isometric-explainer
Skill76k starsChanged 3 days agoMITView on GitHub
Builds an interactive isometric machine page. Each station of one invented machine stands for one step of a process. A pure, tested state model drives the motion, the readouts and the copy. The page has controls and a verification loop. Trigger phrases: "isometric explainer", "machine explainer", "explain this as a machine", "interactive isometric figure", "explorable explainer", "show how it works inside".
We split this skill into the rules it gives an agent
9 rules. About 0 are common, 5 are distinctive, and 4 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈5
Distinctive · estimate
This author's own choices. Worth a look.
4
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 41
Write the state model first.
- Distinctive: line 43
Write the parts list. List each part with its assembly, size in world units, tone and whether it moves.
- Very specific: line 49
Add controls that change the model.
- Very specific: line 50
Verify the page in a headless browser.
- Distinctive: line 57
Never fake a real model, a real service or real metrics.
- Distinctive: line 58
Every page with simulated timing shows a sentence that starts "This is a simulation." and says that times are fixed costs, not measurements.
- Distinctive: line 59
Use real arithmetic in the model.
- Distinctive: line 62
All coordinates are world units.
- Very specific: line 65
Every line ends on a solid or on another line.
≈ “Common” is an estimate: at least 1 in 5 of the 308,232 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Isometric Explainer
This skill makes a single-page interactive figure. The figure is a solid isometric machine on a bench. Each station of the machine stands for one step of a process. For example, a request card moves on a carriage, a probe drops, and a press stamps the card. A pure state model decides every move, so the picture, the numbers and the words match. The templates/ folder holds a working starter, and kit/ holds the geometry library it uses.
When to use
- The concept is a process with stations, order and failure modes: a loop, a pipeline, a cache, a queue, a retry policy.
- The reader can break one part and see what fails.
- The figure is the main content of a page.
When not to use
- A static diagram explains the idea. Make a flat SVG figure instead.
- The concept has no order or state change. Make a static figure instead.
- The figure is a small diagram inside a lesson or a README. Use the sibling skill
blueprint-figure. - You cannot write a deterministic model of the behavior. Do not animate a guess.
- The job needs more than 150 parts and the user has not approved the size.
Method
- Invent the machine. Write one sentence: "X moves through Y, and that motion means Z." If you cannot write it, pick another machine. See
references/concept.md. Count the parts on paper before you draw, and pick a tier.
Tier Parts Approval Figure 40 to 80 not needed Hero 80 to 150 not needed Larger more than 150 get the user's approval first - Write the state model first. Make
model.mjspure and deterministic, with no DOM and no clock.simulate(config)returns an event list and totals. Test it before any geometry. Seereferences/state-model.md. - Map each concept to a station. Write a table: station, concept word for its label, what it does, what fails without it.
- Write the parts list. List each part with its assembly, size in world units, tone and whether it moves. Geometry comes after the list.
- Set the camera. Use world units and one isometric camera. Set elevation to 30 degrees. Pick the azimuth so the working faces point at the viewer. Fit the projection over the assembled and the exploded pose.
- Build the static geometry once. Each part becomes one SVG group with a depth key. Movers get a
data-livehook. Seereferences/geometry.md. - Animate by translation. Move a part by changing its
transformonly. Rebuild a path only when its shape changes, such as a rod that gets longer. - Paint from back to front. Sort groups by depth key plus the depth of their current offset. Reorder the DOM only when the order changes.
- Paint with colour and ink. Each material has three flat tones, the main bodies have a heavy ink silhouette, and each body casts a short, flat, warm grey shadow on the bench. Exactly one accent colour marks the active part and its pill label. See
references/colour-and-ink.md. - Add controls that change the model. Run, step, break, repair, reset and the config switches all act on a real
simulaterun. Write the config to the URL. Seereferences/live.md. - Verify the page in a headless browser. Take screenshots at desktop and phone width in both themes. Add 4x close-ups, a line-end check, a scenario sweep with zero console errors and a contact sheet. See
references/verify.md.
