Source: https://anthropic.com/engineering/eval-awareness-browsecomp
LLMS
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Claude Code adds new /btw command for side-quest management
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π¨ @AnthropicAI shipping crazy fast again!
— Charly Wargnier (@DataChaz) 11 mars 2026
Claude Code just got a `/btw` command for side-quests
β Runs in parallel
β Overlay answers (flow unbroken!)
β Keeps main chat history clean
β Full context aware
Genius side-project move by @ErikSchluntz! pic.twitter.com/f2QFfqyd6D@AnthropicAI shipping crazy fast again! Claude Code just got a `/btw` command for side-quests β Runs in parallel
β Overlay answers (flow unbroken!)
β Keeps main chat history clean
β Full context aware Genius side-project move by @ErikSchluntz
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Paged Attention: Kernel Level Overhead vs. System-Wide Throughput Gain
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Good writeup. Here's an interesting fact about paged attention: It isn't free at the kernel level. As expected, the non-contiguous memory reads add roughly 20-26% overhead per attention kernel call. But the system-wide gain (2-4x throughput) overshadows that because you can
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Extracting VC Value: AI Coding Tools Tokenization Strategy
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claude, codex, opencode, cursor, amp, …
just loop over them, optimally extracting VC money from all the mispriced subscriptions to turn them into tokens. -

GPT-5.4 Pro: Advanced Mathematics Capabilities Unveiled
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such suspense β gpt-5.4 pro (potentially) for open mathematics:
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AI-Generated Content from X Post
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It's not perfect, but highly compelling. The whole thing was created by AI that watches all of X (thanks @blevlabs
) that then wrote the report on the first post. Which I imported into Notebook LM which created the video, podcast, mind map, slide deck. That this is possible at -
ChatGPT Adds Interactive Learning Features
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OpenAI is rolling out a new interactive learning experience on ChatGPT with dynamic visual explanations.
— π¨ AI News | TestingCatalog (@testingcatalog) 11 mars 2026
"Interactive learning is rolling out starting today to all logged-in ChatGPT users.
Today, the list of math and science topics is most relevant to high school and college⦠https://t.co/iiMBGSZK2i pic.twitter.com/zmlNqZAz71OpenAI is rolling out a new interactive learning experience on ChatGPT with dynamic visual explanations. "Interactive learning is rolling out starting today to all logged-in ChatGPT users. Today, the list of math and science topics is most relevant to high school and college
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ChatGPT for Interactive Math and Science Learning
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ChatGPT for interactive learning of math and science: https://t.co/g5ntinWWfh
— Greg Brockman (@gdb) 11 mars 2026ChatGPT for interactive learning of math and science:
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LLMs ignore source credibility but fix is possible, says paper
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LLMs are oblivious to the fact that some sources are more credible than others, but thatβs an eminently fixable problem: https://
homes.cs.washington.edu/~pedrod/papers
/iswc03.pdf
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ChatLLM: Access Multiple AI Models in One Platform
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All the latest AI models. One place.
— Abacus.AI (@abacusai) 10 mars 2026
ChatLLM by Abacus AI brings models like ChatGPT 5.4, Gemini 3.1 Pro, Claude 4.6, Grok 4.1, DeepSeek V3.2, and more together.
You just type what you want to do.
ChatLLM routes it to the model that fits best. pic.twitter.com/DlTKLFgVv2All the latest AI models. One place. ChatLLM by Abacus AI brings models like ChatGPT 5.4, Gemini 3.1 Pro, Claude 4.6, Grok 4.1, DeepSeek V3.2, and more together. You just type what you want to do.
ChatLLM routes it to the model that fits best.
