something like: Before starting your task, dump the relevant AST branch with a tool instead of using search to map out the cleanest insertion points. Write a spec to the folder with your implementation plan for review before we continue.
@localghost
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Desktop CLI Control via Mobile Phone Synchronization
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very cool, will this let me use cli on the desktop but control it via the phone? been looking for something that keeps those two synced
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AST Dumps Improve AI Code Generation Coverage
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if you've noticed dead code or messy refactors from claude or codex, tell them to dump the related AST branch from a tool before starting this'll give it every class & function name instead of it relying only on search as a starting map. way more coverage on the codebase shape
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Codex 5.3 and 5.4 Show Great Promise
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maybe, but 5.3 codex is great & 5.4 seems great so far too
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AI Release Velocity Accelerates Beyond 2022 Pace
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My god, the release velocity is even crazier than 2022.
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Gemini Fails at Config File Proofreading Task
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tfw you give gemini a config file to proofread ridiculous
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Apple’s Supply Chain Excellence Justifies Premium Pricing Strategy
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$499 is crazy for what this is.
— Aaron Ng (@localghost) 4 mars 2026
Whatever you think their faults are, Apple's skill at supply chains is kind of second to none. https://t.co/RSKB1IYSsn$499 is crazy for what this is. Whatever you think their faults are, Apple's skill at supply chains is kind of second to none.
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Keyboard Apps vs System Keyboard for Typing Preferences
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the keyboard apps are great, but I do like having the actual system keyboard for typing
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Apprenticeship Model Relevance in AI-Driven Product Development
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the apprenticeship model is more relevant than ever now that one person can output entire products small teams of experienced builders passing down knowledge to up & coming talent