Foundation
16 classesGet a working setup. The onramps. Local installs, accounts, free tiers, first prompts, the manifesto. The shortest distance from zero to "I built something."
The DDS Vibe Academy is a free, 84-class curriculum of AI coding classes. No paywalls. No third-party trackers. We do not monetize your data.
Transmission 2026-08-23 / 23:57 UTC0 of 74 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
The DDS Vibe Academy ships new material continuously. Below: the last weeks of new classes, masterclass updates, and the latest post from the sister blog at /blogs/vibe-code-academy. Free forever. Unmonetized.
Daily AI news for vibe coders. August 21, 2026: Claude's Files API and Agent Skills hit GA, MCP tops 400M downloads, plus one build to ship today.
Read the postA live Shopify store diagnosed, rebuilt and promoted across 43 tickets in four days. The operator typed 1,032 words and wrote no code. Five interactive modules built from the real ticket archive.
Gemini 3.7 Flash researched, benchmarked and coded its own masterclass. Every figure re-measured against class 70's published control. DeepSWE 49.0 to 65.3, and an introductory price that expires December 31.
Ten 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.
Five instruments that proved a real-time 3D build wrong before it shipped. A filmstrip recorder, an SDF atlas, a lying renderer.info, a listener leak, and six failures that returned success. Measured on an RTX 3060.
Wire an app so it dies without your GPU. Scope OLLAMA_ORIGINS instead of the wildcard. Tell four identical failures apart. Ends with a live readiness gate nobody can fake.
Five effort levels, one prompt, measured. What max effort actually buys you and the tasks where it buys nothing.
Three tiers, one context window. Route Sol, Terra and Luna by depth and cache the codebase at 90% off reads.
Point Cursor at a real codebase with a hundred files: indexing, rules files, blast-radius control, review at scale.
Turn a mockup, screenshot or design system into maintainable production code — with accessibility carried through.
Author skills, orchestrate subagents, wire MCP tools — the Antigravity lane capstone.
The ship gate: Actions, branch protection, staged rollout, secrets, and rollback for code you did not hand-write.
Version control as the safety net for agent-written code: clean history and a known-good commit to return to.
A walkthrough of the curriculum, the lanes, and what it means to become the architect.
2026-06-11 · Hosted on VEED · No third-party trackers
85 classes arranged across four stages. A completely free, un-monetized 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.
Begin with the Foundation track: 5 classes that take you from zero to building real software with AI. No prior experience required.
After Foundation, pick a Guided Track below — or explore any class that interests you.
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.
Choose what you already use and how deep you want to go. The list below is every class that applies, with the time it takes.
No class matches that combination. Clear a filter to widen it.
Filter and explore the full Vibe Academy roadmap across all four stages and ten lanes.
Vibe coding is building real software by describing what you want to an AI in plain language, then directing and verifying what it builds.
The architect's guide to choosing and installing your first AI coding environment in 2026.
Prompts are not wishes.
AI code causes 1 in 5 breaches.
The capstone of the DDS Vibe Academy Foundation track.
Your first launch on the agent-first IDE.
The philosophical foundation of the Academy — what we build, why, and for whom.
Foundation · 8The definitive free Claude Code masterclass.
Setup, free tier, the 1M context window, multi-modal patterns for product description workflows.
The complete masterclass on Cursor 3.x (May 2026) — the agent-first AI IDE.
The definitive free guide to Ollama for Windows.
Master OpenAI gpt-image-2 for Shopify product photos, packaging, ads, lookbooks, infographics, and brand assets.
FREE comprehensive masterclass teaching you how to build your entire Shopify store using Sidekick AI.
A complete Shopify Hydrogen 2026.4 masterclass for AI-first developers.
50+ complete prompts that create working AI-powered tools for Shopify store management. Copy, paste into Gemini or Claude, and get a working app.
