Foundation
17 classesGet a working setup. The onramps. Local installs, accounts, free tiers, first prompts, the manifesto. The shortest distance from zero to "I built something."
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The DDS Vibe Academy is a free, 99-class curriculum of AI coding classes. No paywalls. No signup.
Transmission
0 of 99 classes read
This stays in this browser. Nothing is transmitted, no account is involved, and no one else can see it. Clearing it below removes it from this device immediately.
Zero lines of code typed by hand. Zero files uploaded manually. Zero human keystrokes in the build pipeline. The architect designed the constraints; the agents did the rest.
You are reading a working Vibe Coding artifact. This section is its deployment receipt — the forensic record of how the page you are on was built. No deck. No slide. The receipts.
Architected by Robert McCullock, Founder & Architect-CEO. Built by AI agents. Zero human keystrokes in the build pipeline.
The DDS Vibe Academy begins. Its first full-length masterclass goes live.
1 classClasses ship on a steady cadence through the autumn. Six masterclasses are live by the end of 2025.
6 classesWeekly building continues: about 18 masterclasses by the end of February, about 33 by the end of April.
~33 classesNine months of steady weekly shipping. The library is now deep enough to need a real platform.
~59 classesThe hub is re-architected: 10 tool lanes and 4 mastery stages, the DDS SEO Magnet System, and a 16-of-16 validation gate. About 38 classes are wired into the new hub at the start; 7 orphaned pages are reconciled back in over the following days. Built on a staging theme, promoted to MAIN. 0 human keystrokes.
10 lanes / 4 stagesThe SVG constellation is retired and replaced by a scalable CSS Atlas grid. Approximately 50 KB and 400 lines of dead SVG deleted, merged into a single curriculum file.
26 corrupted em-dashes and 196 broken box-drawing characters repaired; 6 stale JSON-LD slugs fixed; the archive timeline recomputed. Useful Links rebuilt into 113 cards across 13 filterable categories. 10-of-10 gate.
59 classes / 48 URLsNew masterclasses keep shipping under the repeatable staging, validate, promote loop. About 66 by the end of June, 70 by late July.
66 → 70 classesBoth Gemini masterclass pages rebuilt to 10 JSON-LD schemas each (Course, FAQPage, HowTo, Person, Organization, BreadcrumbList, WebSite, WebPage, ImageObject, SoftwareApplication), speakable boxes, and answer capsules.
Approximately 2,600 lines of hardcoded class data across five surfaces collapsed into one 605-line snippet with 16 render modes. Curriculum, archive, evolution, class-index, and the JSON-LD now all render from one dataset. A new class is one edit, not five. Added Guided Tracks and a Start Here path. Built on staging, render-verified, promoted to MAIN.
70 classes / 59 URLs / 1 snippetEvals, Security, Git, CI/CD, Skill Architect, Design-to-Code, Cursor Full-Repo, GPT-5.6, Opus 5, and the Ollama Local-Only Gate. Each built on staging, render-verified at three viewports, promoted to MAIN. Two classes ship with live interactive components: the Effort Dial comparison tool and the Ollama preflight gate.
70 → 80 classes / 59 → 69 URLsReal-time 3D observability on Shopify. Five instruments that proved the build wrong: filmstrip recorder, SDF brightness sweep, X-ray with fixed renderer.info, source citation audit, and listener-accumulation trap. Six silent failures documented. Built on staging, render-verified at three viewports, promoted to MAIN.
80 → 81 classes / 69 → 70 URLsTen fail-closed checks between an AI draft and a live reply. Gemini-to-Ollama failover, offscreen Chrome on port 9222, and PID locks that survive a crash. Built on staging, promoted to MAIN.
81 → 82 classes / 70 → 71 URLsThe Model Wrote This Class: Gemini 3.7 Flash, Tested On Itself. Full benchmark battery re-measured against Class #70 control, DeepSWE 65.3%, the December 31 price cliff, native audio/video comprehension, and 3 reproducible bugs. Built on staging, promoted to MAIN. 0 billed API calls.
