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AI-Readiness Consultant
@miklevin
4.9K Following    2.6K Followers
From Neovim's \h chop and the OS clipboard bus to semi-automated YouTube Live cuts, pruning 25 dead Jekyll templates, and wiring Open Graph and TechArticle JSON-LD. #NixOS# #Jekyll# #AI#
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Skip the OAuth & API quota trap: poll YouTube Live chat keylessly from your LAN workstation with Python's raw_decode and push instant mobile alerts via #NixOS# #Python# #SelfHosted#
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An automated 24/7 Linux stream looks like a clockwork box—until a human steps through the glass. How ytsay preempts Piper TTS over SSH with a 4-beat Figlet card envelope. #NixOS# #Python# #Linux#
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Static service accounts are backdoors. We cut GSC dependencies from our NixOS build pipeline, compared Low vs. High model effort, and stopped a 4.92 MB ripgrep bomb. #NixOS# #OAuth# #LLMs#
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When you move or rename a portable Nix flake, every hardcoded path in your host OS snaps at once. Here is how we un-hardwired NixOS, Piper TTS, and Neovim in 4 checkable turns: #NixOS# #Neovim# #Python#
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Every article leaves a runnable context seed at its foot—a save-game ramp to browse in Neovim with Cursor-First Chronology or steer with the Coachman's Veto. #NixOS# #Neovim# #AIWorkflows#
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From 1990s IDC/HTX and the Dutch Polder roots of NPvg to driving OBS Studio over SSH via Python stdlib WebSocket v5: building the 60-second Article-Casting Kata. #NixOS# #Python# #OBS#
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Double buffering for the desktop: pre-rendering Piper TTS WAVs behind Alacritty cards, pinning Chrome via X11 EWMH, and clamping YouTube volume to zero. #NixOS# #Linux# #Python#
Why losing the Commodore Amiga felt like a 30-year phantom limb—from Jack Tramiel's MOS Tech coup & the 1984 Atari switcheroo to TRIPOS, ARexx, CygnusEd, and how Amiga-born Vim & NixOS reattach the nerve endings. #Amiga# #NixOS# #Neovim#
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Slapping a "G" onto SEO misses the point when content is infinite. The real win is AI-Readiness at the Edge via RFC 9110 & 9111 (`Accept: text/markdown` + `Vary: Accept`)—backed by live wire telemetry and multi-blog pipeline. #RFC9110# #NixOS# #TechnicalSEO#
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Oh interesting the #Googlebook# is out. I guess the question is whether it's gonna be #Aluminum#
Datacenters in space? Well, not exactly but we didn't exactly deflect an asteroid yet either but the smoke tests for both are now done.
I remember the first meeting where the team pitched the idea of putting compute in space - exciting idea! Today's successful launch with our partner @planet prototype satellite shows how far we've come...and how far there is to go. Thanks for the lift, @SpaceX, another spectacular booster landing too🚀
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How have I not read David Deutsch until now? #Science#
I am finally reading Ursula Le Guin and The Left Hand of Darkness filling in my #SciFiBooks# blindspots and have had just now a true sci-fi experience asking an AI in #Kindle# about the character in the scene I am currently reading. I live for these small Meta miracles.
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What happens when you give 5 frontier LLMs the exact same code refactoring task, blind? A 6th model judged the winner, but only the filesystem caught the winning code's fatal flaw. #AI# #SoftwareEngineering# #DevOps#
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How do we build reliable AI workflows when models hallucinate success? We enforce Anti-Crichton laws and demand verifiable receipts. Read the breakdown: #LocalAI# #DevOps# #SoftwareEngineering#
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How do you engineer deterministic reliability out of probabilistic AI models? From statistical mechanics to git commit boundaries and the Two-Witness Gate, here is how to build falsifiable AI workflows: #AI# #GitOps# #DevOps#
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Stop paying rent for hosting. Turn your old, cracked-screen laptop into a 24/7 AI-monitored broadcast station with NixOS. Learn how we automated a Jeopardy! sound-trigger in the DMZ. No cloud required. #NixOS# #HomeLab# #DevOps#
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Stop treating AI like an oracle. Treat it like a Unix pipe. I've built a zero-trust observatory that records wire-truth logs to keep human oversight in the loop at the production boundary. Read the methodology here: #AISafety# #LocalFirst# #UnixWay#
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Tired of AI 'magic' breaking your codebase? Stop 'vibe coding' and start building a hand-cranked, deterministic momentum engine with Git, local Python scripts, and safe clipboard handoffs. #Git# #AIEngineering# #TerminalPower#
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