Foundation · 57Free Vibe Code masterclass — Shopify Renaissance Edition. The Claude 4.5 era starter.
The definitive free Claude Code masterclass.
The production half of the Claude Code masterclass.
Master Gemini 3.1 Pro Preview with real prompting examples, pro tips, and free tools.
The definitive $100K-grade Google Antigravity masterclass.
The definitive April 2026 Google Antigravity masterclass.
The complete masterclass on Cursor 3.x (May 2026) — the agent-first AI IDE.
FREE comprehensive masterclass teaching you how to build your entire Shopify store using Sidekick AI.
The definitive free guide to Ollama for Windows.
Master Google Antigravity 2.0, the agent-first dev platform launched May 2026.
Master OpenAI gpt-image-2 for Shopify product photos, packaging, ads, lookbooks, infographics, and brand assets.
The complete masterclass on OpenAI ChatGPT Images 2.0 (gpt-image-2) released April 21, 2026.
A complete Shopify Hydrogen 2026.4 masterclass for AI-first developers.
Golden datasets, LLM-as-judge, Promptfoo and DeepEval, and CI gates that block a merge when quality regresses.
Threat-model the code you did not write: secrets, injection, dependency risk, and the scans that catch it before release.
Version control as the safety net for agent-written code: clean history, reviewable slices, and getting back to a known-good commit.
The ship gate: GitHub Actions, branch protection, staged rollout, secrets management, and rollback for code you did not hand-write.
A Mastery-level build class for fully local retrieval-augmented generation.
Complete masterclass for the current Claude product family.
The Best YouTube Automation Desktop App — V1.1.1 · 19 Outputs, Zero Subscriptions
Application · 3024 source files.
An 18-round AI-driven playbook for upgrading a Shopify Online Store 2.0 theme end-to-end.
The $15.5M Neural Operating System built in 52 hours — multi-agent AI architecture case study.
Application · 33v10.0 SINGULARITY — autonomous digital office technical whiteboard, $1M+ build.
Monthly Haven series — every new AI model, tool, and MCP release from April 2026.
Application · 35Decoded build map of every Gemini model, every surface, every automation pattern from Google I/O 2026.
v6.0 — LEVEL 4 AUTONOMOUS CREATIVE AGENT
Sovereign Orchestrator Pro — multi-model routing case study. The FinOps observability pattern.
Multi-model AI image generation routing across GPT Image 2, Imagen 4, Midjourney, and Nano Banana Pro.
Multi-model AI video routing — the AGI-CORE-Pro pattern. Veo 3.1, Runway, Pika, Sora, and the orchestration ladder.
Application · 55Monthly Haven series — every new AI model, tool, and MCP release that landed in March 2026.
Application · 56Monthly Haven series — every new AI model and tool for vibe coding that landed in February 2026.
Application · 58The 2025 journey — building an entire Shopify storefront with Claude AI as the architectural collaborator.
Application · 5936 paste-ready Google AI Studio apps for Shopify, tiered Basic, Advanced, Master.
Application · 61The post-I/O 2026 guide to Google's Antigravity IDE — the Editor and Agent Manager surfaces, dual-wielded with the standalone Antigravity 2.0 app; Shopify-framed with a general-developer track.
50 copy-paste prompts and the full Spring '26 Sidekick capability map — build products, content, apps, analytics, and theme edits by talking to your store.
A head-to-head — Google Gemini Spark vs Claude Cowork for running a content channel: where each wins, where each breaks, and how to run both.
Application · 68How a browser RPG that didn't compile — and shipped its own API key — became a tested, published AAA game. The 2026 stack, the method, and the receipts.
Application · 69Any-input-to-video and conversational editing — turn text, images, or audio into video, then refine it with natural-language edits.
Turn a mockup, screenshot or design system into maintainable production code, with accessibility and tokens carried through.
Application · 77Point Cursor at a real codebase: indexing, rules files, multi-file agent edits, blast-radius control, and review at scale.