82 → 83 classes / 71 → 72 URLsRebuilding a Live Shopify Store in Claude Cowork. Reconstructed from the project’s own archive — 43 tickets, 41 reports, 354 evidence files — into five interactive modules: an eight-round adjudication trainer, a false-pass hunt, a working brace auditor, an authorship-ratio meter and a ticket forge with a downloadable protocol scaffold. Authored end to end by Claude in one Cowork session. Built on staging, promoted to MAIN.
83 → 84 classes / 72 → 73 URLsFounder & Architect-CEO, Design Delight Studio
“I did not write a line of this. I designed the constraints. The agents did the rest. This is what Vibe Coding looks like in production.”
> theme.push --target=atelier-2-1-1-8-20-25 --role=main 15 files queued ku265s-dh.myshopify.com authenticated via MCP sections/dva-academy-*.liquid 14 PASS templates/page.dds-vibe-academy.json 1 PASS assets/dds-vibe-academy-og-v2.jpg 1 PASS > deploy complete · 0 human keystrokes in build pipeline > methodology: DDS Vibe Coding · 5 pillars · constraint-first
Answer two questions and get a short path through the curriculum, picked from the guided tracks. Change an answer and the path changes with it.
Pick one answer in each row to see your path.
Everything that shipped in the last 30 days, Sep 8, 2026 to Oct 8, 2026: new classes, masterclass updates, and the latest post from the sister blog at /blogs/vibe-code-academy. Free forever.
Daily AI news for vibe coders. October 8, 2026: Anthropic gives startups Claude Team access and credits, Simon Willison ships Decisions API plugin, plus one build to ship today.
Read the postAuthor, validate, install, test and safely package an Antigravity plugin end-to-end, with live schema validation, eight drills, and the plugin workbench.
A six-step AI bug fix loop taught from 75 recorded runs on five small Python repositories, with a replay, ten drills and a practice kit.
The Antigravity plugin marketplace tested on 2.19.1, and what one Science install cost the token budget on 2.17.0, with a plain list of what was not verified.
Claude Sonnet 5.5 against Opus 5.5 and Sonnet 5: a tie on correctness, 42% of the cost per solved bug, 43% faster output, and six announced claims checked.
Every new Opus 5.5 feature and breaking change, written by the model, plus 118 runs measured from outside against locked answers.
A deterministic linter decides what reaches the theme: rules tiered by what a violation costs, controls proven by making them go red.
Publishing claims that survive being checked: receipts attached to figures, reading-age stamps, and eleven checks that could not fail.
A fully automated self-service directory: the payment webhook, the entitlement model, the gates that refuse - and why a check that cannot fail is not a check. Directory built with Claude Fable 5.1.
Start Here, the four ways to browse the classes, a class page and one of its drills.
2026-09-28 · Self-hosted on Shopify · This player makes no third-party requests
99 classes arranged across four stages. A completely free constellation showing the full territory at a glance. Each star is a class. Each ring is a stage. Hover or focus a node to read its title.
Get a working setup. The onramps. Local installs, accounts, free tiers, first prompts, the manifesto. The shortest distance from zero to "I built something."
Build with intention. Masterclasses on each tool — Claude Code, Cursor, Antigravity, Sidekick, Ollama, the OpenAI Image stack, Hydrogen. The patterns that survive contact with production.
Build real projects. Deploy, ship, and operate production systems with AI. Tiered app libraries, the Monthly Haven series, case studies, and end-to-end workflows.
Architect your own stack. The Sovereign AGI Suite case studies (Trilogy 01-03), the desktop apps portfolio, multi-model orchestration. The forensic record of what gets built when you stop renting cognition.
Each track is a curated sequence of existing classes. Follow one end-to-end, or mix classes from multiple tracks.
Go from zero to building production software with AI. The complete Foundation track plus the Claude pipeline to your first deployed page.
Build and optimize a Shopify storefront from Liquid foundations to homepage upgrade, using AI assistants at every step.
Own your stack. Install local models, route between cloud and local, build a RAG pipeline, and master the definitive Ollama playbook.
Graduate from single-tool usage to multi-model, multi-agent architecture. The path to the Sovereign AI Stack.
Test, secure, version and deploy code you did not write by hand, measure a build before it ships, and gate what a model is allowed to publish.
