1. pure LLMs did in fact hit a wall and then as i predicted (2022) neurosymbolic AI provided a way past the LLMs; it’s very evident if you look at all the tools, harnesses, loops etc in Codex, Claude Code etc as a scientist i would have expected you to be more attuned to that
CODE
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Kevin Explains Claude Ecosystem: Chat, Co-working, Coding, Design
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Watch this before you build anything with Claude – Kevin breaks down the full Claude ecosystem in one video. Overview of Claude’s ecosystem and how its main tools work together. Different ways Claude can be used for chat, co-working, coding, and design. Breakdown of
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Deep-research skill automatically fires on simple queries, wasting tokens
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I was excited to see the /deep-research skill ship in Claude Code until it started firing automatically on simple queries. Whoever built this skill clearly doesn't have token limits – holy moly!
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Evals are the source code of agents: a clean analogy
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Evals are the source code of agents might be the cleanest way I've heard it put.
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Federal government uses GPT-5.6 to generate pelican biking SVG
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Federal government with GPT-5.6 now: "Generate an SVG of a pelican riding a bicycle, make it as best possible"
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Working on getting GLM 5.2 NVFP4 by Luke Alonso running
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Currently working on getting GLM 5.2 NVFP4 by Luke Alonso up and running 🙂 Will report back
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Sazabi: AI Agent that Detects and Fixes Production Bugs
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AN AGENT THAT FIXES YOUR BUGS ON ITS OWN
— Nico (@nicos_ai) 25 juin 2026
this is Sazabi and it sounds like science fiction
→ watches your software in production
→ detects what breaks
→ investigates the cause
→ and fixes it with Claude Code or Codex
goodbye 3 AM calls, hello shipping features https://t.co/LdVVDF91GPAN AGENT THAT FIXES YOUR BUGS ON ITS OWN this is Sazabi and it sounds like science fiction
→ watches your software in production
→ detects what breaks
→ investigates the cause
→ and fixes it with Claude Code or Codex goodbye 3 AM calls, hello shipping features -
Why Claude Code outperforms general LLM apps with grep and search
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It just greps a lot and searches that's why Claude Code is better at it then a general LLM app
