this guy literally created a Kebab benchmark for LLMs ♨️♨️♨️ pic.twitter.com/9vY9zLdqBe
— Charly Wargnier (@DataChaz) 25 juin 2026
this guy literally created a Kebab benchmark for LLMs
LLMS
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Man creates Kebab benchmark for LLMs
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Paper on LLM Psychometric Evaluation Selected for Oral at ICML
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Our paper, “Rethinking Psychometric Evaluation of LLMs: When and Why Self-Reports Predict Behavior,” has been selected for Oral Presentation at CTB @icmlconf * Paper: https://
arxiv.org/abs/2606.12730
* Website: https://
psychology-of-ai.github.io/psychometric-e
valuation.html
… * Code: https://
github.com/psychology-of-
AI/Rethinking-Pyschometric-Eval-LLMs
… A central question -
Switching models with consistent data and memory connectivity
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Exactly this. You need to be able to switch between models and have the same connectivity to your data and your agent's memory. We're building this, love to share more.
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Composer 2.5 beating GLM 5.2 triggers benchmark re-evaluation
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This is good news, but the fact that Composer 2.5 comes out on top over GLM 5.2 here should trigger a serious re-evaluation of the entire benchmark. It's nowhere near in practice except basic tasks… and that undermines trust in Cursor's entire model evaluation / publicity.
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AI Should Handle Both Writing and Reading
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If AI is doing the writing, it should do the reading too.
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Book: Build Human-Centered Generative AI Systems with Context-Aware Agents
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"Building Business-Ready Generative #AI Systems — Build Human-Centered Generative AI Systems with Context-Aware Agents, Memory, and LLMs for the Enterprise" at https://
amzn.to/3Jdcio5 v/ @PacktDataML Learn:
Implement an AI controller with a conversation AI agent and -
Legal AI moves down-market as smaller firms priced out
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The real signal is not "AI does law." It's the target: in-house teams and smaller firms priced out of Harvey- or Lexis-tier tools. Citation-grounded legal AI is moving down-market. That's the trend worth watching.
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Perplexity AI addresses lawyers’ fear of hallucinated legal citations
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Lawyers' biggest AI fear? Citing a case that doesn't exist.
— Futurepedia – Learn to Leverage AI (@futurepedia_io) 25 juin 2026
Two years of peers getting sanctioned for AI-hallucinated citations made "just trust the model" a non-starter in legal. @perplexity_ai just shipped something built around that exact fear. 🧵 pic.twitter.com/RpEcMQi1ySLawyers' biggest AI fear? Citing a case that doesn't exist. Two years of peers getting sanctioned for AI-hallucinated citations made "just trust the model" a non-starter in legal. @perplexity_ai just shipped something built around that exact fear.
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LLMs should request delay for hard questions or provide quick guesses
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This asynchrony really should exist in normal one-on-one chatbot interactions. When you pose ask a hard question to an LLM it should say, immediately, “This is a hard problem — give me 15m.” If that’s an issue, you should be able to say so and get a quicker guess.
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AI Agents in Action: Hands-on with OpenAI Assistants API and patterns
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AI Agents in Action: http://
amzn.to/44kbHsL v/ @ManningBooks Gain hands-on experience in these areas: Understand & implement AI agent behavior patterns Design & deploy production-ready intelligent agents Leverage the OpenAI Assistants API and complementary tools