Great read! Off in the jungle with no trails. Open weights != Open source not only because of the data but all the related infra for everything not inference.
GENERATIVE AI
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LLM Output Quality Degrades Upon Careful Examination
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The more carefully you read LLM output, the worse it looks.
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LangChain San Jose Event Promises Major Enterprise AI Agents Week
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Can’t wait to see the @LangChain team in San Jose—it’s going to be a massive week for enterprise AI agents!
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LLMs Can Generate Superior Embeddings Without Model Changes
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Controversial take: you don't need any of this. LLMs have gone through a lot of training already, so there ought to be a better method to turn them into extremely good embedding models. This is what my group has been working on. LLM2Vec is one such idea. We have some exciting developments recently where LLMs themselves can generate superior embeddings with zero changes to the LLM. Stay tuned! dr. jack morris (@jxmnop) x.com/i/article/203102900413… — https://nitter.net/jxmnop/status/2031051636068782402#m
→ View original post on X — @hugo_larochelle, 2026-03-10 03:59 UTC
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Cognitive architecture outperforms hyperscalers in writing tasks
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Neither. It was written by Levangie Labs' cognitive architecture. It is better at writing than any of the hyperscalers in my tests.
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Comparing AI Cognitive Architectures in Writing Performance
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I didn't. It was written by Levangie Labs' cognitive architecture. It is way better at writing than any of the hyperscalers.
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Comparison of Levangie Labs’ cognitive architecture against hyperscale AI models
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I didn't. It was written by Levangie Labs' cognitive architecture. It is way better at writing than any of the hyperscalers.
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GPT-5.4 Now Available on Abacus AI Platform
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GPT-5.4 is now available on Abacus AI.
— Abacus.AI (@abacusai) 10 mars 2026
Stronger reasoning, better coding, and more reliable outputs for complex tasks. pic.twitter.com/mKDhwzneXDGPT-5.4 is now available on Abacus AI. Stronger reasoning, better coding, and more reliable outputs for complex tasks.
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Generative AI Models Show Harmful Sycophantic Tendencies in New Research
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still more science showing that generative ai models are harmfully sycophantic
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Debate: Will AI eliminate need for human code review?
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This is so true.
— Linus ✦ Ekenstam (@LinusEkenstam) 9 mars 2026
Also devs thinking that vibe-coded or agentic coded solutions will need more humans to oversee and correct are 100% missing the plot.
the machines are making less and less sloppy code, and we can expect the code to become so good, humans not needed. https://t.co/bKlbyXuqbaThis is so true. Also devs thinking that vibe-coded or agentic coded solutions will need more humans to oversee and correct are 100% missing the plot. the machines are making less and less sloppy code, and we can expect the code to become so good, humans not needed.