<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Brian Swiger</title><link>https://www.mightybs.com/</link><description>Recent content on Brian Swiger</description><generator>Hugo -- gohugo.io</generator><language>en</language><copyright>© 2026 Brian Swiger</copyright><lastBuildDate>Fri, 18 Sep 2026 18:54:00 -0400</lastBuildDate><atom:link href="https://www.mightybs.com/index.xml" rel="self" type="application/rss+xml"/><item><title>Domain 1: Use GitHub Copilot Responsibly</title><link>https://www.mightybs.com/certifications/gh-300/domains/1-responsible-ai/</link><pubDate>Wed, 26 Aug 2026 00:00:00 +0000</pubDate><guid>https://www.mightybs.com/certifications/gh-300/domains/1-responsible-ai/</guid><description>Learn how to use GitHub Copilot responsibly by recognizing AI risks, applying Microsoft responsible AI principles, and validating every output before it becomes code.</description></item><item><title>Lab 1: Exploring Copilot Surfaces</title><link>https://www.mightybs.com/certifications/gh-300/labs/lab-1/</link><pubDate>Wed, 26 Aug 2026 00:00:00 +0000</pubDate><guid>https://www.mightybs.com/certifications/gh-300/labs/lab-1/</guid><description>&lt;div class="gh300-note gh300-note--info">
&lt;p class="gh300-note__title">Exam domains exercised&lt;/p>
&lt;p>&lt;a href="https://www.mightybs.com/certifications/gh-300/domains/2-copilot-features/">Domain 2: Use GitHub Copilot features&lt;/a>&lt;/p>
&lt;/div>
&lt;div class="gh300-note gh300-note--info gh300-objective">
 &lt;strong>🎯 Learning Objectives&lt;/strong>
 &lt;ul>
 &lt;li>Experience all five primary Copilot interaction surfaces: inline suggestions, Chat panel, Inline Chat, Model Picker, and CLI&lt;/li>
 &lt;li>Understand when to use each surface and how they complement each other&lt;/li>
 &lt;li>Confirm your Copilot installation is active and your plan tier is correct&lt;/li>
 &lt;/ul>
&lt;/div>
&lt;h2>Prerequisites&lt;/h2>
&lt;ul class="gh300-checklist">
 &lt;li>VS Code installed with the GitHub Copilot extension enabled&lt;/li>
 &lt;li>GitHub Copilot seat assigned to your account (verify icon in VS Code status bar)&lt;/li>
 &lt;li>Copilot CLI installed (&lt;code>copilot --version&lt;/code>)&lt;/li>
 &lt;li>A code project open in VS Code (any language — TypeScript recommended)&lt;/li>
&lt;/ul>
&lt;!-- STEP 1 -->
&lt;h2>Exercises&lt;/h2>
&lt;div class="gh300-step">
 &lt;div class="gh300-step__num">Step 1&lt;/div>
 &lt;h3>Inline Suggestions (Ghost Text)&lt;/h3>
 &lt;p>Inline suggestions are Copilot's most iconic feature — gray "ghost text" that appears as you type. This exercise teaches you to trigger, navigate, and control them.&lt;/p></description></item><item><title>Copilot Pocket Reference Card</title><link>https://www.mightybs.com/certifications/gh-300/cheatsheets/pocket-card/</link><pubDate>Wed, 26 Aug 2026 00:00:00 +0000</pubDate><guid>https://www.mightybs.com/certifications/gh-300/cheatsheets/pocket-card/</guid><description>A printable Copilot quick-reference card for last-minute GH-300 revision.</description></item><item><title>Domain 2: Use GitHub Copilot Features</title><link>https://www.mightybs.com/certifications/gh-300/domains/2-copilot-features/</link><pubDate>Wed, 26 Aug 2026 00:00:00 +0000</pubDate><guid>https://www.mightybs.com/certifications/gh-300/domains/2-copilot-features/</guid><description>The largest GH-300 domain covers every major Copilot surface: IDE, CLI, agents, MCP, review, collaboration, and admin control.</description></item><item><title>Lab 2: Prompt Engineering Challenge</title><link>https://www.mightybs.com/certifications/gh-300/labs/lab-2/</link><pubDate>Wed, 26 Aug 2026 00:00:00 +0000</pubDate><guid>https://www.mightybs.com/certifications/gh-300/labs/lab-2/</guid><description>&lt;div class="gh300-note gh300-note--info">
&lt;p class="gh300-note__title">Exam domains exercised&lt;/p>
&lt;p>&lt;a href="https://www.mightybs.com/certifications/gh-300/domains/4-prompt-engineering/">Domain 4: Apply prompt engineering and context crafting&lt;/a>&lt;/p>
&lt;/div>
&lt;div class="gh300-note gh300-note--info gh300-objective">
 &lt;strong>🎯 Learning Objectives&lt;/strong>
 &lt;ul>
 &lt;li>Master five prompting techniques: zero-shot, few-shot, comment-driven, context crafting, and iterative refinement&lt;/li>
 &lt;li>Experience the difference between vague and specific prompts firsthand&lt;/li>
 &lt;li>Apply the &lt;strong>4S Framework&lt;/strong> (Single, Specific, Short, Surround) to every prompt&lt;/li>
 &lt;/ul>
&lt;/div>
&lt;h2>The 4S Framework (Reference)&lt;/h2>
&lt;div class="gh300-step">
 &lt;ul>
 &lt;li>&lt;strong>🎯 Single&lt;/strong> — One task per prompt. Break complex goals into discrete steps.&lt;/li>
 &lt;li>&lt;strong>🔍 Specific&lt;/strong> — Name technologies, specify types, mention edge cases.&lt;/li>
 &lt;li>&lt;strong>✂️ Short&lt;/strong> — Concise beats verbose. Get to the point.&lt;/li>
 &lt;li>&lt;strong>🔄 Surround&lt;/strong> — Provide context: open relevant files, add type annotations, use meaningful names.&lt;/li>
 &lt;/ul>
&lt;/div>
&lt;h2>Exercises&lt;/h2>
&lt;!-- STEP 1 -->
&lt;div class="gh300-step">
 &lt;div class="gh300-step__num">Step 1&lt;/div>
 &lt;h3>Zero-Shot Prompting — Luhn Algorithm&lt;/h3>
 &lt;p>Zero-shot means giving the model a task with &lt;strong>no examples&lt;/strong> — just a clear description of what you want.&lt;/p></description></item><item><title>Domain 3: Understand Copilot Data and Architecture</title><link>https://www.mightybs.com/certifications/gh-300/domains/3-data-architecture/</link><pubDate>Wed, 26 Aug 2026 00:00:00 +0000</pubDate><guid>https://www.mightybs.com/certifications/gh-300/domains/3-data-architecture/</guid><description>Understand how Copilot turns editor context into model requests, filters responses, handles data, and exposes model limits.</description></item><item><title>Lab 3: Full Developer Workflow</title><link>https://www.mightybs.com/certifications/gh-300/labs/lab-3/</link><pubDate>Wed, 26 Aug 2026 00:00:00 +0000</pubDate><guid>https://www.mightybs.com/certifications/gh-300/labs/lab-3/</guid><description>&lt;div class="gh300-note gh300-note--info">
&lt;p class="gh300-note__title">Exam domains exercised&lt;/p>
&lt;p>&lt;a href="https://www.mightybs.com/certifications/gh-300/domains/2-copilot-features/">Domain 2: Use GitHub Copilot features&lt;/a> · &lt;a href="https://www.mightybs.com/certifications/gh-300/domains/5-developer-productivity/">Domain 5: Improve developer productivity&lt;/a>&lt;/p>