Check what a model announces against what it does: re-run the published figures, grade the answers by execution, and report the misses as plainly as the wins.
99 classes · 115h 45m · 32 you can start cold
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An origin, then seven working principles behind the DDS Vibe Academy. None of them are clever. All of them are earned — most of them the expensive way. They sit underneath every one of the 99 classes on this hub. Read one, leave through any link.
INTERACTIVE - THE ARGUMENT, RUNNING
Every glyph below is a real character read out of this page
Your browser could not start WebGL, so here is the flat blueprint. Everything the interactive version teaches is written out below.
Four components. Drag to orbit, scrub to take it apart, and pick a component to read what it stands for. Every glyph you see is a character of this section's own source code, read out of the page at runtime.
Built with three.js. No build step, no signup. Free, no gate.
In 2025 I set out to build a Shopify store with AI doing the actual work. Not a demo, not a toy — the real storefront a real business would have to run on, with real money moving through it. I kept notes because I kept forgetting what worked: which prompt shape held up under pressure, which model quit halfway through a refactor, which “best practice” turned out to be somebody’s guess wearing a suit.
The notes got long. Then they got useful. Then people started asking for them.
That is the entire origin. Nobody set out to build an academy. One person needed a map, went looking, found that nobody had drawn one, and started drawing. Every class here is a piece of that map — written after the thing shipped, never before.
Start where the map startsA guide written in 2025 is archaeology by 2026. The models changed names and changed hands. Prices fell by an order of magnitude and then restructured entirely. Tools that were the obvious answer in the spring were replaced twice by the fall.
Most publishers handle this by quietly deleting the old page and letting the new one pretend it was always right. This academy keeps both, dated, sitting next to each other. You get the direction of travel, not just today’s snapshot — and you get to see which confident predictions aged badly. Including mine.
Watch the territory moveThe class names lie a little. Nobody finishes a Claude Code masterclass and "knows Claude." What happens is smaller and bigger: you stop renting cognition and start architecting it. You decide what the system should do. The model figures out how.
This is the only useful skill in 2026. It does not have a certificate. It is not measured in tokens. It looks like a person who can read a stack of model release notes, design a workflow, and ship the workflow by Friday.
The uncomfortable half: architects are accountable. When the model is wrong and the code ships anyway, that is not the model’s failure. Nobody is coming to review your work. That job stayed human, and it got harder, because now the output arrives faster than you can read it.
See the 10 lanes evolvingThe class is not about Claude. The class is about you, working with Claude.
The Cursor onramp from October 2025 still ships in this academy alongside the Cursor 3 Masterclass from May 2026. The old class isn't wrong. It's the soil the new one grew from.
Every new version of every tool spawns a new class. The old class stays where it is, dated, in context. You can read them in order and watch the territory move under your feet. That’s the point.
It also keeps the academy honest. A curriculum that only ever shows its current opinion can quietly rewrite its own history. One that keeps the old classes standing has to live with what it said in October.
Walk all 99 classes in the CurriculumIf a workflow only works because someone else's API key works, that workflow is rented. The Sovereign Stack lane exists because at some point the bill comes due, the model gets deprecated, the policy changes, or the inference provider goes down for 14 hours on a Tuesday.
Local first when you can. Hybrid when you can’t. Cloud last and only with a wallet you can close. The aim is not to be cheap. The aim is to be structurally uninterruptable.
This is not ideology, it is arithmetic. Every dependency is a vote you hand to somebody else about whether you work tomorrow. Some of those votes are worth casting. You should just know how many you have cast, and be able to name what happens when each one goes the wrong way.
Filter the archive by "Sovereign Stack"A workflow that depends on someone else's uptime is not a workflow. It is a hope.
Every Mastery-stage class on this hub ends in a forensic record of what got built. Not a roadmap. Not a slide. A live URL with the model's exact word choices, the cost math, the failure modes, and the time it took.
This is the part nobody else publishes. Decks compress the work into a story that flatters the storyteller. The forensic record is the opposite. It shows where the thing broke, how the thing was held together, and what the thing actually does in production. That’s the only honest deliverable.
Which means the failures ship too. The classes here name the prompts that did not work, the runs that burned budget for nothing, and the times the model produced something confident and wrong. A record with no failures in it is not a record. It is marketing with timestamps.
