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⚡ AI Lessons

Dev.to · Hector Flores
🤖 AI Agents & Automation
⚡ AI Lesson
3w ago
I Replaced Playwright With Raw CDP
My agent chose raw CDP over Playwright for 11 viewports. Then it invented a visual validation pattern I hadn't seen: mosaic compaction.

Dev.to · Hector Flores
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
The Functional Options Pattern for AI Agent Composition
The Go functional options pattern is a clean way to compose tools, guardrails, memory, and middleware into production-ready AI agents.

Dev.to · Hector Flores
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Aspect-Oriented Programming for AI Agents: Hookflows as an Event Bus
One tool call, multiple outcomes, zero extra tokens. How enforcement-triggered side effects bring AOP to autonomous AI agents.

Dev.to · Hector Flores
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Platform Engineering with GitHub: Build Your IDP with Copilot, IssueOps, and Golden-Path Repos
Stop building Backstage clones. GitHub IS the platform. Here's how to build an Internal Developer Platform using Copilot extensions, IssueOps, hookflows, and go

Dev.to · Hector Flores
1mo ago
GitHub's New Billing Model Changes Everything About Agentic Development
Usage-based billing means long agentic sessions now cost real money. Harness engineering — hooks, delegated agents, and model routing — is how you control it.

Dev.to · Hector Flores
1mo ago
AI Harnesses: Why DevOps Principles Are the Missing Piece in Agentic Development
DevOps gave humans CI/CD, IaC, and observability to govern software delivery. AI harnesses give agents the same — and they matter more than model choice.

Dev.to · Hector Flores
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Agent Skills: Microsoft Just Shipped What You've Been Building
Visual Studio just productized the skills pattern. Here's how I've been running 71 skills across 50 agents since before Microsoft shipped it.

Dev.to · Hector Flores
1mo ago
IAM-as-Code: Why Your GitHub Org Permissions Are a Liability If They're Not in Code
Most GitHub orgs manage permissions through the UI. That's a security incident waiting to happen. Here's why IAM-as-Code is the fix.

Dev.to · Hector Flores
1mo ago
GitHub Weekly: Security Scanning Hits Your IDE, Enterprise Migrations Go Live
MCP-powered secret and dependency scanning ships GA, enterprise migrations get zero-downtime tooling, and VS Code Copilot learns to remember your work.

Dev.to · Hector Flores
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
GitHub Weekly: Copilot Hits Infrastructure Limits, Security Gets Smarter
GitHub paused Copilot signups as agentic workflows strain infrastructure, while security tools gained OIDC, issue tracking, and smarter secret detection.

Dev.to · Hector Flores
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
I Repurposed a Coding Agent as a Life Assistant. Then My Twins Came 10 Weeks Early.
When my premature twins hit the NICU, a repurposed coding agent kept my family running. Here are the six patterns that held.

Dev.to · Hector Flores
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
VS Code Weekly: Agentic Dev Gets Real with 1.115
Two weekly releases packed with agent UX fixes, terminal upgrades, and the #codebase overhaul that finally makes semantic search consistent.

Dev.to · Hector Flores
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Visual Studio Weekly: Custom Copilot Agents Are Here
Visual Studio's March update brings custom agents, live profiling, and smart debugging. AI extensibility finally meets enterprise workflows.

Dev.to · Hector Flores
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
GitHub Weekly: Copilot SDK Goes Public, Cloud Agent Breaks Free
GitHub unleashed its Copilot SDK in five languages and liberated cloud agent from PR-only workflows. Plus Actions got smarter and Issues search went GA.

Dev.to · Hector Flores
💻 AI-Assisted Coding
⚡ AI Lesson
3mo ago
VS Code Weekly: AI Gets an Effort Dial and Nested Subagents
Version 1.113 brings configurable reasoning, nested subagents, and a fresh look as Microsoft settles into weekly releases.

Dev.to · Hector Flores
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
Copilot CLI Weekly: /fleet Ships — Parallel Multi-Agent Execution
GitHub just shipped /fleet for Copilot CLI, enabling parallel multi-agent workflows. Plus 4 releases, built-in skills, and Copilot cloud agent goes beyond PRs.

Dev.to · Hector Flores
⚡ AI Lesson
3mo ago
Azure Weekly: Developer Tools Get Smarter, Database Pricing Gets Better
Azure DevCLI ships local AI debugging, Savings Plan for Databases cuts costs up to 35%, and Aspire hits GA on App Service. Here's what matters.

Dev.to · Hector Flores
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
GitHub Weekly: Actions Gets Serious About Supply Chain Security
GitHub ships major security roadmap for Actions, agent sessions in Issues, and Copilot PR edits — plus a controversial data usage update.

Dev.to · Hector Flores
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Safe OpenClaw, Part Two: Cron Jobs, IaC, and the OpenShell Sandbox
We shipped a Telegram bridge to GitHub Copilot CLI in one file. Then we kept going. Here's what the project became: a cron scheduler extension, fully automated

Dev.to · Hector Flores
3mo ago
Who Needs OpenClaw When You Have GitHub Copilot CLI Extensions?
I built a Telegram bridge to GitHub Copilot CLI in one file. ~420 lines. No gateway, no daemon, no framework. Here's how the extension SDK makes full agent fram
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