&lt;/div>
&lt;div class="gh300-note gh300-note--info gh300-objective">
 &lt;strong>🎯 Learning Objectives&lt;/strong>
 &lt;ul>
 &lt;li>Use all four Chat modes (Ask, Edit, Plan, Agent) and understand when each is appropriate&lt;/li>
 &lt;li>Execute a complete scaffold-to-test workflow using Agent Mode&lt;/li>
 &lt;li>Use the modern Copilot CLI for real development tasks&lt;/li>
 &lt;li>Experience Copilot-assisted PR workflow on GitHub.com&lt;/li>
 &lt;/ul>
&lt;/div>
&lt;h2>Chat Modes Reference&lt;/h2>
&lt;table class="mode-table">
 &lt;tr>&lt;th>Mode&lt;/th>&lt;th>What It Does&lt;/th>&lt;th>Best For&lt;/th>&lt;/tr>
 &lt;tr>&lt;td>&lt;strong>💬 Ask&lt;/strong>&lt;/td>&lt;td>Answers questions, explains code, suggests changes as text. Does &lt;strong>not&lt;/strong> modify files.&lt;/td>&lt;td>Learning, exploration, code review&lt;/td>&lt;/tr>
 &lt;tr>&lt;td>&lt;strong>✏️ Edit&lt;/strong>&lt;/td>&lt;td>Makes direct file modifications. Shows diffs for approval.&lt;/td>&lt;td>Targeted refactoring, specific changes&lt;/td>&lt;/tr>
 &lt;tr>&lt;td>&lt;strong>📋 Plan&lt;/strong>&lt;/td>&lt;td>Researches the codebase and proposes an implementation plan without making file edits.&lt;/td>&lt;td>Planning complex changes before committing to them&lt;/td>&lt;/tr>
 &lt;tr>&lt;td>&lt;strong>🤖 Agent&lt;/strong>&lt;/td>&lt;td>Autonomous multi-step execution. Plans, edits files, runs terminal commands, iterates on errors.&lt;/td>&lt;td>Feature implementation, scaffolding, complex tasks&lt;/td>&lt;/tr>
&lt;/table>
&lt;h2>Exercises&lt;/h2>
&lt;!-- STEP 1 -->
&lt;div class="gh300-step">
 &lt;div class="gh300-step__num">Step 1&lt;/div>
 &lt;h3>Scaffold a REST API with Agent Mode&lt;/h3>
 &lt;p>Agent Mode is Copilot's most powerful feature — it can plan, create files, run commands, and iterate. You'll use it to scaffold an entire API project.&lt;/p></description></item><item><title>Domain 4: Apply Prompt Engineering and Context Crafting</title><link>https://www.mightybs.com/certifications/gh-300/domains/4-prompt-engineering/</link><pubDate>Wed, 26 Aug 2026 00:00:00 +0000</pubDate><guid>https://www.mightybs.com/certifications/gh-300/domains/4-prompt-engineering/</guid><description>Use clear prompts, context, examples, chat history, and reusable instructions to make GitHub Copilot produce better answers.</description></item><item><title>Lab 4: Agent Mode Deep Dive</title><link>https://www.mightybs.com/certifications/gh-300/labs/lab-4/</link><pubDate>Wed, 26 Aug 2026 00:00:00 +0000</pubDate><guid>https://www.mightybs.com/certifications/gh-300/labs/lab-4/</guid><description>&lt;div class="gh300-note gh300-note--info">
&lt;p class="gh300-note__title">Exam domains exercised&lt;/p>
&lt;p>&lt;a href="https://www.mightybs.com/certifications/gh-300/domains/2-copilot-features/">Domain 2: Use GitHub Copilot features&lt;/a>&lt;/p>
&lt;/div>
&lt;div class="gh300-note gh300-note--info gh300-objective">
 &lt;strong>🎯 Learning Objectives&lt;/strong>
 &lt;ul>
 &lt;li>Implement a complete feature (pagination) using Agent Mode's autonomous loop&lt;/li>
 &lt;li>Observe and understand the Plan → Code → Test → Iterate cycle&lt;/li>
 &lt;li>Understand MCP (Model Context Protocol) and how it extends Copilot's capabilities&lt;/li>
 &lt;li>Experience Copilot cloud agent via GitHub Issues (if org allows)&lt;/li>
 &lt;/ul>
&lt;/div>
&lt;h2>The Agentic Loop&lt;/h2>
&lt;div class="loop-diagram">
 &lt;strong>📋 Plan&lt;/strong> &lt;span class="arrow">→&lt;/span>
 &lt;strong>💻 Code&lt;/strong> &lt;span class="arrow">→&lt;/span>
 &lt;strong>🧪 Test&lt;/strong> &lt;span class="arrow">→&lt;/span>
 &lt;strong>🔄 Iterate&lt;/strong> &lt;span class="arrow">→&lt;/span>
 &lt;em>✅ Done&lt;/em>
 &lt;p>Agent Mode repeats this cycle automatically. It reads errors, adjusts code, re-runs tests, and iterates until the task is complete or it asks for help.&lt;/p></description></item><item><title>GH-300 Practice Questions</title><link>https://www.mightybs.com/certifications/gh-300/quiz/</link><pubDate>Wed, 26 Aug 2026 00:00:00 +0000</pubDate><guid>https://www.mightybs.com/certifications/gh-300/quiz/</guid><description>Practice questions grouped by official exam domain, every answer verified against current GitHub and Microsoft documentation.</description></item><item><title>Domain 5: Improve Developer Productivity</title><link>https://www.mightybs.com/certifications/gh-300/domains/5-developer-productivity/</link><pubDate>Wed, 26 Aug 2026 00:00:00 +0000</pubDate><guid>https://www.mightybs.com/certifications/gh-300/domains/5-developer-productivity/</guid><description>Domain 5 is about using Copilot to move faster without outsourcing judgment, ownership, testing, or security review.</description></item><item><title>Lab 5: Enterprise Configuration</title><link>https://www.mightybs.com/certifications/gh-300/labs/lab-5/</link><pubDate>Wed, 26 Aug 2026 00:00:00 +0000</pubDate><guid>https://www.mightybs.com/certifications/gh-300/labs/lab-5/</guid><description>&lt;div class="gh300-note gh300-note--info">
&lt;p class="gh300-note__title">Exam domains exercised&lt;/p>
&lt;p>&lt;a href="https://www.mightybs.com/certifications/gh-300/domains/2-copilot-features/">Domain 2: Use GitHub Copilot features&lt;/a> · &lt;a href="https://www.mightybs.com/certifications/gh-300/domains/6-privacy-exclusions/">Domain 6: Configure privacy, content exclusions, and safeguards&lt;/a>&lt;/p>
&lt;/div>
&lt;div class="gh300-note gh300-note--info gh300-objective">
 &lt;strong>🎯 Learning Objectives&lt;/strong>
 &lt;ul>
 &lt;li>Configure content exclusions to prevent Copilot from accessing sensitive files&lt;/li>
 &lt;li>Understand and configure organization-level Copilot policies&lt;/li>
 &lt;li>Set up duplication detection and understand its relationship to IP indemnity&lt;/li>
 &lt;li>Navigate audit logs for Copilot activity&lt;/li>
 &lt;li>Review usage metrics and adoption data&lt;/li>
 &lt;/ul>
&lt;/div>
&lt;h2>Important Context&lt;/h2>
&lt;div class="gh300-note gh300-note--warning">
 &lt;strong>⚠️ Admin Access Required:&lt;/strong> Steps 1–2 require organization admin or Copilot admin access. If you don't have admin access, follow along observationally — screenshots and descriptions are provided. Step 3 (audit logs) requires admin access. Step 4 (metrics review) can be done with the public documentation.