Application · 78Route Sol, Terra and Luna by depth, cache the codebase at 90% off reads, and run parallel subagents without losing the plot.
Application · 80Wire an app so it dies without your GPU. Scope OLLAMA_ORIGINS instead of the wildcard. Tell four identical failures apart. Ends with a live readiness gate nobody can fake.
A Mastery-level build class for the Model Context Protocol.
This is the core class — the system used to code every other page in the Academy, documented in full and demonstrated on itself.
Mastery · 40Trilogy 01 — the original Sovereign AGI Suite case study. V5.0 hybrid pattern.
Trilogy 02 — autonomous creative agency. 75+ Background Scene presets, Imagen 4 + Veo 3.1 routing.
24 source files.
Forensic case study showcase of the DDS Vibe Academy commercial desktop applications.
Mastery · 44Master Gemini 3.1 Pro Preview with real prompting examples, pro tips, and free tools.
Robert McCullock is a Boston-based AI systems architect and full-stack engineer.
Run Claude Opus 4.7, Gemini 3 Pro, OpenAI Codex, and local Ollama models in Google Antigravity using your existing subscriptions.
Robert McCullock is a Boston-based AI systems architect and full-stack engineer.
Mastery · 48A vibe coder's guide to Spark, Antigravity, and the 4x frontier model.
A vibe coder's guide to effort control, Dynamic Workflows, and the most honest Claude that's shipped yet.
Claude Cowork masterclass: what it is after GA, how its two-environment architecture works, the tool-priority ladder, scheduled tasks, plugins, and 20 paste-ready prompts.
Cut your LLM bill 60-95% with batch routing, prompt caching, model tiering, and the FinOps observability blueprint.
Mastery · 60A vibe coder's guide to Anthropic's first public Mythos-class model — effort control, 18 paste-ready prompts, long-horizon Claude Code agent patterns, and the Opus 4.8 fallback.
Build a scheduled AI agent that drives VEED.ai to ship a daily branded YouTube Short — Gemini hook card, ffmpeg compositing, and YouTube Data API scheduling.
Mastery · 63A Mastery-level teardown of a solo-built, 173-file, 38k-LOC autonomous marketing engine — the orchestration model, multi-agent War Room, quality-gate stack, and the honest trade-offs.
What one operator actually runs on Claude Cowork — standing automation systems, four-brain orchestration over Claude Code, Antigravity, and a local model, the build manifest, and the safety disciplines.
Every install path across macOS, Windows, Linux, Docker and Cloud, a job-organized model catalog with official pull commands, the API and Modelfile, editor integrations, and paste-ready task playbooks.
The agentic vibe coder's speed engine — sub-400ms latency, 220 tokens/sec streaming, thinkingLevel API control, and 25 paste-ready prompts for Antigravity and AI Studio.
Author skills, orchestrate subagents, and wire MCP tools so an agent fleet builds production work under your gates.
Mastery · 79Five effort levels, one prompt, measured. What max effort actually buys you - and the tasks where it buys nothing.
Five instruments that proved a real-time 3D build wrong on Shopify before shipping. Filmstrip recorder, SDF atlas, broken renderer.info, listener leak, six silent failures. Measured on an RTX 3060.
Ten 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.
Mastery · 83Gemini 3.7 Flash researched, benchmarked and coded its own masterclass. Every figure re-measured against class 70's published control. DeepSWE 49.0 to 65.3, and an introductory price that expires December 31.
A live Shopify store diagnosed, rebuilt, tested and promoted across 43 tickets in four days. The operator typed 1,032 words and wrote no code. Five interactive modules built from the real archive.
Mastery · 85The same programme returned 1 of 10 tickets from one flat session and 8 of 8 from a manager with nine specialists. Work orders, gates, and the 42 findings they caught.