Rules
Truth:
- The state model is the single source of truth. Motion, readouts, trace lines and outcome text all come from its events.
simulatewith the same config returns the same events. A test proves this for every config combination.- Never fake a real model, a real service or real metrics. A scripted part says "fixed script" in the page copy.
- Every page with simulated timing shows a sentence that starts "This is a simulation." and says that times are fixed costs, not measurements.
- Use real arithmetic in the model. Tests assert the exact numbers that the page prints.
Geometry:
- All coordinates are world units. Pixels appear only in the projection.
- Elevation is 30 degrees. The azimuth is one fixed value for the whole page. The reference page uses 60.
- Solids use
inkSolidfromkit/ink.mjs: three flat tones for each material, an ink outline, and a heavier silhouette round each main body. - Every line ends on a solid or on another line. A line with a deliberate loose end carries
data-free="start","end"or"". - Each station carries a pill label with a leader line to its working part, with its concept word in capitals, such as
CACHEorVERIFIER. The page has a Labels switch and reads?labels=0. - Status lights show the state the model gives each station: green when it finished, red when it failed or left a gap.
- Glass covers show what is inside a station: a light tint and one or two streaks.
- A part that rests on another part gets a depth bias so it paints after its support.
Motion:
- Movers change
transformonly. A path that changes shape is rebuilt from cached results where it can be. - One beat lasts 0.1 to 1.3 seconds. Travel time grows with distance.
- Explode uses a spring with stiffness 64, damping 14.2 and a 0.04 s stagger per assembly.
- Clamp the frame step to 1/20 s so a slow frame never skips a beat.
- With reduced motion, runs advance 40 times faster and explode snaps to its end pose.
- The animation loop stops when the stage is off screen and when nothing moves.
Page:
- The workbench fits one screen at desktop width: toolbar, stage and readouts in
100svh. - At phone width the page stacks and never scrolls sideways.
- Buttons are at least 44 px tall. The stage takes focus and has keyboard keys for run, step, explode, break and repair.
- The SVG has
role="img"and anaria-labelthat names every station. - An
aria-live="polite"region announces the outcome when a run ends.
Check before you finish
- The one-sentence machine statement is written in the page copy or the build notes.
- The part count matches the approved tier.
- Model tests pass, including a sweep over every config combination.
- The page is the output of the build script. Rebuilding produces no diff.
- Every config control calls
simulateand updates the URL. - Opening the URL with
?parameters restores the same config. - Exactly one accent colour shows at any moment, and it follows the active part.
- Every station shows a readable pill label in both themes and at phone width, and no pill covers a mover or another pill.
- The wobble slider, the colour swatches and the Labels switch work, and
?labels=0starts with the labels off. - A "The big idea" line under the figure says the point in plain words.
- The line-end check reports zero loose ends.
- The scenario sweep runs every config to the end with zero console errors.
- Desktop and phone screenshots in light and dark show no clipping and no horizontal scroll.
- The exploded pose stays inside the stage.
- The simulation sentence is on the page.
Files
references/concept.md: invent the machine, the one-sentence test, concept mapping, sizing.references/state-model.md: the model contract, event shape, tests, URL state.references/geometry.md: units, camera, parts list, kit functions, shading, depth keys, labels.references/colour-and-ink.md: materials, tones, ink weights, cast shadows, glass, status lights, pill labels, wobble and the dark theme.references/live.md: the beat timeline, the draw loop, sorting, accent, controls, accessibility, layout.references/verify.md: the headless verification loop with a script.templates/model.mjs,templates/model.test.mjs,templates/build.mjs,templates/live.js: a working cache machine. Runnode templates/build.mjsto writetemplates/out.html. Runnode --test templates/model.test.mjsfor the model tests.kit/iso-kit.mjs,kit/lathe.mjs,kit/tube.mjs: projection, solids, lathe bodies, tubes and the base CSS. Keepkit/LICENSEwith the kit.kit/ink.mjs: the colour and ink layer:inkSolid,silhouetteSvg,castShadowSvg,glassSvg,pillSvg,wobbleFilter,PALETTESandINK_CSS.