&lt;/div>
&lt;h2>Enterprise Policy Reference&lt;/h2>
&lt;table class="policy-table">
 &lt;tr>&lt;th>Policy&lt;/th>&lt;th>Options&lt;/th>&lt;th>Business&lt;/th>&lt;th>Enterprise&lt;/th>&lt;/tr>
 &lt;tr>&lt;td>Suggestions matching public code&lt;/td>&lt;td>Allow / Block&lt;/td>&lt;td>✅&lt;/td>&lt;td>✅&lt;/td>&lt;/tr>
 &lt;tr>&lt;td>Content exclusions&lt;/td>&lt;td>Path patterns&lt;/td>&lt;td>✅&lt;/td>&lt;td>✅&lt;/td>&lt;/tr>
 &lt;tr>&lt;td>Copilot in CLI&lt;/td>&lt;td>Enable / Disable&lt;/td>&lt;td>✅&lt;/td>&lt;td>✅&lt;/td>&lt;/tr>
 &lt;tr>&lt;td>Copilot Chat in IDE&lt;/td>&lt;td>Enable / Disable&lt;/td>&lt;td>✅&lt;/td>&lt;td>✅&lt;/td>&lt;/tr>
 &lt;tr>&lt;td>Copilot on GitHub.com&lt;/td>&lt;td>Enable / Disable&lt;/td>&lt;td>✅&lt;/td>&lt;td>✅&lt;/td>&lt;/tr>
 &lt;tr>&lt;td>Admin policies (org-wide)&lt;/td>&lt;td>Various&lt;/td>&lt;td>✅&lt;/td>&lt;td>✅&lt;/td>&lt;/tr>
 &lt;tr>&lt;td>IP indemnity&lt;/td>&lt;td>Requires duplication filter ON&lt;/td>&lt;td>✅&lt;/td>&lt;td>✅&lt;/td>&lt;/tr>
 &lt;tr>&lt;td>SAML SSO&lt;/td>&lt;td>Enable / Disable&lt;/td>&lt;td>❌&lt;/td>&lt;td>✅&lt;/td>&lt;/tr>
 &lt;tr>&lt;td>Audit logs (API)&lt;/td>&lt;td>Streaming / Export&lt;/td>&lt;td>✅&lt;/td>&lt;td>✅&lt;/td>&lt;/tr>
&lt;/table>
&lt;h2>Exercises&lt;/h2>
&lt;!-- STEP 1 -->
&lt;div class="gh300-step">
 &lt;div class="gh300-step__num">Step 1&lt;/div>
 &lt;h3>Configure Content Exclusions&lt;/h3>
 &lt;p>Content exclusions prevent Copilot from reading or suggesting code from specified file paths. This is critical for protecting sensitive files like environment variables, secrets, and proprietary algorithms.&lt;/p></description></item><item><title>Copilot Plans and AI Credits Billing</title><link>https://www.mightybs.com/certifications/gh-300/billing/</link><pubDate>Wed, 26 Aug 2026 00:00:00 +0000</pubDate><guid>https://www.mightybs.com/certifications/gh-300/billing/</guid><description>Plans, allowances and AI Credits billing as they stand in August 2026.</description></item><item><title>Domain 6: Configure Privacy, Content Exclusions, and Safeguards</title><link>https://www.mightybs.com/certifications/gh-300/domains/6-privacy-exclusions/</link><pubDate>Wed, 26 Aug 2026 00:00:00 +0000</pubDate><guid>https://www.mightybs.com/certifications/gh-300/domains/6-privacy-exclusions/</guid><description>Learn how Copilot privacy controls, content exclusions, public-code safeguards, and policy hierarchy work for GH-300.</description></item><item><title>Lab 6: Security-First Testing</title><link>https://www.mightybs.com/certifications/gh-300/labs/lab-6/</link><pubDate>Wed, 26 Aug 2026 00:00:00 +0000</pubDate><guid>https://www.mightybs.com/certifications/gh-300/labs/lab-6/</guid><description>&lt;div class="gh300-note gh300-note--info">
&lt;p class="gh300-note__title">Exam domains exercised&lt;/p>
&lt;p>&lt;a href="https://www.mightybs.com/certifications/gh-300/domains/5-developer-productivity/">Domain 5: Improve developer productivity&lt;/a> · &lt;a href="https://www.mightybs.com/certifications/gh-300/domains/1-responsible-ai/">Domain 1: Use GitHub Copilot responsibly&lt;/a>&lt;/p>
&lt;/div>
&lt;div class="gh300-note gh300-note--info gh300-objective">
 &lt;strong>🎯 Learning Objectives&lt;/strong>
 &lt;ul>
 &lt;li>Use Copilot to generate code, then identify security vulnerabilities in it&lt;/li>
 &lt;li>Fix SQL injection and other OWASP Top 10 vulnerabilities using Copilot&lt;/li>
 &lt;li>Generate security-focused test suites including attack vector tests&lt;/li>
 &lt;li>Understand how SAST/CodeQL complements Copilot-assisted development&lt;/li>
 &lt;li>Practice writing security review documentation with Copilot&lt;/li>
 &lt;/ul>
&lt;/div>
&lt;div class="danger-box">
 &lt;strong>🛡️ Important:&lt;/strong> This lab intentionally generates vulnerable code for educational purposes. &lt;strong>Never deploy intentionally vulnerable code to production.&lt;/strong> All vulnerable examples should be created in isolated lab files and deleted after the exercise.
