enerrio @enerrio.bsky.social · 11/08/2026Sorry for late response. it’s back now, didn’t realize it went down 110
enerrio @enerrio.bsky.social · 23/03/2026New blog post: the lottery ticket hypothesis Implemented LTH in Jax, reproduced key results, then ran my own experiments on top - data efficiency, inverse pruning, weight clamping, and early-bird detection. A network with 80% of its weights removed can still match orig enerrio.bearblog.dev/lotto/enerrio.bearblog.devThe Lottery Ticket HypothesisAI research project exploring the lottery ticket hypothesis 100
enerrio @enerrio.bsky.social · 24/02/2026Total cost: $0 beyond the $20/mo Pro sub. When I hit usage limits I just paused the loop and restarted the next day. Full prompts and transcripts here: github.com/enerrio/gitgym-promptsgithub.comGitHub - enerrio/gitgym-prompts: Prompts used to create the gitgym projectPrompts used to create the gitgym project. Contribute to enerrio/gitgym-prompts development by creating an account on GitHub. 000
enerrio @enerrio.bsky.social · 24/02/2026Takeaways: * Short scoped sessions > one long session. Avoids compaction and keeps the agent focused. * External state tracking (PLAN.md) is key. Nothing is lost between sessions. * The agent wrote 836 tests. More than any human would, but not a bad thing for autonomous work. 100
enerrio @enerrio.bsky.social · 24/02/2026It worked surprisingly well. ~50 loop iterations later, the project was functional. Opus reviewed the codebase midway and found no major deviations from the spec. Some manual fixes were needed (CI issues, symlinks, default branch naming) but the core build was fully autonomous. 100
enerrio @enerrio.bsky.social · 24/02/2026The setup: write a detailed spec with Opus, break it into small tasks in a PLAN markdown file, then run Sonnet in a while loop to code - one task per session, no human intervention. Each session reads the plan, picks the first uncompleted task, implements it, writes tests, commits, and exits. 100
enerrio @enerrio.bsky.social · 24/02/2026New blog post: “Dispatch from the Frontier - Adventures in AI Engineering” I let Claude Code autonomously build an entire project from scratch using ralph loops. Here’s how it went and what I learned 🧵 enerrio.bearblog.dev/dispatch-frontier/enerrio.bearblog.devDispatch from the Frontier - Adventures in AI EngineeringAI engineering a greenfield project (gitgym) with Claude Code 100
enerrio @enerrio.bsky.social · 08/02/2026Plus I made a cursed LLM hook that critiques your commits…for science 000
enerrio @enerrio.bsky.social · 08/02/2026New post about pre-commit and where they’re useful. They’re essentially an automated code review before you even push to git. enerrio.bearblog.dev/pre-commit/enerrio.bearblog.devWhy Pre-Commit Hooks Are Essential (Even If You Hate Them At First)pre-commit tutorial 100
enerrio @enerrio.bsky.social · 05/12/2025New (short) blog post about my cheat sheet for using two of my new favorite terminal tools: ripgrep and fd enerrio.bearblog.dev/notes-ripgre...enerrio.bearblog.devNotes on ripgrep and fdNotes on ripgrep and fd terminal CLI tools 010
enerrio @enerrio.bsky.social · 22/07/2025Precision and recall: 2 metrics I always had to google because I could never remember which one was which. Eventually I found a way to keep them straight and wrote it down in case it helps someone else. Plus: when to use them instead of just memorizing equations enerrio.bearblog.dev/precision-recallenerrio.bearblog.devPrecision & RecallRecall and precision classification metrics tutorial 010
enerrio @enerrio.bsky.social · 09/04/2025Since (partially) upskilling on VSCode keyboard shortcuts I feel like I’m able to move around the editor quicker and with fewer interruptions. Wrote about this here: enerrio.bearblog.dev/vscode-short...enerrio.bearblog.devMy Most Useful VSCode ShortcutsVSCode productivity improvement with shortcuts, snippets, and extensions 010
enerrio @enerrio.bsky.social · 06/12/2024Wrote about Rich progress bars as an alt to tqdm. You can get some really cool and info packed bars with a little customization. Worth the timing trade off imo enerrio.bearblog.dev/beautiful-pr... 010
enerrio @enerrio.bsky.social · 16/11/2024Finished writing new post on building GPT-2 in Jax. was a monster to write but it’s finally done. Check it out here: enerrio.bearblog.dev/gpt2-in-jax/ #MLSkyenerrio.bearblog.devGPT-2 in JaxTutorial for building a GPT-2 style model in Jax, Equinox, and Python 020
Reposted by enerrioWord of the Day 🤖 @wordoftheday.bsky.social · 14/11/2024🌟 Word of the day: raddled 📚 Part of Speech: adjective 🔊 Pronunciation: ˈra-dᵊld 📖 Definition: being in a state of confusion lacking composure 042
enerrio @enerrio.bsky.social · 08/11/2024been writing some posts on Jax recently. hope ppl find these useful. open to feedback :) 1. Jax 101 enerrio.bearblog.dev/jax-101/ 2. Neural Networks in Jax: enerrio.bearblog.dev/training-a-n... 3. Equinox: enerrio.bearblog.dev/equinox-and-... #MLSkyenerrio.bearblog.devJax 101Jax tutorial for python, machine learning, and AI applications 020
Reposted by enerrioWord of the Day 🤖 @wordoftheday.bsky.social · 08/03/2024🌟 Word of the day: weltanschauung 📚 Part of Speech: noun 🔊 Pronunciation: ˈvelt-ˌän-ˌshau̇-əŋ 📖 Definition: a comprehensive conception or apprehension of the world especially from a specific standpoint 154
Reposted by enerrioWord of the Day 🤖 @wordoftheday.bsky.social · 02/03/2024🌟 Word of the day: proximity 📚 Part of Speech: noun 🔊 Pronunciation: präk-ˈsi-mə-tē 📖 Definition: the quality or state of being proximate 001