Inside the AI Engineering from Scratch repo, also see scripts/decompiler-machine/ and site/test_decompiler_machine.js for a full hero build in the colour and ink look, and scripts/agent-machine/ for the older grey look.
Trending
More talk lately.about the whole repository
Who's talking about rohitg00/ai-engineering-from-scratch
- GitCovery“被 AI 焦慮淹沒?ai-engineering-from-scratch 是你的救贖:用 320 小時紮實走完 AI 工程師之路”YouTube · May 21, 2026 · 1.9k views
- ForkCast“rohitg00/ai-engineering-from-scratch — Math floor. Agents roof. 🟢 Clone #Shorts”YouTube · May 26, 2026 · 1.6k views
- Prism Labs“AI Engineering From Scratch — 435 Free Lessons, 20 Phases, Built In Real Code”YouTube · May 26, 2026 · 937 views
- Next Horizon“AI Engineering from Scratch: Build & Ship Python AI Projects – Free Curriculum”YouTube · Aug 26, 2026 · 882 views
- Dann Paker AI“AI Engineering from Scratch”YouTube · Aug 25, 2026 · 637 views
The biggest 5 of 99 mentions linking to the repository that our crawl found. Each line is their own headline.
See all 99
Talked about on GitHub, Bluesky, YouTube and the web (99 times).
On GitHub · 50
- Oct 29, 2026agent-skills.github.rohitg00.ai-engineering-from-scratch: 2026.10.4 → 2026.10.5 — sudosubin/agents.nix0 reactions
- Oct 26, 2026Replace SVG banner README with plain-text profile intro — withrvr/withrvr0 reactions
- Oct 19, 2026agent-skills.github.rohitg00.ai-engineering-from-scratch: 2026.10.3 → 2026.10.4 — sudosubin/agents.nix0 reactions
- Oct 15, 2026agent-skills.github.rohitg00.ai-engineering-from-scratch: 2026.10.2 → 2026.10.3 — sudosubin/agents.nix0 reactions
- Oct 14, 2026agent-skills.github.rohitg00.ai-engineering-from-scratch: 2026.10 → 2026.10.2 — sudosubin/agents.nix0 reactions
45 more on GitHub
- Oct 9, 2026[Upstream] Source updates require review — huangyue12120/Learning-Atlas0 reactions
- Oct 5, 2026[RE-330 donor intake] AI Engineering from Scratch → ML Canvas Academy — rrahul0904/agent-work-os0 reactions · 4 comments
- Oct 4, 2026agent-skills.github.rohitg00.ai-engineering-from-scratch: 2026.09 → 2026.10 — sudosubin/agents.nix0 reactions
- Oct 1, 2026agent-skills.github.rohitg00.ai-engineering-from-scratch: init at 2026.09 — sudosubin/agents.nix0 reactions
- Sep 28, 2026🔥 GitHub Trending AI 早报 · 2026-09-28 · Top 6 项目 — happydog-intj/ai-xiaohongshu-daily0 reactions
- Sep 28, 2026🔥 GitHub Trending AI 早报 · 2026-09-28 · Top 6 项目 — Mystery406/ai-xiaohongshu-daily0 reactions
- Sep 28, 2026Github trending [rohitg00/ai-engineering-from-scratch] 免费AI工程实战课 — web1992/github-trending0 reactions
- Sep 27, 2026🔥 GitHub Trending AI 早报 · 2026-09-28 · Top 6 项目 — Mystery406/ai-xiaohongshu-daily0 reactions
- Sep 27, 2026🔥 GitHub Trending AI 早报 · 2026-09-28 · Top 6 项目 — happydog-intj/ai-xiaohongshu-daily0 reactions
- Sep 27, 2026Github trending [rohitg00/ai-engineering-from-scratch] 523节AI工程实战课 — web1992/github-trending0 reactions
- Sep 25, 2026post: local-decision-model-ollaya — inpilot-dev/seungbin-dev0 reactions · 3 comments