&lt;/div>
&lt;h2>Exercises&lt;/h2>
&lt;!-- STEP 1 -->
&lt;div class="gh300-step">
 &lt;div class="gh300-step__num">Step 1&lt;/div>
 &lt;h3>Generate — Create a Vulnerable User Search Function&lt;/h3>
 &lt;p>Ask Copilot to generate a database query function. We'll deliberately use a vague prompt that may lead to insecure code.&lt;/p></description></item><item><title>Official GH-300 Resources</title><link>https://www.mightybs.com/certifications/gh-300/resources/</link><pubDate>Wed, 26 Aug 2026 00:00:00 +0000</pubDate><guid>https://www.mightybs.com/certifications/gh-300/resources/</guid><description>Every official GH-300 resource worth your time, with each link checked.</description></item><item><title>Lab 7: Custom Instructions, Agents &amp; Spaces</title><link>https://www.mightybs.com/certifications/gh-300/labs/lab-7/</link><pubDate>Wed, 26 Aug 2026 00:00:00 +0000</pubDate><guid>https://www.mightybs.com/certifications/gh-300/labs/lab-7/</guid><description>&lt;div class="gh300-note gh300-note--info">
&lt;p class="gh300-note__title">Exam domains exercised&lt;/p>
&lt;p>&lt;a href="https://www.mightybs.com/certifications/gh-300/domains/2-copilot-features/">Domain 2: Use GitHub Copilot features&lt;/a> · &lt;a href="https://www.mightybs.com/certifications/gh-300/domains/4-prompt-engineering/">Domain 4: Apply prompt engineering and context crafting&lt;/a>&lt;/p>
&lt;/div>
&lt;div class="gh300-note gh300-note--info gh300-objective">
 &lt;strong>🎯 Learning Objectives&lt;/strong>
 &lt;ul>
 &lt;li>Create and test repository-level custom instructions (&lt;code>copilot-instructions.md&lt;/code>)&lt;/li>
 &lt;li>Create path-scoped instructions that apply to specific directories&lt;/li>
 &lt;li>Build reusable prompt templates (&lt;code>.prompt.md&lt;/code> files)&lt;/li>
 &lt;li>Set up a Copilot Space with curated knowledge for your team&lt;/li>
 &lt;li>Create a custom agent profile in &lt;code>.github/agents/NAME.md&lt;/code>&lt;/li>
 &lt;/ul>
&lt;/div>
&lt;h2>Custom Instructions Hierarchy&lt;/h2>
&lt;div class="hierarchy-box">
 &lt;strong>Personal&lt;/strong> &lt;span class="arrow">→&lt;/span>
 &lt;strong>Path-specific&lt;/strong> &lt;span class="arrow">→&lt;/span>
 &lt;strong>Repository-wide&lt;/strong> &lt;span class="arrow">→&lt;/span>
 &lt;strong>Agent instructions&lt;/strong> &lt;span class="arrow">→&lt;/span>
 &lt;strong>Organization&lt;/strong>
 &lt;p>Shown highest to lowest precedence. Enterprise and organization policies are guardrails, not something repo files can override.&lt;/p></description></item><item><title>Lab 8: Capstone — Full Enterprise Setup</title><link>https://www.mightybs.com/certifications/gh-300/labs/lab-8/</link><pubDate>Wed, 26 Aug 2026 00:00:00 +0000</pubDate><guid>https://www.mightybs.com/certifications/gh-300/labs/lab-8/</guid><description>&lt;div class="gh300-note gh300-note--info">
&lt;p class="gh300-note__title">Exam domains exercised&lt;/p>
&lt;p>&lt;a href="https://www.mightybs.com/certifications/gh-300/domains/1-responsible-ai/">Domain 1: Use GitHub Copilot responsibly&lt;/a> · &lt;a href="https://www.mightybs.com/certifications/gh-300/domains/2-copilot-features/">Domain 2: Use GitHub Copilot features&lt;/a> · &lt;a href="https://www.mightybs.com/certifications/gh-300/domains/3-data-architecture/">Domain 3: Understand Copilot data and architecture&lt;/a> · &lt;a href="https://www.mightybs.com/certifications/gh-300/domains/4-prompt-engineering/">Domain 4: Apply prompt engineering and context crafting&lt;/a> · &lt;a href="https://www.mightybs.com/certifications/gh-300/domains/5-developer-productivity/">Domain 5: Improve developer productivity&lt;/a> · &lt;a href="https://www.mightybs.com/certifications/gh-300/domains/6-privacy-exclusions/">Domain 6: Configure privacy, content exclusions, and safeguards&lt;/a>&lt;/p>
&lt;/div>
&lt;div class="gh300-note gh300-note--info gh300-objective">
 &lt;strong>🎯 Learning Objectives&lt;/strong>
 &lt;ul>
 &lt;li>Tie together every GH-300 exam domain in a single, realistic workflow&lt;/li>
 &lt;li>Configure governance: plans, content exclusions, and custom instructions&lt;/li>
 &lt;li>Build a feature with prompt engineering and Agent Mode&lt;/li>
 &lt;li>Find and fix a real security vulnerability and a worthless test&lt;/li>
 &lt;li>Apply Responsible AI practices with an AI-usage disclosure&lt;/li>
 &lt;/ul>
&lt;/div>
&lt;h2>Before You Start&lt;/h2>
&lt;ul class="gh300-checklist">
 &lt;li>Open the starter project in &lt;code>lab8-capstone/&lt;/code> (a tiny Express + TypeScript API)&lt;/li>
 &lt;li>GitHub Copilot extension active in VS Code&lt;/li>
 &lt;li>Node.js 20+ installed&lt;/li>
 &lt;li>Install and run the project once to confirm it works:&lt;/li>
&lt;/ul>
&lt;pre>&lt;code>cd lab8-capstone
npm install
npm run dev # http://localhost:3000/health and /orders
npm test # runs the (intentionally flawed) test&lt;/code>&lt;/pre>
&lt;div class="gh300-note gh300-note--tip">
 &lt;strong>💡 How this lab is organized:&lt;/strong> Each of the 8 steps below maps to one exam domain and to a concrete file already in &lt;code>lab8-capstone/&lt;/code>. The repo's &lt;code>README.md&lt;/code> is the quick demo script; this page is the detailed walkthrough.
&lt;/div>
&lt;p>
 👩‍🏫 Facilitators: see the &lt;a href="lab-8-instructor-guide.html">Instructor's Guide&lt;/a> for timings, talk track, and answer keys.
