Senior Creator at @syntaxfm / @sentry Host of Coding Garden on Twitch and YouTube Co-organizer of @DenverScript w3cj.com

Denver, CO
Requires an extra request to resolve spelling errors, but still works. Combined with cspell and compromise nlp pre-processing, jev can decide what the user actually meant.
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Replying to @ScottShapiroUXD
I provide an option to jev for home assistant "no device or room is mentioned at all" - this then asks for a follow up that extracts and matches the name to a device in the home. We can do a similar thing for ambiguous tool calls. Provide jev an option "More than one tool call can satisfy this request" and then give a follow up prompt to choose, OR detect high match percent in multiple tools and automatically give a follow up to the user before executing.
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I built a chat bot with jev, no LLM at all! Responses are instant, no hallucinations. I hooked it up to web search, wikipedia, weather, todoist and home assistant. Jev decides what tool to call and what args to use based on the prompt. Instant answers cite sources as well!
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Jev is an extremely cheap and fast classifier that can replace long LLM prompts in your workflows with more deterministic answers and actions. I break down what that means, how it works and show several demos of Jev in action in my latest video. Watch: piped.video/watch?v=QbYBRjOa…
After co-inventing ChatGPT, I kept asking myself: why have superhuman chat models not led to AGI? I’ve spent the last 2 years in stealth building a new way to train models (RLCD), and a new type of frontier AI model that we are releasing today: Jev • 20-200x faster • 40-400x cheaper (w/ output tokens free) • Frontier composable intelligence optimized for decisions AFAICT the shortest path to AI-based economic revolution
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Claude's new favorite word.
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We're at a point where coding without an isolation mechanism or sandbox is way too risky. Use containers at a minimum, VMs if you have enough resources or a remote machine with either of these if you can. Watch 🍿: piped.video/watch?v=-ulRSvQI…
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There are a lot of questions and misconceptions about open weight models. I break it all down here so even nontechnical folks can understand.
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LLM tool calls explained, excerpt from my video "I Built an LLM From Scratch"
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The full pipeline of LLMs explained, excerpt from my video "I Built an LLM From Scratch"
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The output of a transformer (LLM) is a score (logit) for every possible next token. We then use temperature, softmax, top-p and sampling to choose the next token, excerpt from my video "I Built an LLM From Scratch"
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The transformer architecture that powers modern LLMs explained, excerpt from my video "I Built an LLM From Scratch"
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Token embeddings explained, excerpt from my video "I Built an LLM From Scratch"
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Tokenization explained, excerpt from my video "I Built an LLM From Scratch"
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A brief history of neural networks, excerpt from my video "I Built an LLM From Scratch"
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Replying to @_ix_drew
Some models will hallucinate an answer others have been tuned to tell you they have never heard of it or don't know. With tools, a model that was not trained on data can search the web and pull in more up to date information to answer without hallucinating piped.video/YmLp8qe87A0?t=2824
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I built an LLM from scratch. Here's everything I learned along the way.
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If you're near Denver tonight come hang out! I'll be moderating a community chat about AI, Agents, Skills and MCP at DenverScript. Code Talent @ 6pm RSVP HERE: meetup.com/denverscript/even…
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Hello from #ReactSummit @stolinski talk was fantastic!
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Replying to @syntaxfm @zeeg
Ah oui, je vois. Ça peut être différent.
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Hot dog or not hot dog? Neural networks explained simply.
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Claude finally said I love you back today ❤️
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Here's my guide to the local AI landscape. Hardware, setup and models. I also give my overall impressions after using local models for the past few weeks. Watch: 🍿 piped.video/watch?v=QKdKcFjj…
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Who do you think will win the March MadCSS tournament? Fill out your bracket before March 6th for a chance to win some really dope stuff: madcss.com/
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I have been using SearXNG as my daily driver search engine and it's been great! I show what it is and how to set it up in my latest video I also take a look at Perplexica - a self hosted AI answer engine that uses SearXNG under the hood watch 🍿: piped.video/watch?v=9pNMvfwQ…
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me and claude are about to launch the most modern and creative landing page anyone has ever seen.