Read the latest forensic recordEvery class on this hub stays free, forever. There is no paywall, no membership, no certificate. The academy exists because the alternative — being the only solo founder in your industry with this material — is lonelier than running it as a one-person publishing house.
If a class helps you ship one thing, you owe nothing. If a class helps you build a business, send a customer to Design Delight Studio at some point. The trade is fair. The class is the trade.
There is no email gate because an email gate would make you the product. There is no certificate because a certificate would be a lie about what happened here — nobody accredited this. You either shipped something afterward or you didn’t, and you already know which.
Visit Design Delight StudioIf you can't show the receipts, you didn't ship. You presented.
You're reading a working Vibe Coding artifact right now. Scroll up. The Build Manifest section between the hero and the tab navigation is a deployment receipt. It names every AI agent that touched this page, what each one did, and how many lines of code the human wrote: zero.
As of July 2026 the split runs like this. Claude Opus authors the Liquid sections. Google Antigravity runs the build agents that write and deploy through the Shopify Admin API. Gemini generates the artwork. Claude Cowork drives the pipeline, writes the gate stack every agent has to clear, and verifies the result against the live theme. The architect sets the constraints and signs off. Hand-written lines of code: still zero.
The step worth stealing is the last one. On July 25, 2026 this academy went from 70 classes to 78 in a single day — seven built by agents, one built end to end by Cowork. Every page was then checked against the live theme instead of against the agent’s own summary of its work. That check caught four unsupported claims in a research brief, two diagrams whose shapes silently overlapped, a page shipped with empty SEO fields, and a banner with garbled code baked into the image. The agents were good. The verification is why the pages are correct.
Trusting an agent’s self-report is the single most expensive habit in this line of work. An agent that says “all checks passed” is reporting on the run it thinks it did. Go look at the thing itself.
This is Principle 04 applied to itself. The page you're reading is the forensic record of how the page you're reading was built. No deck. No slide. The receipts.
Because this page is hosted on Shopify, the server logs basic visitor counts. The store it sits in also has connected pixels (Google & YouTube, Klaviyo, Pinterest and Printful, as listed in its settings on 2026-10-04) that receive events from its pages; the class pages built on the academy's own layout load none of them. We publish the work; you read it.
Transparency also means saying what is not known. Where a number could not be traced to a primary source, the class says Not verified and names what to check. That label appears on these pages more than once. Leaving it in is the point — a curriculum that never admits uncertainty is not being careful, it is being quiet about the gaps.
The activity feed. Everything shipped in the last 30 days, date-stamped.
Full MapAll 99 classes on the curriculum grid. Four stages from Foundation to Mastery.
Growth StoryTen tool lanes from Q4 2025 to today. See how each tool got covered.
SearchFilter by stage, lane, era. Find the exact class you want.
Daily RhythmSister blog at /blogs/vibe-code-academy. Monday-to-Friday cadence.
Toolbox113 verified primary sources across 13 categories. Every IDE, every API.
The questions that arrive in DMs and inbox replies. Answered directly. No marketing copy.
99 full-length masterclasses across 4 stages and 10 tool lanes. Free — no signup, no email, no paywall, no certificate. Updated weekly.
Use the Start Here path: the Foundation sequence, classes 1 to 5. Then pick a Guided Track: Zero to Shipped, Ship a Shopify Store with AI, Go Sovereign: Run It All Local, Become the Orchestrator, Ship It Safely, or Measure the Models. Each track is an ordered sequence of existing classes.
By AI agents under human-designed constraints — architected by Robert McCullock with zero hand-written code; built and deployed by Google Antigravity through the Shopify API; audited by Claude Cowork. The Build Manifest section is the live receipt.
Claude (Opus 4.1, Opus 4.5, Opus 4.6, Opus 4.7, Opus 4.8, Fable 5, Opus 5, Fable 5.1, Opus 5.5, Sonnet 5.5) and Gemini (3.7 Flash, 3.8 Flash High; corrections by Claude Sonnet 5.5).
