it’s surely NOT a pure LLM (eg heavily uses symbolic tools and is hardcoded to do so), and surely includes neurosymbolic components, so it is to some degree vindication for my central claims.
LLMS
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The challenge of verifying LLM output accuracy
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Even accounting for hallucinations, there is substantial overlap between what LLMs are *manifestly* capable of doing and what a given user is *not conveniently capable of checking*, including when a relatively sophisticated user would say "I mean just check source URLs."
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Reflecting on the challenges of LLM alignment through analogies
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"There is substantial overlap between the smartest bears and the least-equipped humans" was once an observation on how it is difficult to engineer a bear-proof garbage receptacle for national parks. I think a spiritually similar thing happens with LLMs.
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7 Pillars of Agentic AI by Python Developer
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7 Pillars of #AgenticAI
— Ronald van Loon (@Ronald_vanLoon) 8 avril 2026
by @Python_Dv
#LLM #GenerativeAI #ArtificialIntelligence #MI #MachineLearning pic.twitter.com/dGCIxouNTT7 Pillars of #AgenticAI by @Python_Dv #LLM #GenerativeAI #ArtificialIntelligence #MI #MachineLearning
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Local AI Models Essential Backup When Cloud Services Fail
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At 4 p.m. today @NousResearch's CTO will be on an audio space here today to talk about Hermes.
— Robert Scoble (@Scobleizer) 8 avril 2026
Why is that important? We all need to move to local models, at least as a backup for when the big models in the cloud are down. https://t.co/rTVqP36vULAt 4 p.m. today @NousResearch's CTO will be on an audio space here today to talk about Hermes. Why is that important? We all need to move to local models, at least as a backup for when the big models in the cloud are down. BridgeMind (@bridgemindai) Claude Code is down again. This is a $200/month product. Developers are building businesses on this infrastructure. Every outage is lost productivity and lost revenue. Anthropic, you just launched Claude Mythos for AWS, Apple, and Microsoft. Maybe make sure your paying customers can use it. — https://nitter.net/bridgemindai/status/2041935526962315294#m
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Perplexity Launches Competition for AI-Driven Business Development
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Perplexity will be running an 8-weeks competition where contenders will use Perplexity Computer to build businesses. Up to 1M investment and up to 1M in Computer credits. We are slowly shifting towards levels 4 (innovators) and 5 (AI orgs) on the path to AGI and more and more
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Updates on Gemini 2.5 Flash, A2A ADK, and Agent Frameworks
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Gemini 2.5 Flash, A2A ADK, Agentspace stuff, and more
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NousResearch CTO Audio Space Discussion on AI
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By the way, I'll have NousResearch's CTO on an audio space today at 4 p.m. pacific. This helped me prepare, thanks!
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Meta’s Muse Spark: Multimodal AI with Strong Reasoning and Coding
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Muse Spark, the first model from meta superintellgence lab looks very good, with strong multimodal, reasoning, and coding capabilities, although it is closed source for now. don't be angry with me for the headline @finkd
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Teaching AI by assembling world’s smartest experts
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I taught it by giving it a football stadium of the world's smartest people to study. 🙂