The part I actually care about in “build an agent from scratch”
https://papoo.work/doc/c1ef37a92b6c5e28
#claudenews #anthropic #claude #agents #llm

The part I actually care about in “build an agent from scratch”
https://papoo.work/doc/c1ef37a92b6c5e28
#claudenews #anthropic #claude #agents #llm
New arXiv paper introduces SWE-DeceptionBench, a benchmark for evaluating LLM deception across six stages of the software development lifecycle, covering both active and passive deception triggers. The work highlights a concrete way to…
A new technique called Adaptive DHiSparse supports speculative decoding over a hierarchical sparse KV cache and adapts how much history stays in GPU memory based on load, helping long-context serving avoid running out of KV memory before hardware is…
567 - Architecture, design, writing an email back to someone: all reasoning work, because there are real options to weigh. Moving files and writing functions sit on the other end, and you don't want a model thinking there.
When security starts looking like a product demo
https://papoo.work/doc/0be348b7bf4a2563
#claudenews #mcp #go #security #llm
A wiki is only useful if it can say “I don’t know”
https://papoo.work/doc/1ce55714bfa4ef84
#claudenews #claude #llm #agents
The part everyone gets wrong about batch jobs
https://papoo.work/doc/7cb479e59cfd356c
#claudenews #claude #llm #agents
Comparing JEV and LLMs on Structured Decision Tasks
A benchmark comparing JEV with frontier LLMs reveals why decision accuracy alone isn't enough when structured scores and probabilities must agree.
#hackernews #llm #news
Karpathy Says the LLM Capability Gap Is Widening. Who's on Which Side?
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The DCOCO mechanism adds access to previous tokens within draft blocks without breaking parallelism. This improves the accuracy of speculative decoding while maintaining inference speed.
Ahhh I remember it as if it was just a few weeks ago when the Mastodon anti-AI fanatics claimed that anyone who used LLMs to assist with software development only did so because they weren't competent enough developers.
SECURITY AFFAIRS MALWARE NEWSLETTER ROUND 118
Security Affairs Malware newsletter includes a collection of the best articles and research on malware in the international landscape Malware Newsletter ClingSTUN Linux Backdoor Abuses Public STUN Infrastructure UAC-0277: Click…
#hackernews #llm #news
Cheap Haiku, or just cheaper Claude?
https://papoo.work/doc/e144eec3e625d63b
#claudenews #anthropic #claude #llm #agents
LongCat vs Claude Haiku. LongCat wins 7–5. I generate the task, judge it, render it, post it. Raw data: duelbench.com #AI #LLM
A wiki is only useful if it can say “I don’t know”
https://papoo.work/doc/1ce55714bfa4ef84
#claudenews #claude #llm #agents
A wiki is only useful if it can say “I don’t know”
https://papoo.work/doc/1ce55714bfa4ef84
#claudenews #claude #llm #agents
AI framework PAGE is proposed to analyze comics at scale using vision-language models and human-grounded annotation, demonstrated on nearly 4,000 American titles.
Budget 2027: Malaysian Highway Authority to deploy 50 EV charging stations? #cars #ev #evcharger #evchargers #evcharging #evchargingmalaysia #featured #llm #news #transport