An Anthropic engineer pointed Claude Code at his old startup's infrastructure and told it to find ways to save money. It audited the full stack, identified 3 unused Redis instances he'd been paying for, proposed deleting them, and after he approved each step, executed the
CODE
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Books That Teach the Math Behind Machine Learning
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Books That Will Teach You the Math Behind Machine Learning. #BigData #Analytics #DataScience #IoT #IIoT #Python #RStats #TensorFlow #JavaScript #ReactJS #Serverless #DataScientist #Linux #Books #Mathematics #Programming #Coding #100DaysofCode https://
geni.us/Math–Books -
Agentic Tools for Automated Test Case Writing
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Depends on the job. Quick checks, curl still wins. Real suites, an agentic tool that writes and maintains the cases.
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AI Code Generation and Human Verification Trade-offs
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The honest version isn't 100% then 10%. It's that the percentage of code AI writes keeps climbing while the percentage humans must verify climbs right alongside it.
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Codex and Claude Code: Better Coding Workflows
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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.
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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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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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Automating work and life admin with Codex scripts
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have had tons of of fun automating boring parts of my job and life admin the past few days with codex and one off scripts oh and no you really don’t need a Mac mini to for this 🙂
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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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