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Playgen V2 out at playgen.fun !
New:
Playlist creation directly in Spotify for all users
Purchase credits instead of monthly subscription
Latest LLM models
Cheaper
open.spotify.com/playlist/04HwU…
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Gabin
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funding secured.
time to build.
0xbow.io@0xbowio
0xbow is excited to announce our $3.5M seed round led by Starbloom Capital.
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My brain broke when I read this paper.
A tiny 7 Million parameter model just beat DeepSeek-R1, Gemini 2.5 pro, and o3-mini at reasoning on both ARG-AGI 1 and ARC-AGI 2.
It's called Tiny Recursive Model (TRM) from Samsung.
How can a model 10,000x smaller be smarter?
Here's how it works:
1. Draft an Initial Answer: Unlike an LLM that writes word-by-word, TRM first generates a quick, complete "draft" of the solution. Think of this as its first rough guess.
2. Create a "Scratchpad": It then creates a separate space for its internal thoughts, a latent reasoning "scratchpad." This is where the real magic happens.
3. Intensely Self-Critique: The model enters an intense inner loop. It compares its draft answer to the original problem and refines its reasoning on the scratchpad over and over (6 times in a row), asking itself, "Does my logic hold up? Where are the errors?"
4. Revise the Answer: After this focused "thinking," it uses the improved logic from its scratchpad to create a brand new, much better draft of the final answer.
5. Repeat until Confident: The entire process, draft, think, revise, is repeated up to 16 times. Each cycle pushes the model closer to a correct, logically sound solution.
Why this matters:
Business Leaders: This is what algorithmic advantage looks like. While competitors are paying massive inference costs for brute-force scale, a smarter, more efficient model can deliver superior performance for a tiny fraction of the cost.
Researchers: This is a major validation for neuro-symbolic ideas. The model's ability to recursively "think" before "acting" demonstrates that architecture, not just scale, can be a primary driver of reasoning ability.
Practitioners: SOTA reasoning is no longer gated behind billion-dollar GPU clusters. This paper provides a highly efficient, parameter-light blueprint for building specialized reasoners that can run anywhere.
This isn't just scaling down; it's a completely different, more deliberate way of solving problems.
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Unitree wins the gold medal for the 1500m run at the World Humanoid Robot Games, setting a world record time of 6 minutes and 34 seconds.
The current men's world record is 3:26.
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Introducing JokePal! @ jokepal.lol
Found a dataset on Kaggle of 200k jokes someone scraped
Some are trash, some are golden
So here is JokePal, an experiment to rank these jokes by pairing them, having the users vote on the funniest, and updating their ELO rating.
It’s totally free to use, sign-in is optional to bookmark your favorite
The leaderboard and vote counts will be hidden for 14 days, and then revealed, revealing the most popular jokes
Beware though, not for the faint of heart
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