&lt;/p></description></item><item><title>There Are No Official ATS Rules. Here Is What Actually Works.</title><link>https://www.mightybs.com/posts/no-official-ats-rules/</link><pubDate>Fri, 18 Sep 2026 18:54:00 -0400</pubDate><guid>https://www.mightybs.com/posts/no-official-ats-rules/</guid><description>No standards body certifies a resume as ATS compliant, and the major applicant tracking vendors publish nothing about how they parse your file. The real guidance comes from the parsing engines those systems license, and it rests on a single mechanical fact: your resume is flattened to plain text before anything reads it. This is what that means in practice, what is genuinely true, what is folklore, and how to check your own file today.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/no-official-ats-rules/featured.jpg"/></item><item><title>Mastering the AB-410: My Journey to the Intelligent Applications Builder Associate Certification</title><link>https://www.mightybs.com/posts/ab-410-certification/</link><pubDate>Fri, 18 Sep 2026 17:13:00 -0400</pubDate><guid>https://www.mightybs.com/posts/ab-410-certification/</guid><description>Passing the AB-410 Building Intelligent Applications exam is a great way to validate your AI and Power Platform skills. Here is my breakdown of the certification, study resources, and exam tips from my experience as a developer and Microsoft Certified Trainer.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/ab-410-certification/featured.jpg"/></item><item><title>Certifications Expire. The Learning Compounds.</title><link>https://www.mightybs.com/posts/certifications-expire-learning-compounds/</link><pubDate>Wed, 26 Aug 2026 23:11:00 -0400</pubDate><guid>https://www.mightybs.com/posts/certifications-expire-learning-compounds/</guid><description>I have written, reviewed, and updated Microsoft certification exams, and I have held certifications for technologies that no longer exist. The credential was never the point. Here is why the journey matters more, and the GH-300 study hub I built to prove it.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/certifications-expire-learning-compounds/featured.jpg"/></item><item><title>The Show Pony and the Workhorse: The Visibility Tax in the Age of AI</title><link>https://www.mightybs.com/posts/show-pony-and-the-workhorse/</link><pubDate>Thu, 20 Aug 2026 13:59:00 -0400</pubDate><guid>https://www.mightybs.com/posts/show-pony-and-the-workhorse/</guid><description>After more than 30 years building software, I have become increasingly convinced that workplace visibility has a dangerous failure mode: the people best at performing impact can overshadow the people actually creating it. AI is making that problem even bigger.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/show-pony-and-the-workhorse/featured.jpg"/></item><item><title>Unlocking Next-Gen Document Intelligence: A Deep Dive into Azure Content Understanding 1.0 GA Refresh and 2.0 Preview</title><link>https://www.mightybs.com/posts/azure-content-understanding-deep-dive/</link><pubDate>Thu, 13 Aug 2026 16:30:00 -0400</pubDate><guid>https://www.mightybs.com/posts/azure-content-understanding-deep-dive/</guid><description>Microsoft announced two landmark updates to Azure Content Understanding: a production-ready CU 1.0 GA refresh with GPT-5 integration and lower token costs, alongside the CU 2.0 Public Preview packed with real-time synchronous APIs, semantic chunking, and agentic reasoning. Here is your complete architectural breakdown and model selection guide.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/azure-content-understanding-deep-dive/featured.jpg"/></item><item><title>Scaling AI Agent Teams: Complementing GitHub Agentic Workflows with Azure Container Apps</title><link>https://www.mightybs.com/posts/scaling-ai-agent-teams/</link><pubDate>Mon, 10 Aug 2026 19:18:00 -0400</pubDate><guid>https://www.mightybs.com/posts/scaling-ai-agent-teams/</guid><description>Discover how combining GitHub-native slash commands with Azure-native serverless compute creates a powerful, isolated, and scalable architecture for autonomous AI agents.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/scaling-ai-agent-teams/featured.jpg"/></item><item><title>The Cost of Commodity Compensation: Why 'Peanut Butter' Raises Undermine High-Performance AI Culture</title><link>https://www.mightybs.com/posts/cost-of-commodity-compensation/</link><pubDate>Sun, 09 Aug 2026 12:35:00 -0400</pubDate><guid>https://www.mightybs.com/posts/cost-of-commodity-compensation/</guid><description>Equal percentage raises might offer short-term administrative convenience, but they severely undermine high-performing engineering cultures. This post explores recent compensation research from Payscale, Mercer, and The HR Digest while offering a technical perspective on what high performance requires in the age of generative AI.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/cost-of-commodity-compensation/featured.jpg"/></item><item><title>The Model Context Protocol Goes Stateless: Why MCP's Biggest Update Matters for AI Engineers</title><link>https://www.mightybs.com/posts/mcp-goes-stateless/</link><pubDate>Sat, 01 Aug 2026 19:04:00 -0400</pubDate><guid>https://www.mightybs.com/posts/mcp-goes-stateless/</guid><description>The Model Context Protocol (MCP) released its largest update since inception, replacing its bidirectional stateful core with a request/response stateless protocol. Learn how this shift unlocks horizontal scaling, simplifies load balancing, and impacts AI application development.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/mcp-goes-stateless/featured.jpg"/></item><item><title>Automating Multi-Agent Workflows: Triggering Squad on ACA via GitHub Actions and Microsoft Agent Framework</title><link>https://www.mightybs.com/posts/automating-multi-agent-workflows/</link><pubDate>Fri, 31 Jul 2026 20:36:00 -0400</pubDate><guid>https://www.mightybs.com/posts/automating-multi-agent-workflows/</guid><description>An end-to-end architectural guide on configuring GitHub Actions as a transport layer to trigger Microsoft Agent Framework multi-agent teams inside secure Azure Container Apps Sandboxes based on GitHub issue events.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/automating-multi-agent-workflows/featured.jpg"/></item><item><title>Securing Multi-Agent Execution: Bringing Squad on ACA to Azure Container Apps Sandboxes</title><link>https://www.mightybs.com/posts/squad-on-aca-container-app-sandboxes/</link><pubDate>Wed, 29 Jul 2026 22:52:00 -0400</pubDate><guid>https://www.mightybs.com/posts/squad-on-aca-container-app-sandboxes/</guid><description>Learn why dynamic code execution in multi-agent systems requires dedicated isolation, how ACA Sandboxes solve startup and state management challenges, and the architectural decisions behind updating Squad on ACA to leverage sandbox resources.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/squad-on-aca-container-app-sandboxes/featured.jpg"/></item><item><title>Deep Dive: Securing Autonomous AI Agents Against the 2026 OWASP Top 10 Risks with Microsoft Agent Governance Toolkit</title><link>https://www.mightybs.com/posts/securing-ai-agents-owasp-top-10/</link><pubDate>Wed, 29 Jul 2026 14:40:00 -0400</pubDate><guid>https://www.mightybs.com/posts/securing-ai-agents-owasp-top-10/</guid><description>As AI agents transition from text-generating copilots to multi-step autonomous actors, traditional prompt-based guardrails fail. This deep dive explores the 2026 OWASP Top 10 for Agentic Applications and demonstrates how Microsoft Agent Governance Toolkit provides sub-millisecond, kernel-level runtime enforcement to prevent goal hijacking, privilege abuse, and cascading agent failures.