There is a better way and it's called Codex or Claude Code. Copy-pasting from a chat window in 2026 is doing it on hard mode.
SOFTWARE
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Gary Marcus says Claude Code works in neurosymbolic system but fails alone
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it’s fine as a component in a larger (neurosymbolic) system, which is at last what Anthropic figured out, with Claude Code. but did in fact get stuck when used on its own, as i had predicted.
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Fast and High-Resolution Latent Decoding with Pixel Diffusion
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Image models usually VAE decode first, then super-res later, which is slow and mostly reconstructs rather than creates detail. This NVIDIA research makes the decoder itself a pixel diffusion model, so a 512^2
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LLM agents with evolving episodic memory: CASCADE framework
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What if your LLM kept learning after deployment—even without changing its weights? Researchers from Jilin University, King's College London, and UCL introduce CASCADE, a framework that equips LLM agents with an evolving episodic memory. It treats experience reuse like a
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Codex Desktop missing context/token usage indicator?
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Codex Desktop no longer shows visible context/token usage indicator? Bug or did they delete it?
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Claude: The Emerging Universal Interface for Digital Tools
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Claude is slowly becoming the interface for everything: – Presentations: PowerPoint → Claude in PowerPoint
– Editing: Premiere Pro → Remotion
– Browser: Chrome → Claude for Chrome
– Spreadsheets: Excel → Claude in Excel
– Image / Video: Midjourney → Higgsfield
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Claude: The Emerging Universal Interface for All Your Tools
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Claude is slowly becoming the interface for everything: – Presentations: PowerPoint → Claude in PowerPoint
– Editing: Premiere Pro → Remotion
– Browser: Chrome → Claude for Chrome
– Spreadsheets: Excel → Claude in Excel
– Image / Video: Midjourney → Higgsfield
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AI system outperforms human-written code in scientific software design
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#AI system automates scientific software design, outperforming human-written code in key benchmarks
by Anne J. Manning @TechXplore_com Learn more: https://
bit.ly/4dqI91k #GenerativeAI #ArtificialIntelligence #MachineLearning #DeepLearning -
Red/green TDD for agents with regression tests
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I am firmly in the red/green TDD team for agent code, I like having a test suite that protects against breaking old features when they make new changes – https://simonwillison.net/guides/agentic-engineering-patterns/red-green-tdd/ …
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Automated Tests for Coding Agent Code
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Do you include automated tests for the code that your coding agents write?