行业资讯精选 20
Everything happens so much
<p>Everything happens so much</p>
#tw-fchollet · 12 条相关内容
行业资讯精选 85
Standard RL benchmarks are episodic and stationary, so they don't capture the the characteristics of real-world deployment. Morpheus is a new benchmark for continual learning that provides persistent simulation environments where the world never resets, objectives shift asynchronously, and decisions have compounding consequences. Nice work by Sam & team! Check out the paper - https://openreview.net/pdf?id=31P1VAfLkJ Platform website - https://morpheus.skyfall.ai/· Morpheus：持续学习的新基准
<p>Standard RL benchmarks are episodic and stationary, so they don't capture the the chara…
行业资讯精选 75
The process of trying, failing, updating a mental model, and trying again is the core of intelligence. We should celebrate models that fail gracefully and adapt instantly.
<p>The process of trying, failing, updating a mental model, and trying again is the core o…
行业资讯精选 85
The weak AI code gen we had until late last year was most useful to low-skill programmers -- it was raising the floor. It was essentially useless to high-skill programmers -- you could move faster and ship better code without. This has been completely flipped: the strong AI code gen we have now is *most* useful to high-skill programmers, while low-skill programmers are vastly underutilizing it or sometimes drowning in it. It went from a crutch to a power tool.· AI 代码生成的转变
<p>The weak AI code gen we had until late last year was most useful to low-skill programme…
行业资讯精选 80
It's mind-blowing how fast agentic coding has progressed in the past 6 month. It's a completely different world now.· 代理编码的飞速进步
<p>It's mind-blowing how fast agentic coding has progressed in the past 6 month. It's a co…
行业资讯精选 75
While the writing style of LLMs is still as recognizable as ever, a new trend is that humans have started organically writing like them, too (which makes sense: of course you would end up imitating the style you are constantly reading). That makes telling the difference between humans and clankers a bit more challenging.
<p>While the writing style of LLMs is still as recognizable as ever, a new trend is that h…
行业资讯精选 85
RT by @fchollet: GPT-5.6 Sol sets a new SOTA on ARC-AGI-3: 7.8% Sol is the first verified frontier model to ever beat an ARC-AGI-3 game It is the best model at orienting in a situation it's never encountered· GPT-5.6 Sol 创新纪录
<p>GPT-5.6 Sol sets a new SOTA on ARC-AGI-3: 7.8%<br> <br> Sol is the first verified front…
行业资讯精选 82
RT by @fchollet: ARC Prize 2026: ARC-AGI-3 Milestone #1 Winners Congratulations to the three winners who open-sourced their top-scoring ARC-AGI-3 solutions: 1. @tufalabs - 1.21%, $25K 2. Reki - .867%, $7.5K 3. Md Boktiar Mahbub Murad - .864%, $5K Learn more about each submission:· ARC Prize 2026 第一阶段获奖者
<p>ARC Prize 2026: ARC-AGI-3 Milestone #1 Winners<br> <br> Congratulations to the three wi…
行业资讯精选 75
R to @fchollet: Marginal cost is not a detail. It is the whole thing. Imagine going to an airline, and they tell you, "yes, we can get you to 75% of these top destinations" -- great, but how much does it cost for each one? And how long to get there?
<p>Marginal cost is not a detail. It is the whole thing. Imagine going to an airline, and …
行业资讯精选 82
Reporting benchmark results as a scalar number, e.g. "75% on XYZ" is completely meaningless at this point. You should always report efficiency scores, e.g. "75% at a cost per task of $10."· 性能基准测试的有效报告
<p>Reporting benchmark results as a scalar number, e.g. "75% on XYZ" is completely meaning…
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All of reality is programmable. You just have to figure out how. And the way to do that is to model it.· 现实可编程，关键在于模型。
<p>All of reality is programmable. You just have to figure out how. And the way to do that…
行业资讯精选 83
In the future, there will be "Latent Space Archaeologists" who investigate the model weights of the 21st century to reconstruct a long extinct culture.
<p>In the future, there will be "Latent Space Archaeologists" who investigate the model we…