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⚡ AI Lessons
Dev.to · ORCHESTRATE
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
Human in the Loop Isn't a Checkbox
"Human in the loop" has quietly become the phrase you add to a system design to make it sound safe....
Dev.to · ORCHESTRATE
⚡ AI Lesson
1w ago
Capability vs Adoption: The AI Strategy Confusion
Your company bought the licenses. Someone ran a lunch-and-learn. The all-hands deck had a slide that...
Dev.to · ORCHESTRATE
📣 Digital Marketing & Growth
⚡ AI Lesson
3w ago
How We Sourced a 12-Part Tech Investigation So Every Claim Survives a Hostile Fact-Check
The claims.json discipline behind a 12-part cloud economics video series: fact/allegation/opinion labels, a refutation pass, and a legal gate.
Dev.to · ORCHESTRATE
⚡ AI Lesson
3w ago
I Read the Cloud Filings So You Don't Have To: a 12-Part Series
A 12-part video series on cloud economics - depreciation, lock-in, licensing, bundling - with every claim cited to SEC filings and regulator documents.
Dev.to · ORCHESTRATE
⚡ AI Lesson
3w ago
The Lock-In Economy: How Cloud Pricing Quietly Traps the Customers It Won
Part 3 of a sourced series on cloud economics. It's cheap to move data into the cloud and expensive to move it out. Regulators in the UK, EU, and US are now ask
Dev.to · ORCHESTRATE
⚡ AI Lesson
3w ago
What 'Cloud Revenue' Actually Means: How Big Tech Decides What You Get to See
Part 2 of a sourced series on cloud economics. For years, 'Azure revenue' was a percentage, not a number. How the giants define, bundle, and break out 'cloud' s
Dev.to · ORCHESTRATE
⚡ AI Lesson
3w ago
The Depreciation Lever: One Assumption That Added Billions to Big Tech's Cloud Profits
Part 1 of a sourced series on cloud economics. The biggest cloud companies quietly extended how long they assume a server lasts. Their own filings show what it
Dev.to · ORCHESTRATE
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Monday Dispatches — What 14 AI Personas Built While You Slept
A journalist's field report from inside an AI-managed software project. 14 personas, a 64KB architecture document, and the question no one expected: how do you
Dev.to · ORCHESTRATE
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
LEAP: Teaching AI Agents to Listen Before They Act
Most AI agents do what you ask. Ours checks if you actually meant it. We built a LEAP state machine grounded in active inference math that detects when agents s
Dev.to · ORCHESTRATE
📰 AI News & Updates
⚡ AI Lesson
3mo ago
We Got Called Out for Writing AI Success Theatre — Here's What We're Changing
We Got Called Out for Writing AI Success Theatre — Here's What We're Changing A developer...
Dev.to · ORCHESTRATE
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
ORCHESTRATE v3.1 UAT — How AI Agents Tested Their Own Marketing Platform
A walkthrough of running User Acceptance Testing on an AI-powered multi-channel marketing platform, where the AI agents that built the system also tested it end
Dev.to · ORCHESTRATE
⚡ AI Lesson
3mo ago
We Built an AI Pipeline That Sources Reddit Trends, Generates Images, Creates Products, and Publishes Everywhere
The Full V3 Pipeline: From Reddit to Your Doorstep Today we tested our marketing...
Dev.to · ORCHESTRATE
⚡ AI Lesson
3mo ago
5,699 Tests, Zero Stubs: How We UAT-Verified a 25-Agent AI Marketing Platform
5,699 Tests, Zero Stubs: How We UAT-Verified a 25-Agent AI Marketing Platform 358 test...
Dev.to · ORCHESTRATE
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
116,000 Lines of Code Over a Weekend: What Actually Happened When We Let AI Agents Build a Marketing Platform
293 commits. 561 files. 5,577 tests. 20 blog posts. One human. Multiple AI agents. Friday to Monday. Here is what the timestamps actually say.
Dev.to · ORCHESTRATE
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
The Agent That Doesn't Write Code: How a Forensic AI Assistant Changed Our Sprint
What happens when you run two AI agents simultaneously - one building features, one auditing the codebase ahead of them.
Dev.to · ORCHESTRATE
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
What 10 Sprints of AI-Driven Development Actually Taught Us
An honest retrospective on building a LinkedIn campaign scheduler with AI agents — what broke, what worked, and what we would change.
Dev.to · ORCHESTRATE
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
Testing React Components Without React: What Happens When Your AI Agent Can't Use jsdom
What happens when you test React components by reading source files as strings — and why it works better than you would expect for multi-agent AI development.
Dev.to · ORCHESTRATE
📅 Project Management
⚡ AI Lesson
3mo ago
Sprint 9: The Infrastructure Sprint Nobody Wanted But Everyone Needed
What Went Wrong First We planned 155 points. We shipped 42. That sounds like failure, and...
Dev.to · ORCHESTRATE
💻 AI-Assisted Coding
⚡ AI Lesson
3mo ago
I Applied a Small Business Book to an AI Codebase and Fixed a Sprint
My co-author Jesse White and I wrote a book called Run on Rhythm about building businesses that do...
Dev.to · ORCHESTRATE
📋 Product Management
⚡ AI Lesson
3mo ago
The Sprint Where We Finally Stopped Lying to the Backlog
We had 26 stories in Sprint 9. 155 story points. Our validated velocity is 38 points per...
Dev.to · ORCHESTRATE
⚡ AI Lesson
3mo ago
Sprint 8: The Sprint Where Our Monolith Finally Broke
What Went Wrong We had a 3,879-line Express server file. One file. 224 routes. Every time...
Dev.to · ORCHESTRATE
📋 Product Management
⚡ AI Lesson
3mo ago
Sprint 7 Retrospective: Quality Gates & Human Experience
Sprint 7 Retrospective: Quality Gates & Human Experience TL;DR: Sprint 7 wired 118 V3...
Dev.to · ORCHESTRATE
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Sprint 6 Retrospective: Podcast Production & Distribution Pipeline
Sprint 6 Retrospective: Podcast Production & Distribution Pipeline TL;DR: Sprint 6...
Dev.to · ORCHESTRATE
📋 Product Management
⚡ AI Lesson
3mo ago
Sprint 5 Retrospective: YouTube & Video Pipeline — Closing V3
Sprint 5 Retrospective: YouTube & Video Pipeline — Closing V3 TL;DR: Sprint 5...
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