DDS doesn't replace older classes. We add. Below: ten horizontal lanes showing how each tool, platform, and class group has grown without a single paywall or third-party tracker. Scroll right within a lane to walk from the earliest entry to the most recent.
Anthropic's terminal-native coding agent and the Claude model family.
The definitive free Claude Code masterclass.
The definitive free Claude Code masterclass.
The production half of the Claude Code masterclass.
Complete masterclass for the current Claude product family.
A Mastery-level build class for the Model Context Protocol.
A vibe coder's guide to effort control, Dynamic Workflows, and the most honest Claude that's shipped yet.
Claude Cowork masterclass: what it is after GA, how its two-environment architecture works, the tool-priority ladder,...
Free Vibe Code masterclass — Shopify Renaissance Edition. The Claude 4.5 era starter.
A vibe coder's guide to Anthropic's first public Mythos-class model — effort control, 18 paste-ready prompts, long-ho...
Five effort levels, one prompt, measured. What max effort actually buys you - and the tasks where it buys nothing.
A live Shopify store diagnosed, rebuilt, tested and promoted across 43 tickets in four days. The operator typed 1,032...
Google's AI models — from CLI foundations to Flash speed engines.
Setup, free tier, the 1M context window, multi-modal patterns for product description workflows.
Master Gemini 3.1 Pro Preview with real prompting examples, pro tips, and free tools.
Decoded build map of every Gemini model, every surface, every automation pattern from Google I/O 2026.
Master Gemini 3.1 Pro Preview with real prompting examples, pro tips, and free tools.
A vibe coder's guide to Spark, Antigravity, and the 4x frontier model.
36 paste-ready Google AI Studio apps for Shopify, tiered Basic, Advanced, Master.
Any-input-to-video and conversational editing — turn text, images, or audio into video, then refine it with natural-l...
The agentic vibe coder's speed engine — sub-400ms latency, 220 tokens/sec streaming, thinkingLevel API control, and 2...
Gemini 3.7 Flash researched, benchmarked and coded its own masterclass. Every figure re-measured against class 70's p...
Google's agent-first IDE for vibe coders.
Your first launch on the agent-first IDE.
The definitive $100K-grade Google Antigravity masterclass.
The definitive April 2026 Google Antigravity masterclass.
Master Google Antigravity 2.0, the agent-first dev platform launched May 2026.
The post-I/O 2026 guide to Google's Antigravity IDE — the Editor and Agent Manager surfaces, dual-wielded with the st...
Author skills, orchestrate subagents, and wire MCP tools so an agent fleet builds production work under your gates.
The AI-first IDE from Anysphere — background agents and Composer.
The complete masterclass on Cursor 3.x (May 2026) — the agent-first AI IDE.
The complete masterclass on Cursor 3.x (May 2026) — the agent-first AI IDE.
Point Cursor at a real codebase: indexing, rules files, multi-file agent edits, blast-radius control, and review at s...
Shopify's native AI store assistant.
FREE comprehensive masterclass teaching you how to build your entire Shopify store using Sidekick AI.
FREE comprehensive masterclass teaching you how to build your entire Shopify store using Sidekick AI.
50+ complete prompts that create working AI-powered tools for Shopify store management. Copy, paste into Gemini or Cl...
50 copy-paste prompts and the full Spring '26 Sidekick capability map — build products, content, apps, analytics, and...
Run models locally. Full sovereignty over your inference stack.
The definitive free guide to Ollama for Windows.
The definitive free guide to Ollama for Windows.
Every install path across macOS, Windows, Linux, Docker and Cloud, a job-organized model catalog with official pull c...
Wire an app so it dies without your GPU. Scope OLLAMA_ORIGINS instead of the wildcard. Tell four identical failures a...
OpenAI's GPT models and image generation pipeline.
Master OpenAI gpt-image-2 for Shopify product photos, packaging, ads, lookbooks, infographics, and brand assets.
Master OpenAI gpt-image-2 for Shopify product photos, packaging, ads, lookbooks, infographics, and brand assets.