The whole stack: Claude Code, Google Antigravity, Gemini, Cursor, Sidekick, Ollama and local models, OpenAI, Hydrogen, plus multi-agent Frontier case studies.
New masterclasses weekly, Monday through Friday cadence. The sister blog at /blogs/vibe-code-academy posts daily.
Yes. Every class, every masterclass, every case study, every blog post stays free forever. No paywall, no membership tier, no certificate purchase, no upsell. The academy exists as a publishing house. The classes are the publishing.
No. Zero purchase required. The classes don't reference DDS products, the URLs aren't gated by any cookie or login. Read whatever you want, whenever you want.
The Foundation stage assumes you can install a desktop app and follow command-line steps. Development stage assumes you've completed at least one Foundation onramp. Application stage assumes you're shipping things, not just experimenting. Mastery stage is for solo founders and senior engineers running their own AI infrastructure.
Time-series learning. Each class is dated and stays in its era. The Cursor 2.0 onramp from October 2025 stays alongside the Cursor 3 Masterclass from May 2026. You can read them in chronological order to see how the field moved.
Founder of Design Delight Studio in Boston. Solo founder. Architect-CEO. Builds the DDS Sovereign AGI Suite and writes this academy as the publishing arm of that work.
No. The academy is published as web pages on ddsboston.com. No Udemy, no Teachable, no YouTube channel. Live-text on the open web with permanent URLs you can bookmark, share, and reference.
Yes. Share the URLs freely. The classes are written for solo founders and small teams. There is no rights-managed content, no DRM, no per-seat licensing.
Email Robert@ddsboston.com with a short description and the canonical URL. The Useful Links tab is curated based on tools that actually appear in shipped classes, so a tool gets covered when it earns its way into a class.
Most do. The Shopify-specific classes (Liquid Foundations, Hydrogen Storefront, SEO Magnet System) require a Shopify store. Every other class — Claude Code, Cursor, Antigravity, Ollama, the case studies — is platform-agnostic.
A masterclass teaches a tool. A case study documents a system that was built using multiple tools. Masterclasses live in the Development stage. Case studies live in the Mastery stage and are forensic records of shipped infrastructure.
oklch() is the perceptually uniform color space that became baseline browser support in 2024. The DDS palette is designed in oklch for predictable color-mix() interpolation across tints and shades. Every browser shipping in May 2026 supports it natively.
The academy lives on ddsboston.com. If the storefront goes inactive, the academy URLs would too. The classes are also archived on Internet Archive at archive.org for permanent reference. Sovereign Stack principles apply to the publisher too.
Email Robert@ddsboston.com with the project scope. Active engagements are limited. The academy is the public output. Private work happens on a case-by-case basis when there's mutual fit.
The classes are free, with no paywall and no signup. This hub sits inside the Design Delight Studio store, and the store's connected pixels (Google & YouTube, Klaviyo, Pinterest and Printful, as listed in its settings on 2026-10-04) receive events from its pages, this one included. Class pages built on the academy's own layout load none of them, and the interactive drills keep your answers in your browser.
Try different keywords or clear the search to see all 20 questions.
The DDS Vibe Academy is a free, 99-class AI coding curriculum covering Claude Code, Google Antigravity, Gemini, Cursor, Ollama, and more. The class pages were written with Claude (Opus 4.1, Opus 4.5, Opus 4.6, Opus 4.7, Opus 4.8, Fable 5, Opus 5, Fable 5.1, Opus 5.5, Sonnet 5.5) and Gemini (3.7 Flash, 3.8 Flash High; corrections by Claude Sonnet 5.5). No paywall, no signup, no certificate. Updated weekly.
The DDS Vibe Academy is a free AI coding curriculum published by Robert McCullock, founder of Design Delight Studio in Boston, Massachusetts. It maps the full territory of vibe coding from first prompt to sovereign multi-agent stack.
99 classes across 10 tool lanes and 4 curriculum stages, with 6 Guided Tracks: Zero to Shipped, Ship a Shopify Store with AI, Go Sovereign: Run It All Local, Become the Orchestrator, Ship It Safely, and Measure the Models. Every class is a full-length masterclass, not a tutorial clip. Every primary source is linked. Every tool is named. No affiliate links. No marketing pages.
