internal report, or...
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Analytics that lives inside your AI assistant Discussion | Link
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Every tool you expose over MCP ships its full definition (name, description, JSON schema) into the...
Agentic workflows are useful. The problem is how fast tokens pile up. A single do this can turn into...
Every AI photo tool today is an amnesiac critic. Lightroom edits, culling apps, and...
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I have a script called git_commit.py in one of my repos. It shells out to claude -p with the staged...
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Prime Minister Anthony Albanese will unveil a world-first framework to respond to artificial intelligence. He will announce a new ...
I used to think “research-grade” meant a big lab, a cluster of GPUs, and a team of people each owning...
We wanted an AI agent to manage a real production app (its content, its catalog, its push...
Artificial Intelligence has become one of the most talked-about technologies of our time. Every day...
RE: https://flipboard.com/@futurism/future-society-q9o43qrjz/-/a-QV48wAkpRUiGbjq4fQ_Gew%3Aa%3A1737388686-%2F0....says the man who felt the best way to explain the value of his comp...
The moment a project really stalls A project can feel surprisingly close to moving...
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🧠 A different approach to aim training for FPS games presents an alternative methodology for players seeking to improve their targeting accuracy. The method focuses on specific mec...
A deterministic patch envelope prevents completion order from deciding how multiple coding agents modify one repository.
Build an admission controller from predicted wait time, task deadlines, and per-tenant concurrency instead of waiting for a full queue.