The complete masterclass on OpenAI ChatGPT Images 2.0 (gpt-image-2) released April 21, 2026.
Route Sol, Terra and Luna by depth, cache the codebase at 90% off reads, and run parallel subagents without losing th...
Shopify storefronts — Liquid foundations through Hydrogen headless.
A complete Shopify Hydrogen 2026.4 masterclass for AI-first developers.
A complete Shopify Hydrogen 2026.4 masterclass for AI-first developers.
An 18-round AI-driven playbook for upgrading a Shopify Online Store 2.0 theme end-to-end.
Turn a mockup, screenshot or design system into maintainable production code, with accessibility and tokens carried t...
Multi-agent systems and autonomous architectures.
A Mastery-level build class for fully local retrieval-augmented generation.
24 source files.
v10.0 SINGULARITY — autonomous digital office technical whiteboard, $1M+ build.
v6.0 — LEVEL 4 AUTONOMOUS CREATIVE AGENT
Sovereign Orchestrator Pro — multi-model routing case study. The FinOps observability pattern.
This is the core class — the system used to code every other page in the Academy, documented in full and demonstrated...
Trilogy 01 — the original Sovereign AGI Suite case study. V5.0 hybrid pattern.
Trilogy 02 — autonomous creative agency. 75+ Background Scene presets, Imagen 4 + Veo 3.1 routing.
24 source files.
Forensic case study showcase of the DDS Vibe Academy commercial desktop applications.
Robert McCullock is a Boston-based AI systems architect and full-stack engineer.
Run Claude Opus 4.7, Gemini 3 Pro, OpenAI Codex, and local Ollama models in Google Antigravity using your existing su...
Cut your LLM bill 60-95% with batch routing, prompt caching, model tiering, and the FinOps observability blueprint.
Multi-model AI image generation routing across GPT Image 2, Imagen 4, Midjourney, and Nano Banana Pro.
Multi-model AI video routing — the AGI-CORE-Pro pattern. Veo 3.1, Runway, Pika, Sora, and the orchestration ladder.
The 2025 journey — building an entire Shopify storefront with Claude AI as the architectural collaborator.
Build a scheduled AI agent that drives VEED.ai to ship a daily branded YouTube Short — Gemini hook card, ffmpeg compo...
A Mastery-level teardown of a solo-built, 173-file, 38k-LOC autonomous marketing engine — the orchestration model, mu...
A head-to-head — Google Gemini Spark vs Claude Cowork for running a content channel: where each wins, where each brea...
What one operator actually runs on Claude Cowork — standing automation systems, four-brain orchestration over Claude ...
How a browser RPG that didn't compile — and shipped its own API key — became a tested, published AAA game. The 2026 s...
Golden datasets, LLM-as-judge, Promptfoo and DeepEval, and CI gates that block a merge when quality regresses.
Threat-model the code you did not write: secrets, injection, dependency risk, and the scans that catch it before rele...
Version control as the safety net for agent-written code: clean history, reviewable slices, and getting back to a kno...
The ship gate: GitHub Actions, branch protection, staged rollout, secrets management, and rollback for code you did n...
Five instruments that proved a real-time 3D build wrong on Shopify before shipping. Filmstrip recorder, SDF atlas, br...
Ten fail-closed checks between an AI draft and a live reply. Gemini-to-Ollama failover, offscreen Chrome on port 9222...
The same programme returned 1 of 10 tickets from one flat session and 8 of 8 from a manager with nine specialists. Wo...
The Academy's own meta-curriculum — philosophy and monthly drops.
Vibe coding is building real software by describing what you want to an AI in plain language, then directing and veri...
The architect's guide to choosing and installing your first AI coding environment in 2026.
Prompts are not wishes.
AI code causes 1 in 5 breaches.
The capstone of the DDS Vibe Academy Foundation track.