- Sep 25, 2026Add AgriciDaniel, AI Engineering from Scratch, and AgentMemory — CryptoSuess/FoutainOfYouth0 reactions
- Sep 25, 2026🔥 GitHub Trending AI 早报 · 2026-09-25 · Top 8 项目 — happydog-intj/ai-xiaohongshu-daily0 reactions
- Sep 25, 2026🔥 GitHub Trending AI 早报 · 2026-09-25 · Top 8 项目 — Mystery406/ai-xiaohongshu-daily0 reactions
- Sep 25, 2026Github trending [rohitg00/ai-engineering-from-scratch] 免费开源AI工程实战课 — web1992/github-trending0 reactions
- Sep 24, 2026GitHub Trending 解读 · 2026-09-25 — 1elel1/githubdailytrending0 reactions
- Sep 24, 2026🔥 GitHub Trending AI 早报 · 2026-09-25 · Top 8 项目 — Mystery406/ai-xiaohongshu-daily0 reactions
- Sep 24, 2026🔥 GitHub Trending AI 早报 · 2026-09-25 · Top 8 项目 — happydog-intj/ai-xiaohongshu-daily0 reactions
- Sep 8, 2026[Upstream] Source updates require review — huangyue12120/Learning-Atlas0 reactions · 1 comment
- Sep 7, 2026[Upstream] Source updates require review — huangyue12120/Learning-Atlas0 reactions · 1 comment
- Aug 27, 2026Github trending [rohitg00/ai-engineering-from-scratch] 免费AI工程全栈手册 — web1992/github-trending0 reactions
- Aug 26, 2026Github trending [rohitg00/ai-engineering-from-scratch] 511课系统提升AI工程能力 — web1992/github-trending0 reactions
- Aug 3, 2026further reading — vib-training-conferences/agentic-coding-with-github-copilot0 reactions
- Jul 21, 2026Github trending [rohitg00/ai-engineering-from-scratch] 从零手写AI — web1992/github-trending0 reactions
- Jul 20, 2026🔥 GitHub Trending AI 早报 · 2026-07-21 · Top 8 项目 — happydog-intj/ai-xiaohongshu-daily0 reactions
- Jul 20, 2026🔥 GitHub Trending AI 早报 · 2026-07-21 · Top 8 项目 — Mystery406/ai-xiaohongshu-daily0 reactions
- Jul 20, 2026🔥 GitHub Trending AI 晚报 · 2026-07-20 · Top 8 项目 — Mystery406/ai-xiaohongshu-daily0 reactions
- Jul 20, 2026🔥 GitHub Trending AI 晚报 · 2026-07-20 · Top 8 项目 — happydog-intj/ai-xiaohongshu-daily0 reactions
- Jul 20, 2026Github trending [rohitg00/ai-engineering-from-scratch] 500节AI工程课程 — web1992/github-trending0 reactions
- Jul 19, 2026🔥 GitHub Trending AI 早报 · 2026-07-20 · Top 8 项目 — happydog-intj/ai-xiaohongshu-daily0 reactions
- Jul 19, 2026🔥 GitHub Trending AI 早报 · 2026-07-20 · Top 8 项目 — Mystery406/ai-xiaohongshu-daily0 reactions
- Jul 19, 2026🔥 GitHub Trending AI 晚报 · 2026-07-19 · Top 8 项目 — Mystery406/ai-xiaohongshu-daily0 reactions
- Jul 19, 2026🔥 GitHub Trending AI 晚报 · 2026-07-19 · Top 8 项目 — happydog-intj/ai-xiaohongshu-daily0 reactions
- Jul 19, 2026Github trending [rohitg00/ai-engineering-from-scratch] 从零实战AI工程 — web1992/github-trending0 reactions
- Jul 18, 2026🔥 GitHub Trending AI 早报 · 2026-07-19 · Top 7 项目 — happydog-intj/ai-xiaohongshu-daily0 reactions
- Jul 18, 2026🔥 GitHub Trending AI 早报 · 2026-07-19 · Top 7 项目 — Mystery406/ai-xiaohongshu-daily0 reactions
- Jul 18, 2026🔥 GitHub Trending AI 晚报 · 2026-07-18 · Top 7 项目 — Mystery406/ai-xiaohongshu-daily0 reactions
- Jul 18, 2026🔥 GitHub Trending AI 晚报 · 2026-07-18 · Top 7 项目 — happydog-intj/ai-xiaohongshu-daily0 reactions