The academy hub page itself was built entirely by AI agents using paid production tooling. The class pages were written with Claude (Opus 4.1, Opus 4.5, Opus 4.6, Opus 4.7, Opus 4.8, Fable 5, Opus 5, Fable 5.1, Opus 5.5, Sonnet 5.5) and Gemini (3.7 Flash, 3.8 Flash High; corrections by Claude Sonnet 5.5). Claude Cowork ran autonomous browser audits. Zero lines of human-written code. Zero files uploaded manually.
“An AI-coding school that was built by AI — and shows you the receipts.”
From 38 classes on day one to 99 today. Approximately 2,600 lines of hardcoded data collapsed to one canonical snippet. Zero human keystrokes in the build pipeline. The Build Manifest section names every model, every tool, every deploy cycle, and the exact count at each step. Students do not read about AI building software — they are standing inside the build log.
From first prompt to sovereign stack. Explore the full curriculum →
0 lines of human-written code · 0 human keystrokes · 0 manual uploads
Robert is a Boston-based AI systems architect and the solo founder of Design Delight Studio, a sustainable streetwear brand. He built the DDS Vibe Academy as a free publishing arm of his work rebuilding business infrastructure with AI agents. He architects multi-agent AI systems and publishes forensic records of what gets built.
Robert's production stack spans Claude Code, Google Antigravity, Gemini, Cursor, Ollama, and the Shopify MCP protocol. The Academy documents his actual build process, not theoretical workflows. Every class is a record of real production decisions.
The DDS Vibe Academy is a free, 99-class curriculum on AI coding published by Robert McCullock, founder and Architect-CEO of Design Delight Studio in Boston. Every class is a full-length masterclass, not a tutorial clip. The Academy is itself an AI-built artifact: architected by a human who wrote zero lines of code, and built, audited, and rebuilt entirely by AI agents. No paywall, no signup, no certificate. Updated weekly.
The DDS Vibe Academy is a free, 99-class curriculum on AI coding published by Robert McCullock, founder and Architect-CEO of Design Delight Studio in Boston, Massachusetts. The academy covers Claude Code, Google Antigravity, Gemini 3.5/3.6 Flash + Omni, Cursor, Shopify Sidekick, OpenAI, Ollama, Hydrogen 2026, and multi-agent Frontier case studies across four curriculum stages: Foundation, Development, Application, and Mastery. Six Guided Tracks — Zero to Shipped, Ship a Shopify Store with AI, Go Sovereign: Run It All Local, Become the Orchestrator, Ship It Safely, and Measure the Models — provide ordered learning paths.
The academy hub itself was built entirely by AI agents using paid production tooling — and Claude Cowork ran autonomous browser audits. The class pages were written with Claude (Opus 4.1, Opus 4.5, Opus 4.6, Opus 4.7, Opus 4.8, Fable 5, Opus 5, Fable 5.1, Opus 5.5, Sonnet 5.5) and Gemini (3.7 Flash, 3.8 Flash High; corrections by Claude Sonnet 5.5). Zero lines of human-written code. Every class is free forever. Built in the spirit of the first internet. No paywall, no signup, no certificate.
> status: all systems operational
> price: $0 — always
> paywall: none
> signup: not required
Free, ad-free, 99-class AI coding curriculum published from Boston by Robert McCullock, solo founder of Design Delight Studio. Updates weekly. No paywall, no signup, no certificate. Built in the spirit of the first internet.
INTERACTIVE - DECONSTRUCTED BLUEPRINT
Your browser could not start WebGL, so here is the flat blueprint. Everything the interactive version teaches is written out below.
Four components. Drag to orbit, scrub to take it apart, and pick a component to read what it stands for. Every glyph you see is a character of this section's own source code, read out of the page at runtime.
Built with three.js. No build step, no signup. Free, no gate.
The complete Academy class index. Each link below is a direct path to a free, full-length class. Grouped by stage. One click to any of the 88 class pages.
Total · 88 class pages · Back to the classes
Free, ad-free, 99-class AI coding curriculum published from Boston by Robert McCullock, solo founder of Design Delight Studio. Updates Monday-Friday. No paywall, no signup, no certificate.
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Updates Monday–Friday