The philosophical foundation of the Academy — what we build, why, and for whom.
The Best YouTube Automation Desktop App — V1.1.1 · 19 Outputs, Zero Subscriptions
The $15.5M Neural Operating System built in 52 hours — multi-agent AI architecture case study.
Monthly Haven series — every new AI model, tool, and MCP release from April 2026.
Robert McCullock is a Boston-based AI systems architect and full-stack engineer.
Monthly Haven series — every new AI model, tool, and MCP release that landed in March 2026.
Monthly Haven series — every new AI model and tool for vibe coding that landed in February 2026.
Every class, searchable and filterable. Combine stage, lane, and era filters to find exactly what you need. Zero paywalls. Zero third-party trackers.
Try removing a filter chip or clearing the search.
The sister blog at /blogs/vibe-code-academy posts Monday through Friday. Below: every recent post grouped by week so you can see the rhythm. The current week sits at the top. Zero paywalls. Zero tracking.
Every IDE, API, model platform, MCP server, image generator, and download referenced across the curriculum. All canonical primary sources. No affiliate links. No marketing pages. Zero third-party trackers.
Anthropic's agentic CLI coding tool. MCP server integration, sub-agents, hooks, slash commands.
Google's agentic IDE. Native Gemini integration, parallel agents, free tier.
VS Code fork with composer mode, multi-model routing, .cursor/rules.
Microsoft's IDE assistant. Workspace mode, agents, Claude/GPT model picker.
High-performance Rust-based editor. Multi-agent panels, Claude-native.
Codeium's agentic IDE. Cascade flows, multi-file context.
Open-source terminal AI pair-programming. BYOK across all major models.
Open-source VS Code + JetBrains extension. BYOK, local model support.
Native to IntelliJ, WebStorm, PyCharm. Claude Code integration available.
Microsoft's free editor. Base layer for Continue, Cursor, Claude Code VS Code.
Official Claude Code CLI docs — sub-agents, hooks, slash commands, MCP.
Subagents, worktrees, model routing — agent-first IDE workflows.
Claude Opus, Sonnet, Haiku. Direct API, batch endpoint, prompt caching.
GPT-5.5, GPT-5, o-series. Function calling, structured outputs, batch.
Gemini 3.1 Pro, Flash, Nano. 1M context, generous free tier.
Enterprise Gemini routing. Multi-region, batch, Imagen + Veo.
Multi-model API. Claude, Llama, Mistral on AWS infrastructure.
Microsoft-hosted OpenAI models. Enterprise SLAs, regional control.
Unified API across 100+ models. Single key, automatic routing, free tier.
LPU inference. Lightning-fast Llama, Mixtral. Generous free tier.
Open-source model hosting. Llama, Mixtral, DeepSeek at cheap rates.
Production-grade open model inference. Custom fine-tunes, function calling.
Canonical Claude API + SDK + models docs (replaces docs.claude.com).
Frontier model release notes — effort control + dynamic workflows.
API and subscription pricing for Claude products.
Gemini API reference, models, quickstarts.
Anthropic's chat interface. Projects, Artifacts, Skills, MCP connectors.
OpenAI's chat interface. Custom GPTs, image generation, canvas.
Google's chat interface. Deep Research, Audio Overviews, Imagen.
Free Gemini playground. Prompt testing, API key management.
AI-native search. Real-time citations, Spaces, Comet browser.
xAI's chat interface. Real-time X data, image generation.
Open-source model hub. Spaces, Datasets, Inference Endpoints.
DeepSeek V4 chat. Open-weight 1M context, reasoning mode.
Build and deploy AI Studio apps — the One-Prompt App Library surface.
Local LLM runtime. macOS, Windows, Linux. Cloud tier free.
Desktop GUI for local models. Model discovery, chat UI, server mode.
C++ inference engine. The underlying tech for most local runtimes.
High-throughput inference server. Production-grade local hosting.