- Jun 11, 2026Add rohitg00/ai-engineering-from-scratch to Educational Resources — alvinreal/awesome-opensource-ai0 reactions
- May 27, 2026🔥 GitHub Trending AI 早报 · 2026-05-27 · Top 8 项目 — wusongzhi1314/ai-xiaohongshu-daily0 reactions
- May 27, 2026Github trending [rohitg00/ai-engineering-from-scratch] 从零构建 AI 工程 — web1992/github-trending0 reactions
- May 26, 2026🔥 GitHub Trending AI 早报 · 2026-05-27 · Top 8 项目 — wusongzhi1314/ai-xiaohongshu-daily0 reactions
- May 26, 2026Github trending [rohitg00/ai-engineering-from-scratch] 320小时AI工程自学课程 — web1992/github-trending0 reactions
- May 25, 2026Github trending [rohitg00/ai-engineering-from-scratch] 20阶段手写数学构建AI — web1992/github-trending0 reactions
- May 24, 2026Github trending [rohitg00/ai-engineering-from-scratch] 从头构建AI工程课程 — web1992/github-trending0 reactions
On Bluesky · 26
- Sep 25, 2026github.com/rohitg00/ai-... Des cours, des leçons. — @lea-linux.org21 likes and reposts · 1 reply
- May 27, 2026Este repositorio te enseña Ingeniería de IA desde cero. ✓ 435 lecciones ✓ 320 horas de contenido ✓ Python, TypeScript, Rust... ✓ Prompts,… — @midu.dev7 likes and reposts
- Sep 25, 2026🚀 Skyrocketing! 🚀 (200+ new stars) 📦 rohitg00 / ai-engineering-from-scratch ⭐ 55,926 (+310) 🗒 Python Learn it. Build it. Ship it for… — @github-trending.bsky.social3 likes and reposts · 1 reply
- Sep 23, 2026Задолбали поверхностные AI-туториалы? ai-engineering-from-scratch — хардкорный гайд по постройке агентов, LLM и пайплайнов на Python и Rust… — @toolhunt.bsky.social3 likes and reposts
- May 3, 2026ai-engineering-from-scratch From linear algebra to autonomous agent swarms. learn AI with AI, then ship the tools.… — @pythonhub.dev3 likes and reposts
21 more on Bluesky
- Sep 24, 2026今日のGitHubトレンド rohitg00/ai-engineering-from-scratch AIツールを専門的に活用できるエンジニアを育成するためのオープンソース学習カリキュラムです。… — @dailygithubtrends.bsky.social2 likes and reposts
- Sep 9, 2026🚀 Skyrocketing! 🚀 (200+ new stars) 📦 rohitg00 / ai-engineering-from-scratch ⭐ 53,354 (+356) 🗒 Python Learn it. Build it. Ship it for… — @github-trending.bsky.social2 likes and reposts · 1 reply
- Aug 26, 2026今日のGitHubトレンド rohitg00/ai-engineering-from-scratch AIエンジニアリングを基礎から実践的に学ぶためのオープンソースカリキュラムです。… — @dailygithubtrends.bsky.social2 likes and reposts
- Sep 29, 2026💎 Hidden Gem! 💎 (1000+ new stars) 📦 rohitg00 / ai-engineering-from-scratch ⭐ 60,825 (+1,287) 🗒 Python Learn it. Build it. Ship it for… — @github-trending.bsky.social1 likes and repost
- Sep 26, 2026今日のGitHubトレンド rohitg00/ai-engineering-from-scratch AIを専門的に使いこなすためのオープンソースの学習カリキュラムです。… — @dailygithubtrends.bsky.social1 likes and repost
- Aug 28, 2026🎉 Celebrating! 🎉 (500+ new stars) 📦 rohitg00 / ai-engineering-from-scratch ⭐ 50,451 (+703) 🗒 Python Learn it. Build it. Ship it for… — @github-trending.bsky.social1 likes and repost · 1 reply
- Aug 24, 2026🚀 Skyrocketing! 🚀 (200+ new stars) 📦 rohitg00 / ai-engineering-from-scratch ⭐ 48,044 (+330) 🗒 Python Learn it. Build it. Ship it for… — @github-trending.bsky.social1 likes and repost · 1 reply
