This works beyond coding. Content strategy: use Opus to outline the argument structure. Use GPT-5.5 to draft. Research: use Opus to design the research methodology. Use GPT-5.5 to execute the analysis. Business planning: use Opus to define the framework. Use GPT-5.5 to
RESEARCH
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Opus 4.7 plus GPT-5.5 nearly doubles benchmark scores
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Dan Shipper at Every tested this on their Senior Engineer Benchmark. The scores:
Opus 4.7 alone: low 30s GPT-5.5 alone: low-to-mid 40s Opus 4.7 planning + GPT-5.5 executing: 62.5 For reference, human senior engineers score 80-90. The combo nearly doubled either model's -
Jack Clark Predicts Fully Automated AI R&D Timeline 2027-2028
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Fully automated AI R&D: ~30% chance by the end of 2027, ~60%+ chance by the end of 2028 Overall, Anthropic's Jack Clark has written a very worthwhile essay: His timeline is that fully automated AI R&D probably won’t arrive in 2026, but we may see a proof-of-concept within 1–2
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Why 1M-Context Models Still Don’t Work Beyond 200K Tokens
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it is endlessly fascinating to me that we still don't have a true 1M-context model it's an unusual case where the infra is far ahead of the science. Claude discontinued 1M+ context bc it didn't really work past ~200k we don't have the right data? training techniques? not sure
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Turing Test Conflates Intelligence With Human Behavior
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The Turing test is a test of intelligence. It has nothing to do with consciousness. (And even as the former it’s a bad idea, because it confuses being intelligent with being human. It’s like saying an airplane doesn’t fly unless it can fool birds into thinking it’s a bird.)
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GPT-4o and Llama 3.3 Pose Low Harm Risk Study Suggests
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I think the fact that GPT-4o and Llama 3.3-80B did no significant harm is just as important as whether AI helped. If older (less accurate & more sycophantic) chatbots essentially did nothing for people who followed their advice, it means that there is less risk of harm as well.
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Stanford’s Half Billion Dollar Machine: Creating Things Through Education
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I was the first to show you Levangie about a year ago. And is how I build: https://t.co/kiuZ7QXLzb which watches the whole AI community here. Congrats @blevlabs for stepping up your business. The Residency rocks. https://t.co/PGCfr6JTeo
— Robert Scoble (@Scobleizer) 4 mai 2026I was the first to show you Levangie about a year ago. And is how I build: https://
alignednews.com/ai which watches the whole AI community here. Congrats @blevlabs for stepping up your business. The Residency rocks. -
Stanford VR Class Highlights Future of Education
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It's how I built: https://
alignednews.com/ai Awesome to see it featured. -
Stanford’s Emma Lundberg on AI Transforming Biology and Open Science
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"AI is changing the way we do biology," said @StanfordHAI Faculty Affiliate Emma Lundberg in @Stanford
's #ResearchMatter series. She's chosen to be in academia to advance open science – making data accessible to accelerate discovery for all. Read more: https://
news.stanford.edu/stories/2026/0
5/research-matters-emma-lundberg
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Stanford Lecture Offers Deep Dive into LLM Architecture
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Cette conférence de 2 heures à Stanford t’apprendra davantage sur la manière dont les LLM comme ChatGPT et Claude sont construits que ce que la plupart des personnes travaillant dans les meilleures entreprises d’IA apprennent durant toute leur carrière.
— Jouhatsu | AI Influence Operator (@Jouhatsu_ai) 4 mai 2026
Ajoute-la à tes Signet🔖… pic.twitter.com/JOVAKrBsNSCette conférence de 2 heures à Stanford t’apprendra davantage sur la manière dont les LLM comme ChatGPT et Claude sont construits que ce que la plupart des personnes travaillant dans les meilleures entreprises d’IA apprennent durant toute leur carrière. Ajoute-la à tes Signet