Self-hostable ChatGPT-like UI for Ollama. RAG, plugins, multi-user.
Privacy-focused local chatbot. Easy installer, document Q&A.
Open-source desktop chat app. Local-first, multi-model support.
Polished local LLM client. Split chat, knowledge stacks, RAG.
Open-source vector database — runs locally, Rust-native.
Embedded vector database for local RAG pipelines.
Data framework for LLM apps — local RAG, agents, evaluators.
Orchestration framework — chains, agents, memory.
Managed cloud vector DB — the non-sovereign counter-example.
Facebook's similarity-search library, foundational for local RAG.
The open standard. Spec, SDKs, registry of servers.
Official server reference implementations. Filesystem, GitHub, Slack, more.
Community-curated MCP server discovery. Search, ratings, install guides.
MCP server registry with usage analytics and ratings.
MCP server installer. One-command setup across all clients.
Official Shopify MCP server. Query products, collections, orders.
Community curated list of MCP servers and clients.
Anthropic's desktop Claude with file, shell, and MCP tools.
Official MCP organization — TypeScript SDK, Python SDK, spec.
Premium aesthetic image generation. v7 web interface, style references.
Google's flagship image model. Imagen 4 Ultra, prompt understanding.
OpenAI's native image model. Text rendering, editing, accurate prompt follow.
Gemini Flash Image API. Multi-turn edits, character consistency, text rendering.
Stable Diffusion 3.5. Open-weight option for self-hosted workflows.
Design-focused image AI. Vector output, brand style, SVG export.
Game-asset and concept-art focused image platform. Phoenix model.
DeepMind's video model. Native audio, longer clips, camera control.
OpenAI's flagship video model. Storyboarding, remix, blend.
Gen-4 video. Director-style control, image-to-video, lip sync.
Luma Labs' fast video generation. Real-time previews.
Kuaishou's video model. Long-form, character consistency.
Premium voice cloning + TTS. v3 model, multilingual, conversational.
Full-song music generation. Lyrics, vocals, instrumental backing.
Music generation rival to Suno. Strong vocal quality, remix tools.
OpenAI's open transcription model. Multilingual, runs locally.
Audio/video editor. Transcript-based editing, voice cloning, Overdub.
Ultra-realistic TTS. Voice cloning, low-latency conversational AI.
OpenAI's official Whisper repo — for local transcription deployments.
Official platform documentation. Liquid, themes, Hydrogen, APIs.
Complete Liquid template language reference. Objects, filters, tags.
React-based headless storefront framework. Oxygen deploy.
GraphQL API for headless commerce. Cart, checkout, product queries.
GraphQL admin operations. Products, orders, customers, metafields.
Command-line theme + app development. Dev preview, pull/push.
Product reviews app. Free tier for DDS, schema-friendly star widgets.
Shopify's design system. React components, design tokens.
Vocabulary for structured data — the JSON-LD type system.
Validates JSON-LD against schema.org definitions.
Google's guide for rich results and schema markup.
Official Open Graph meta-tag spec.
Google's live tester for AI/search citation eligibility.
Compute, storage, Vertex AI, Firebase. Generous free tier.
Backend-as-a-service. Firestore, Auth, Hosting, Functions, Studio.
EC2, S3, Lambda, Bedrock. Industry default for enterprise.
CDN, Workers, R2, Pages, Workers AI. Strong free tier.
Next.js host. Edge functions, AI SDK, v0 generator.
Static site hosting with serverless functions. Strong CI/CD.
Open-source Firebase alt. Postgres, Auth, Storage, Edge Functions.
Heroku-style deployment. Strong Postgres, Redis, MCP hosting.
Code hosting standard. Actions, Codespaces, Copilot integration.
DevSecOps platform. Strong free CI/CD, self-hostable.
Atlassian's code host. Tight Jira/Confluence integration.
Issue tracking. Strong MCP integration for agentic project management.