- Jul 18, 2026🚀 Skyrocketing! 🚀 (200+ new stars) 📦 rohitg00 / ai-engineering-from-scratch ⭐ 38,871 (+232) 🗒 Python Learn it. Build it. Ship it for… — @github-trending.bsky.social1 likes and repost · 1 reply
- Jul 18, 2026今日のGitHubトレンド rohitg00/ai-engineering-from-scratch AIツールを利用するだけでなく、プロとして構築できる能力を養うためのオープンソース学習カリキュラムです。… — @dailygithubtrends.bsky.social1 likes and repost
- Jun 18, 2026github.com/rohitg00/ai-... — @analyticalrohit.bsky.social1 likes and repost · 1 reply
- Jun 3, 2026GitHub: github.com/rohitg00/ai-... — @analyticalrohit.bsky.social1 likes and repost
- May 26, 2026📈 Today's GitHub Trending: 1. https://github.com/Lum1104/Understand-Anything - TypeScript, 4721 stars today 2.… — @ghtrend.newsmast.social.ap.brid.gy1 likes and repost · 1 reply
- May 26, 2026今日のGitHubトレンド rohitg00/ai-engineering-from-scratch AIツールを実務レベルで活用できるよう、基礎から応用までを体系的に学ぶオープンソースのカリキュラムです。… — @dailygithubtrends.bsky.social1 likes and repost
- May 25, 2026AIエンジニアリングの基礎からLLMの実装まで学べる学習ロードマップっぽい ゼロから仕組みを理解したい時に活用できそうで試したい yug1224 starred rohitg00/ai-engineering-from-scratch… — @yug1224.com1 likes and repost
- May 25, 2026📈 Today's GitHub Trending: 1. https://github.com/Lum1104/Understand-Anything - TypeScript, 5625 stars today 2.… — @ghtrend.newsmast.social.ap.brid.gy1 likes and repost · 1 reply
- May 25, 2026💎 Hidden Gem! 💎 (1000+ new stars) 📦 rohitg00 / ai-engineering-from-scratch ⭐ 14,881 (+1,836) 🗒 Python Learn it. Build it. Ship it for… — @github-trending.bsky.social1 likes and repost · 1 reply
- May 24, 2026📈 Today's GitHub Trending: 1. https://github.com/Lum1104/Understand-Anything - TypeScript, 3987 stars today 2.… — @ghtrend.newsmast.social.ap.brid.gy1 likes and repost · 3 replies
- Jul 22, 2026💎 Hidden Gem! 💎 (1000+ new stars) 📦 rohitg00 / ai-engineering-from-scratch ⭐ 41,832 (+1,007) 🗒 Python Learn it. Build it. Ship it for… — @github-trending.bsky.social0 likes and reposts · 1 reply
- Jul 19, 2026📈 Today's GitHub Trending: 1. https://github.com/tirth8205/code-review-graph - Python, 551 stars today 2.… — @ghtrend.newsmast.social.ap.brid.gy0 likes and reposts · 1 reply
- Jun 15, 2026🎉 Celebrating! 🎉 (500+ new stars) 📦 rohitg00 / ai-engineering-from-scratch ⭐ 32,715 (+538) 🗒 Python Learn it. Build it. Ship it for… — @github-trending.bsky.social0 likes and reposts · 1 reply
- May 21, 2026🎉 Celebrating! 🎉 (500+ new stars) 📦 rohitg00 / ai-engineering-from-scratch ⭐ 8,964 (+762) 🗒 Python Learn it. Build it. Ship it for… — @github-trending.bsky.social0 likes and reposts · 2 replies
On YouTube · 20
- May 21, 2026被 AI 焦慮淹沒?ai-engineering-from-scratch 是你的救贖:用 320 小時紮實走完 AI 工程師之路 — GitCovery1.9k views · 1 comment
- May 26, 2026rohitg00/ai-engineering-from-scratch — Math floor. Agents roof. 🟢 Clone #Shorts — ForkCast1.6k views
- May 26, 2026AI Engineering From Scratch — 435 Free Lessons, 20 Phases, Built In Real Code — Prism Labs937 views
- Aug 26, 2026AI Engineering from Scratch: Build & Ship Python AI Projects – Free Curriculum — Next Horizon882 views · 1 comment