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/securing-ai-agents-owasp-top-10/featured.jpg"/></item><item><title>Inside the Software Dark Factory: How Intent-Driven AI Agents Are Automating End-to-End Development</title><link>https://www.mightybs.com/posts/software-dark-factory/</link><pubDate>Tue, 28 Jul 2026 14:45:00 -0400</pubDate><guid>https://www.mightybs.com/posts/software-dark-factory/</guid><description>Explore how GitHub Agentic Workflows and MCP-driven AI agents are paving the way for &amp;ldquo;dark factories&amp;rdquo; in software development, shifting engineering from manual coding to high-level intent design and autonomous agent orchestration.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/software-dark-factory/featured.jpg"/></item><item><title>Running Multi-Agent Teams on Azure Container Apps: Porting Squad to Serverless Architecture</title><link>https://www.mightybs.com/posts/multi-agent-teams-on-container-apps/</link><pubDate>Tue, 14 Jul 2026 21:13:00 -0400</pubDate><guid>https://www.mightybs.com/posts/multi-agent-teams-on-container-apps/</guid><description>Discover how agentic development has evolved from simple text prompting to sophisticated, repository-native multi-agent swarms. This post walks through porting the Squad agent framework from AKS to serverless Azure Container Apps (ACA), providing an automated, cost-efficient, human-in-the-loop AI development environment. Learn how to use the custom squad-aca command as a GitHub Copilot agent to dispatch tasks directly into the cloud.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/multi-agent-teams-on-container-apps/featured.jpg"/></item><item><title>The End of AI Vibes: Measuring True Business ROI for Production Agents with Azure AI Foundry</title><link>https://www.mightybs.com/posts/measuring-ai-agent-business-roi/</link><pubDate>Thu, 09 Jul 2026 17:47:00 -0400</pubDate><guid>https://www.mightybs.com/posts/measuring-ai-agent-business-roi/</guid><description>Building AI agents is easy, but proving their business value is hard. This post explores Microsoft&amp;rsquo;s new ROI tracking capabilities introduced at Build 2026 (Session BRK252), detailing how organizations can move beyond basic token and latency metrics to map agent performance directly to financial and operational outcomes.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/measuring-ai-agent-business-roi/featured.jpg"/></item><item><title>TypeScript 7.0 RC: The 10x Speed Era and the Native Go Rewrite</title><link>https://www.mightybs.com/posts/typescript-7-native-go-rewrite/</link><pubDate>Mon, 06 Jul 2026 11:10:00 -0400</pubDate><guid>https://www.mightybs.com/posts/typescript-7-native-go-rewrite/</guid><description>TypeScript 7.0 has reached the Release Candidate stage, bringing a revolutionary 10x performance upgrade over version 6.0. This milestone realizes Microsoft&amp;rsquo;s multi-year project to rewrite the compiler for native execution, utilizing advanced parallel processing across parsing, type checking, and emitting.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/typescript-7-native-go-rewrite/featured.jpg"/></item><item><title>Beyond the Prompt: Why Loop Engineering is the Future of AI Development</title><link>https://www.mightybs.com/posts/loop-engineering-future-of-ai/</link><pubDate>Tue, 30 Jun 2026 23:19:00 -0400</pubDate><guid>https://www.mightybs.com/posts/loop-engineering-future-of-ai/</guid><description>A deep dive into loop engineering, exploring how to shift from manual prompting to building multi-turn, self-verifying autonomous cycles with AI agents, including the structural components needed to avoid token-burning loops.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/loop-engineering-future-of-ai/featured.jpg"/></item><item><title>The Model is the Commodity, the Harness is the Moat: The Rise of the Forward Deployed Engineer</title><link>https://www.mightybs.com/posts/model-commodity-harness-moat/</link><pubDate>Thu, 18 Jun 2026 23:10:00 -0400</pubDate><guid>https://www.mightybs.com/posts/model-commodity-harness-moat/</guid><description>Raw LLMs are rapidly converging in performance and price. Real enterprise value now lives in the deployment harness. This shift requires a new breed of professional—the Forward Deployed Engineer—focused entirely on business outcomes rather than selling software licenses or billable hours.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/model-commodity-harness-moat/featured.jpg"/></item><item><title>The Flat-Rate AI Era is Dead: Inside the Token Crisis</title><link>https://www.mightybs.com/posts/flat-rate-ai-era-is-dead/</link><pubDate>Fri, 12 Jun 2026 19:24:00 -0400</pubDate><guid>https://www.mightybs.com/posts/flat-rate-ai-era-is-dead/</guid><description>With major developer tools shifting away from flat-rate pricing to metered token billing, Token Crisis emerges as a hilarious yet sobering look at our AI prompt habits. This post breaks down why our token budgets are disappearing in minutes and how to practice better token conservation.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/flat-rate-ai-era-is-dead/featured.jpg"/></item><item><title>The New Era of Agentic Architecture: Moving Beyond a Single Model to Multimodal Harnesses</title><link>https://www.mightybs.com/posts/agentic-architecture-multimodal-harnesses/</link><pubDate>Tue, 09 Jun 2026 12:42:00 -0400</pubDate><guid>https://www.mightybs.com/posts/agentic-architecture-multimodal-harnesses/</guid><description>An in-depth analysis of Microsoft CEO Satya Nadella&amp;rsquo;s framework for frontier AI deployment. Moving beyond single-model dependency, the modern enterprise relies on robust agentic harnesses, private evaluation loops, and empowering high-leveraged generalists to transform tacit knowledge into permanent operational value.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/agentic-architecture-multimodal-harnesses/featured.jpg"/></item><item><title>Shifting from Plumbing to Prompts: Introducing the Azure Functions Serverless Agents Runtime</title><link>https://www.mightybs.com/posts/azure-functions-serverless-agents/</link><pubDate>Sun, 07 Jun 2026 22:14:00 -0400</pubDate><guid>https://www.mightybs.com/posts/azure-functions-serverless-agents/</guid><description>Microsoft has launched the public preview of the Azure Functions serverless agents runtime, introducing a declarative, markdown-first approach to building event-driven AI agents. This runtime leverages the core scaling, billing, and integration strengths of Azure Functions while removing the infrastructure boilerplate usually associated with production agent development.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/azure-functions-serverless-agents/featured.jpg"/></item><item><title>What's New at Microsoft Build 2026: Building, Deploying, and Operating Enterprise Agents at Scale</title><link>https://www.mightybs.com/posts/microsoft-build-2026-enterprise-agents/</link><pubDate>Wed, 03 Jun 2026 16:31:00 -0400</pubDate><guid>https://www.mightybs.com/posts/microsoft-build-2026-enterprise-agents/</guid><description>Microsoft Build 2026 introduced the Foundry Agentic Platform, a unified ecosystem that Bridges the gap between local agent prototypes and production-grade enterprise deployment. Key updates include the unification of Semantic Kernel and AutoGen into the stable Microsoft Agent Framework, managed hosted runtimes with framework interoperability, autopilot agents integrated into the corporate org chart via Entra ID, and automated closed-loop optimization using production traces.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/microsoft-build-2026-enterprise-agents/featured.jpg"/></item><item><title>The Age of Agentic Engineering: Orchestrating Copilot Teams with Squad and Layered SDKs</title><link>https://www.mightybs.com/posts/agentic-engineering-squad-sdks/</link><pubDate>Mon, 01 Jun 2026 21:04:00 -0400</pubDate><guid>https://www.mightybs.com/posts/agentic-engineering-squad-sdks/</guid><description>AI development is shifting from single-turn prompts to multi-agent orchestration. Discover how Microsoft&amp;rsquo;s Command Line platform highlights the future of software development through the Squad framework, durable memory architectures, and layered agentic SDKs designed for predictable enterprise workflows.