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🄳🄴🄽🅅🄴🅁 🄸🄽🅃🄴🅁🄽🄰🅃🄸🄾🄽🄰🄻 🄰🄸🅁🄿🄾🅁🅃 🄰🅄🅃🄾🄼🄰🅃🄴🄳 🄶🅄🄸🄳🄴🅆🄰🅈 🅃🅁🄰🄽🅂🄸🅃 🅂🅈🅂🅃🄴🄼
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i show everything you need to know to get started with dev containers in my latest video piped.video/watch?v=kPMA9cnp…
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i created a dev container firewall feature that makes it super easy to lock down the network inside a dev container includes tons of allow lists like Github APIs / npm registry as well as AI APIs / tools this devcontainer.json is all you need for running sand-boxed claude code
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watch me try to break a world record🍿: piped.video/watch?v=3NCNlxbl…
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I break down the basics of files, file paths, extensions and types in my latest video -> piped.video/z8bllh74Lck?t=1200
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Whether you've been tricked into becoming a programmer (by AI) or are intentionally looking to dive into the world of computers and programming, my latest video will get you started. Watch 🍿: piped.video/watch?v=z8bllh74…
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building todo apps is so hard these days scaffolded a new app, tried to start it, promise error, tried to apply db migrations, could not locate the sqlite bindings file, tried to build sqlite, node gyp compile error, re-installing xcode command line tools, ETA 23 minutes
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Check out my POV from the "Order Pizza With Code" @syntaxfm challenge. Watch 🍕: piped.video/watch?v=LBQvRVkM…
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Has anyone else been getting completely wrong and unrelated answers from @ChatGPTapp ? Here is just one example my wife shared with me, she was asking about network security course work and got a response about Walter White AI images...
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Advent of Code 2025 is here! In my latest video I explain how I solved Day 1 and Day 2. Watch 🍿: piped.video/watch?v=-G-nU0NV…
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The job market is pretty bad right now but I think we'll see a bounce back within the next few years. With seniors retiring and no trained juniors / mids available to be promoted, there will be a massive skill gap that needs to be filled.
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Experts are still needed to validate AI output. As a beginner if you depend on and trust AI output too much you'll never learn the skills required to validate it.
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Blindly trusting AI output is the modern "Gell-Mann amnesia effect"
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N Y C B I R D S
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made it to NYC i have entered my moody b&w photography phase
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not a cloud in the sky SONY ZV-E10 f/4.5 1/2500 28.00mm ISO100
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Back from SF. Saw the sights, ate some amazing food, met some great people and got some quality time in with the @syntaxfm crew IRL. We've got some awesome stuff planned for the channel. Can't wait to make it happen!
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Some devs are leaning a bit too hard on AI for solutions and workflow. In my latest video I show a few examples and give some advice on what to do / use instead. Watch 🍿 piped.video/watch?v=pVBKWLkR…
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Made it to SF!
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大きいもの、小さいもの、短いもの、高いもの
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Can anyone from @githubuniverse tell me if the QR code format for this year's badges are the same as last years? Working on game for people to play at the @getsentry / @syntaxfm booth.
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午前5時、眠れない 東京の新橋駅と汐留駅を散策 リミナル スペース 5AM I can't sleep exploring tokyo shimbashi and shiodome station L I M I N A L S P A C E S
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東京タワーへの散歩
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HonoConf is happening right now! I'll be speaking about Full Stack Hono in about 25 minutes. Find all the links including live stream here: honoconf.dev/2025 #honoconf
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Made it to Tokyo! I'll be giving a talk at @honoconf on Saturday. Haven't done much exploring yet, but here are some shots I took of Shiodome / Ginza after landing.
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My talk from @utjs on @vuejs Vapor mode is up! I start the talk with a quick history of rendering strategies in frontend JS from the past 15 years and then show what Vue vapor mode is and how to try it out. The future is fast 😎 Watch 🍿 piped.video/watch?v=uLs-oLwF…
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Some photos I took today of the leaves changing here in Colorado.
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I'm about to write some Grade-A Organic fully hand crafted JavaScript.
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