API testing platform. Collections, mocks, monitors.
Open-source Postman alternative. Free, self-hostable.
Design and prototyping. Make AI, Dev Mode, dev-friendly handoff.
Beginner-friendly Linux. Daily-driver alternative to Windows/macOS.
The default Linux for AI/ML developers. Wide-package availability.
System76's developer-focused Ubuntu derivative. Strong NVIDIA support.
AI-native browser. Built-in Perplexity assistant for any page.
Chromium-based with vertical tabs + spaces. Strong for tab-heavy work.
Privacy-first browser. Built-in ad blocking, Brave Search, Leo AI.
Docs + databases + AI. Native Claude/GPT integration.
Local-first markdown notes. Smart Connections (AI) plugin ecosystem.
No tools match your filter.
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 84 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 tracking, 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 84 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.
We do not monetize your attention. We do not sell your data. Because this page is hosted on Shopify, the server logs basic visitor counts. But we run zero third-party tracking pixels here — no GA4, no Meta pixel, no retargeting ads.
The web was built to share information, not to harvest users. This academy is a sanctuary from surveillance capitalism. We publish the work; you read it. That’s the whole transaction.
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 84 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.
70 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 for the 5-class Foundation sequence. Then pick a Guided Track: Zero to Shipped, Ship a Shopify Store with AI, Go Sovereign: Run It All Local, or Become the Orchestrator. 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 4.6, 4.7, and 4.8, and Claude Fable 5 on Claude Max. Gemini 3.5 Flash, 3.6 Flash, and Omni on Google Ultra.
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.
No. We make exactly $0 from this page. We run zero third-party tracking pixels (no Facebook, no Google Analytics). Because the site is hosted on Shopify, the platform logs basic anonymous visitor counts, but your data is never harvested or sold for retargeting. This academy is built in the spirit of the first internet.
Try different keywords or clear the search to see all 20 questions.
The DDS Vibe Academy is a free, 85-class AI coding curriculum covering Claude Code, Google Antigravity, Gemini, Cursor, Ollama, and more. Built by AI agents using Claude Opus 4.6/4.7/4.8, Claude Fable 5 on Claude Max, and Gemini 3.5/3.6 Flash + Omni on Google Ultra. No paywall, no signup, no tracking, 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.
85 classes across 10 tool lanes and 4 curriculum stages, with 4 Guided Tracks: Zero to Shipped, Ship a Shopify Store with AI, Go Sovereign: Run It All Local, and Become the Orchestrator. 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. No third-party analytics.
The academy hub page itself was built entirely by AI agents using paid production tooling. Claude Opus 4.6, 4.7, and 4.8, and Claude Fable 5 on Claude Max authored every Liquid section. Google Antigravity deployed every file through the Shopify MCP protocol. Gemini 3.5/3.6 Flash + Omni on Google Ultra powered deploy execution. 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 85 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, 85-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, 85-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. Four Guided Tracks — Zero to Shipped, Ship a Shopify Store with AI, Go Sovereign: Run It All Local, and Become the Orchestrator — provide ordered learning paths.
The academy hub itself was built entirely by AI agents using paid production tooling — Claude Opus 4.6, 4.7, and 4.8, and Claude Fable 5 on Claude Max authored every Liquid section; Google Antigravity and Gemini 3.5/3.6 Flash + Omni on Google Ultra deployed every file through the Shopify MCP protocol; and Claude Cowork ran autonomous browser audits. Zero lines of human-written code. Every class is free forever. Built in the spirit of the first internet with zero third-party tracking and zero monetization. No paywall, no signup, no certificate.
> status: all systems operational
> price: $0 — always
> tracking: none
> paywall: none
> signup: not required
Free, ad-free, 85-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 tracking, 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 74 unique pages.
Total · 74 unique class URLs · Back to the curriculum atlas
Free, ad-free, 84-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.
Watch the Blog tab
Updates Monday–Friday