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/agentic-engineering-squad-sdks/featured.jpg"/></item><item><title>The Power of a Second Opinion: Why GitHub Copilot's Rubber Duck Agent Changes the Game</title><link>https://www.mightybs.com/posts/copilot-rubber-duck-agent/</link><pubDate>Fri, 22 May 2026 16:18:00 -0400</pubDate><guid>https://www.mightybs.com/posts/copilot-rubber-duck-agent/</guid><description>AI code generation is fast, but catching subtle architectural flaws is hard. Inspired by Thomas Thornton&amp;rsquo;s insights, this post explores how the GitHub Copilot Rubber Duck agent utilizes separate model families to act as a true code reviewer inside the Copilot CLI.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/copilot-rubber-duck-agent/featured.jpg"/></item><item><title>The Myth of AI Layoffs: How a Laid-Off Atlassian Engineer Fought Back with Knowledge</title><link>https://www.mightybs.com/posts/myth-of-ai-layoffs/</link><pubDate>Fri, 22 May 2026 12:43:00 -0400</pubDate><guid>https://www.mightybs.com/posts/myth-of-ai-layoffs/</guid><description>When Atlassian laid off 10% of its workforce to &amp;ldquo;self-fund AI,&amp;rdquo; veteran engineer Vasilios Syrakis lost his job after eight years. In response, he published a detailed, free 38-minute architectural breakdown of the company&amp;rsquo;s core web traffic infrastructure. This post explores the reality of &amp;ldquo;AI washing&amp;rdquo; in corporate layoffs and celebrates a engineer who chose to empower the community instead of staying silent.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/myth-of-ai-layoffs/featured.jpg"/></item><item><title>The Cloud Next Door: Why 71% of Americans Say 'No' to Local AI Data Centers</title><link>https://www.mightybs.com/posts/cloud-next-door-ai-data-centers/</link><pubDate>Tue, 19 May 2026 14:23:00 -0400</pubDate><guid>https://www.mightybs.com/posts/cloud-next-door-ai-data-centers/</guid><description>The physical footprint of the AI boom is facing unprecedented local pushback. With a recent Gallup poll showing 71% opposition to nearby data centers due to energy and water concerns, the cloud industry must innovate its infrastructure and community engagement models.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/cloud-next-door-ai-data-centers/featured.jpg"/></item><item><title>Beyond Chat: Giving Your AI Agent Real Azure Skills</title><link>https://www.mightybs.com/posts/ai-agent-real-azure-skills/</link><pubDate>Fri, 15 May 2026 12:10:00 -0400</pubDate><guid>https://www.mightybs.com/posts/ai-agent-real-azure-skills/</guid><description>Learn how to install and use the official Microsoft Azure Skills plugin to empower agents like GitHub Copilot and Claude Code with real-world Azure expertise, live resource management, and AI Foundry capabilities.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/ai-agent-real-azure-skills/featured.jpg"/></item><item><title>Fast Track Your Apps: Introducing Azure Container Apps Express</title><link>https://www.mightybs.com/posts/azure-container-apps-express/</link><pubDate>Wed, 13 May 2026 12:28:00 -0400</pubDate><guid>https://www.mightybs.com/posts/azure-container-apps-express/</guid><description>Stop getting lost in complex YAML and infrastructure plumbing. Azure Container Apps Express provides a streamlined &amp;ldquo;Source-to-Cloud&amp;rdquo; experience that allows developers to deploy serverless containers in minutes, making it the perfect tool for rapid prototyping and high-scale retail solutions.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/azure-container-apps-express/featured.jpg"/></item><item><title>The Next Wave of AI Certifications: Three New Microsoft Beta Exams</title><link>https://www.mightybs.com/posts/three-microsoft-ai-beta-exams/</link><pubDate>Sat, 09 May 2026 17:49:00 -0400</pubDate><guid>https://www.mightybs.com/posts/three-microsoft-ai-beta-exams/</guid><description>Microsoft has expanded its credential portfolio with three new beta exams focusing on Azure AI solutions, Copilot sales integration, and AI-centric data security. This post explores the exam details and my personal history contributing to the Microsoft certification ecosystem.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/three-microsoft-ai-beta-exams/featured.jpg"/></item><item><title>Beyond Chat: Analyzing Microsoft’s OpenClaw and the Rise of Agentic Assistants</title><link>https://www.mightybs.com/posts/openclaw-agentic-assistants/</link><pubDate>Tue, 05 May 2026 13:35:00 -0400</pubDate><guid>https://www.mightybs.com/posts/openclaw-agentic-assistants/</guid><description>The OpenClaw project represents a significant pivot in AI development. By focusing on agency and execution rather than just text generation, Microsoft is defining the next era of personal computing where AI agents manage complex, cross-platform workflows.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/openclaw-agentic-assistants/featured.jpg"/></item><item><title>Beyond the Bot: How Frontier Firms are Rebuilding for the AI Age</title><link>https://www.mightybs.com/posts/frontier-firms-ai-age/</link><pubDate>Tue, 05 May 2026 09:18:00 -0400</pubDate><guid>https://www.mightybs.com/posts/frontier-firms-ai-age/</guid><description>The gap between AI leaders and laggards is widening. This post breaks down the concept of the &amp;ldquo;Frontier Firm&amp;rdquo;—organizations that have moved beyond simple AI adoption to rebuild their operating models. Key takeaways include the shift toward human-agent collaboration, adaptive governance through &amp;ldquo;Fast Train&amp;rdquo; models, and the elevation of data hygiene to a strategic priority.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/frontier-firms-ai-age/featured.jpg"/></item><item><title>The Value Exchange: Redefining Security in the Era of AI</title><link>https://www.mightybs.com/posts/value-exchange-security-in-ai/</link><pubDate>Mon, 04 May 2026 09:21:00 -0400</pubDate><guid>https://www.mightybs.com/posts/value-exchange-security-in-ai/</guid><description>Jobs aren&amp;rsquo;t disappearing because of a lack of talent, but because the game has changed. This post explores the &amp;ldquo;Value-Delivery Equation&amp;rdquo; and how to move from dependence to ownership.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/value-exchange-security-in-ai/featured.jpg"/></item><item><title>Azure AI Foundry Toolboxes: Define Your Agent Tools Once, Use Them Everywhere</title><link>https://www.mightybs.com/posts/azure-ai-foundry-toolboxes/</link><pubDate>Mon, 27 Apr 2026 17:43:00 -0400</pubDate><guid>https://www.mightybs.com/posts/azure-ai-foundry-toolboxes/</guid><description>&lt;p>As organizations scale their AI agent deployments, tool management becomes a bottleneck. Every agent wires its own tools, manages its own credentials, and duplicates integration code. Azure AI Foundry Toolboxes solve this by letting teams define tools once, manage authentication centrally, and expose everything through a single MCP-compatible endpoint that any agent framework can consume.&lt;/p>