- Aug 25, 2026AI Engineering from Scratch — Dann Paker AI637 views
15 more on YouTube
- Aug 9, 2026AI Engineering From Scratch: Free GitHub Course Replaces $1,017 Nanodegree #Shorts — GithubTrends625 views
- Oct 3, 2026Free AI engineering course on GitHub with 500+ lessons 🎓 — Build With Neej614 views · 3 comments
- Sep 25, 2026AI Engineering from Scratch: 523 Lessons Built From the Math Up — CLI Stack583 views
- Oct 5, 2026This GitHub Repo Teaches AI Engineering From Scratch… 523 Lessons! — AI WITH Rithesh339 views · 1 comment
- Sep 27, 2026AI Engineering from Scratch — Dann Paker AI230 views
- May 28, 2026GitHub - rohitg00/ai-engineering-from-scratch: Learn it. Build it. Ship it for others. — GitHub Daily Trend AI Podcast167 views · 1 comment
- May 27, 2026ai-engineering-from-scratch - GitHub Trending Today — GitHub Trending Digest102 views
- May 23, 2026rohitg00/ai-engineering-from-scratch - Gource visualisation — Gourcer89 views
- Sep 25, 2026ai-engineering-from-scratch: trending open-source project — CuriosityExplains57 views
- Sep 27, 2026AI Engineering From Scratch: 523 free lessons on GitHub — Tech in 6045 views
- May 21, 2026Drowning in AI anxiety? ai-engineering-from-scratch is your salvation: a solid 320-hour path to ... — DevCovery28 views
- Sep 28, 2026How to set up ai-engineering-from-scratch (Node.js) — OverClocked15 views · 1 comment
- Oct 6, 2026این GitHub مسیر AI Engineering را عوض میکند — Dawood Emran9 views · 1 comment
- Jun 16, 2026rohitg00/ai-engineering-from-scratch — 100 stars today on GitHub — DevTrends Daily7 views
- Oct 5, 2026【GitHub Trending 第5位】rohitg00/ai-engineering-from-scratch|2026年10月第1週 #Shorts — GitHub Trending1 view
On the web · 3
- Oct 22, 2026AI Engineering from Scratch - Rajesh Beri — beri.net
- May 21, 2026rohitg00/ai-engineeri… - GitHub Daily Trend - Apple 팟캐스트 — google.com
- Mar 18, 2026rohitg00/ai-engineering-from-scratch - GitDiscover — google.com
Other versions1 project uses a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 1
- fancyboi999/ai-engineering-from-scratch-zh★ 1.3ksame name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository34 other files it gives its agents.
- AGENTS.mdAGENTS.md
- blueprint-figureSkill
- build-projectSkill
- check-understandingSkill
- claude-certificationSkill
- course-guideSkill
- course-styleSkill
- find-your-levelSkill
- isometric-explainerSkill
- learn-agent-skillsSkill
- learn-mcpSkill
- learn-reverse-engineeringSkill
- learnSkill
- lesson-screenSkill
- mcpa-certificationSkill
- motion-figureSkill
- start-learningSkill
- write-manualSkill
- blueprint-figureSkill
- build-projectSkill
- check-understandingSkill
- claude-certificationSkill
- course-guideSkill
- course-styleSkill
- find-your-levelSkill
- learn-agent-skillsSkill
- learn-mcpSkill
- learn-reverse-engineeringSkill
- learnSkill
- lesson-screenSkill
- mcpa-certificationSkill
- motion-figureSkill
- start-learningSkill
- write-manualSkill
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

