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Scaling GPU-powered machine learning models with Ray and Anyscale at Discord.
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The models got better.
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I gave my coding agents a Discord activity and accidentally made the scale of their work visible.
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Turning messy evidence into a clean taxonomy before it has earned one.
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Using AI to turn a $70 accessory into a literal attention shield.
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Pi made it easy to put a sprite version of my dog in the terminal, then bundle the small coding-agent features I wanted around it.
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I went from merging 3.4 personal PRs a week to 19.2.
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AI agents can ship code faster than humans can review it.
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OpenAI explained why Codex kept talking about goblins.
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Codex GPT-5.5 apparently needed an explicit, repeated reminder not to talk about certain creatures unless they are actually relevant.
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When you can do anything, what you don't do is the skill
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Andrej Karpathy described exactly what I've been doing for the past few months.
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Types as agent instructions, auto-generated verifiers, and experimental REPL mode.
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Software UX has been built around make it easy to do things.
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One person and one AI built pretext in 27 days.
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10 principles for building CLIs that AI agents can actually use, from a Cursor dev.
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Anthropic's harness engineering article highlights what's missing from most AI coding: scrutiny and evaluation.
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Why build a RAG pipeline when AI can already do most of the work for you?
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You don't need drift detection to start.
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I pointed Claude at Evan Miya probabilities and Yahoo public picks and told it to build a bracket optimizer.
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AI makes checking claims cheaper than making them.
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Automate the draining parts, focus on what gives you energy
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Agents + CLIs + skills is the core of the future - nobody has figured out the right human interface for that yet
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No theory, just the setup — how I actually work with AI tools day to day
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Everything else is CLIs and skills files
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What to expect when running local models on consumer hardware
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The Muon optimization algorithm stablizes multi-million dollar GPu training run and does so on the strength of three "magic" numbers
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Discovered that CLAUDE.md files get passed to Claude with a disclaimer that they might not be relevant - explains why project instructions sometimes get ignored
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Five years of accumulated homelab jank finally gets some love during paternity leave
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A command-line utility for scraping web content through the Firecrawl API with automatic file naming and content cleaning