&lt;p>Now in public preview, Toolboxes support built-in tools like Web Search, Code Interpreter, and Azure AI Search, plus open protocols like MCP, A2A, and OpenAPI. Best of all, they are framework-agnostic: Microsoft Agent Framework, LangGraph, GitHub Copilot SDK, and custom agents can all consume the same toolbox.&lt;/p></description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/azure-ai-foundry-toolboxes/featured.jpg"/></item><item><title>GPT-5.5 Is Here: OpenAI's Smartest Model Redefines Agentic AI</title><link>https://www.mightybs.com/posts/gpt-5-5-agentic-ai/</link><pubDate>Thu, 23 Apr 2026 18:41:00 -0400</pubDate><guid>https://www.mightybs.com/posts/gpt-5-5-agentic-ai/</guid><description>OpenAI just dropped GPT-5.5, and it&amp;rsquo;s a big deal. This model scores 82.7% on Terminal-Bench 2.0 for agentic coding, excels at knowledge work and scientific research, and matches GPT-5.4 latency while being significantly more token-efficient. Here&amp;rsquo;s what you need to know and why it matters for developers and enterprises.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/gpt-5-5-agentic-ai/featured.jpg"/></item><item><title>GPT-image-2 is Here: AI Image Generation Just Leveled Up</title><link>https://www.mightybs.com/posts/gpt-image-2/</link><pubDate>Thu, 23 Apr 2026 16:47:00 -0400</pubDate><guid>https://www.mightybs.com/posts/gpt-image-2/</guid><description>GPT-image-2 launches on Microsoft Foundry with 4K resolution, multilingual text rendering, intelligent routing, and iterative editing capabilities that turn small creative teams into production powerhouses.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/gpt-image-2/featured.jpg"/></item><item><title>The 2026 Tech Hiring Thaw: A Strategic Pivot to Agentic AI</title><link>https://www.mightybs.com/posts/2026-tech-hiring-thaw/</link><pubDate>Sun, 19 Apr 2026 22:18:00 -0400</pubDate><guid>https://www.mightybs.com/posts/2026-tech-hiring-thaw/</guid><description>While general hiring remains cautious, the demand for &amp;ldquo;Agentic Orchestrators&amp;rdquo; and AI Engineers is driving a significant market thaw. Discover why keeping your skills sharp in the Microsoft ecosystem is more critical than ever.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/2026-tech-hiring-thaw/featured.jpg"/></item><item><title>The Developer Evolution: From "Typists" to "Architects of Agency"</title><link>https://www.mightybs.com/posts/developer-evolution-architects-of-agency/</link><pubDate>Thu, 16 Apr 2026 21:16:00 -0400</pubDate><guid>https://www.mightybs.com/posts/developer-evolution-architects-of-agency/</guid><description>From Assembly to AI, every era of software engineering has faced a &amp;ldquo;panic&amp;rdquo; over new tools. This post explores the five stages of AI enablement&amp;hellip;from simple chat to scaling agent hubs on Kubernetes&amp;hellip;and argues that the real value of tools like GitHub Copilot and Squad isn&amp;rsquo;t in replacing thought, but in providing a &amp;ldquo;momentum engine.&amp;rdquo; Ultimately, we examine the ethical importance of developer delight: ensuring AI makes engineers feel brave and powerful rather than disposable.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/developer-evolution-architects-of-agency/featured.jpg"/></item><item><title>Exciting news for the developer community: Microsoft just unveiled MAI-Image-2-Efficient!</title><link>https://www.mightybs.com/posts/mai-image-2/</link><pubDate>Wed, 15 Apr 2026 08:23:00 -0400</pubDate><guid>https://www.mightybs.com/posts/mai-image-2/</guid><description>New MAI family of models means more options for image generation.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/mai-image-2/featured.jpg"/></item><item><title>Is it just me, or is the "manual" part of "manual cross-posting" the ultimate productivity killer? 🚫</title><link>https://www.mightybs.com/posts/manual-cross-posting-productivity-killer/</link><pubDate>Tue, 14 Apr 2026 23:10:00 -0400</pubDate><guid>https://www.mightybs.com/posts/manual-cross-posting-productivity-killer/</guid><description>POSSE stands for Publish (on your) Own Site, Syndicate Elsewhere — a publishing model where you first post content on your own website or platform, then share it (or links to it) on other sites or social media channels. Doing so allows me to save the content on my blog while also leveraging the power of LinkedIn.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/manual-cross-posting-productivity-killer/featured.jpg"/></item><item><title>Three Azure Certification Renewals!</title><link>https://www.mightybs.com/posts/three-azure-certification-renewals/</link><pubDate>Tue, 14 Apr 2026 00:00:00 -0500</pubDate><guid>https://www.mightybs.com/posts/three-azure-certification-renewals/</guid><description>Staying current is a major part of the journey. I just renewed three Azure certifications — Administrator, Solutions Architect, and SAP Workloads — keeping the skills sharp while building for the future.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/three-azure-certification-renewals/featured.jpg"/></item><item><title>The "Squad" Just Revived My Dinosaur-Aged Blog</title><link>https://www.mightybs.com/posts/squad-revived-my-blog/</link><pubDate>Sun, 12 Apr 2026 00:00:00 -0500</pubDate><guid>https://www.mightybs.com/posts/squad-revived-my-blog/</guid><description>My personal site was stuck in the Blogger era while I built the future of AI at Microsoft. Using Squad, I migrated to Hugo + Azure Static Web Apps in under an hour.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/squad-revived-my-blog/featured.jpg"/></item><item><title>2026 Update: Agents, Architecture, and High School Graduations</title><link>https://www.mightybs.com/posts/2026-update-agents-and-graduations/</link><pubDate>Sat, 11 Apr 2026 18:22:00 -0400</pubDate><guid>https://www.mightybs.com/posts/2026-update-agents-and-graduations/</guid><description>Catching up on 27 years of marriage, two sons navigating college and graduation, and the era of Agentic AI.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/2026-update-agents-and-graduations/featured.jpg"/></item><item><title>From the Command Line to the "Squad" — The Evolution of Development</title><link>https://www.mightybs.com/posts/command-line-to-squad/</link><pubDate>Fri, 13 Mar 2026 00:00:00 -0500</pubDate><guid>https://www.mightybs.com/posts/command-line-to-squad/</guid><description>From Borland C++ to VS Code to agentic AI — a look at how development has evolved from solo coding to orchestrating AI teams.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/command-line-to-squad/featured.jpg"/></item><item><title>Résumé Reflections: Why Staying Current Is Part of Staying Prepared</title><link>https://www.mightybs.com/posts/resume-reflections-staying-prepared/</link><pubDate>Sat, 14 Feb 2026 00:00:00 -0500</pubDate><guid>https://www.mightybs.com/posts/resume-reflections-staying-prepared/</guid><description>I finally updated my résumé and discovered how much has changed. ATS systems parse content differently now — clarity beats impressiveness.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/resume-reflections-staying-prepared/featured.jpg"/></item><item><title>The AI Panic Is the Same Panic Every Generation Has</title><link>https://www.mightybs.com/posts/the-ai-panic-is-the-same-panic/</link><pubDate>Fri, 13 Feb 2026 00:00:00 -0500</pubDate><guid>https://www.mightybs.com/posts/the-ai-panic-is-the-same-panic/</guid><description>From calculators to AI, every technological shift triggers the same fear. History is clear about who comes out ahead.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/the-ai-panic-is-the-same-panic/featured.jpg"/></item><item><title>A Decade of People, Process, and Possibility at Microsoft</title><link>https://www.mightybs.com/posts/a-decade-at-microsoft/</link><pubDate>Sat, 13 Dec 2025 00:00:00 -0500</pubDate><guid>https://www.mightybs.com/posts/a-decade-at-microsoft/</guid><description>Ten years at Microsoft. A reflection on growth, gratitude, and the people who make technology meaningful.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/a-decade-at-microsoft/featured.jpg"/></item><item><title>Platinum Club Outstanding Achievers — Thank You</title><link>https://www.mightybs.com/posts/platinum-club-thank-you/</link><pubDate>Thu, 13 Apr 2023 00:00:00 -0500</pubDate><guid>https://www.mightybs.com/posts/platinum-club-thank-you/</guid><description>A heartfelt thank-you to the incredible people at Microsoft who helped me earn the Platinum Club Outstanding Achievers award.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/platinum-club-thank-you/featured.jpg"/></item><item><title>The Origin Story: From VIC-20 to Cloud Architecture</title><link>https://www.mightybs.com/posts/vic-20-to-cloud-architecture/</link><pubDate>Sun, 30 Aug 2020 00:00:00 +0000</pubDate><guid>https://www.mightybs.com/posts/vic-20-to-cloud-architecture/</guid><description>How a USAF Chief Master Sergeant&amp;rsquo;s son went from a Commodore VIC-20 and Quake clans to a career in cloud architecture at Microsoft.</description><media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.mightybs.com/posts/vic-20-to-cloud-architecture/featured.jpg"/></item></channel></rss>