๐คAI Agents & Agentic AIWhat AI agents are, how they reason and act, and why agentic AI is reshaping how software gets built.
๐MCP โ Model Context ProtocolThe open standard that lets AI agents connect to databases, APIs, and tools. USB for AI โ write once, works with any model.
๐คPhysical AIAI in robots, autonomous vehicles, and edge devices. How AI is moving from screens into the physical world.
โ ๏ธRisks of Agentic AICompounding errors, prompt injection, cost runaway, jailbreaking โ the real challenges of deploying autonomous AI agents safely.
๐งชWhat is AI Harness Engineering?Evaluation harnesses for AI โ systematic frameworks to test, benchmark, and validate LLMs, RAG pipelines, and agents before and after production.
๐ฌEvaluation Frameworkslm-evaluation-harness, HELM, OpenAI Evals, DeepEval, and Promptfoo โ the tools used to benchmark and compare AI models.
๐Benchmark DatasetsMMLU, HumanEval, GSM8K, BIG-Bench, GPQA โ the standard benchmarks explained, plus how to build your own golden evaluation dataset.
๐RAG EvaluationEvaluate retrieval and generation separately using Ragas and TruLens. Faithfulness, answer relevancy, context recall, and context precision metrics.
โ๏ธAutomated Eval PipelinesWire evaluation into CI/CD with GitHub Actions. Auto-block deploys when quality scores drop below threshold.
๐ดRed Teaming & SafetySystematically test for prompt injection, jailbreaks, toxicity, and bias using Garak and adversarial prompt datasets.
โกPerformance BenchmarkingMeasure TTFT, total latency, cost per request, and throughput. Compare models on speed and price before committing.
๐Regression TestingDetect quality degradation from model updates, prompt changes, or retrieval changes using baselines and A/B evaluation.
Complete IDEs rebuilt from the ground up around AI โ not extensions bolted onto an existing editor.
๐ฑ๏ธCursorThe leading AI-native IDE. A VS Code fork rebuilt around AI with codebase-aware chat, Composer agent mode, and your choice of Claude, GPT-4o, or Gemini.
๐WindsurfAI-first IDE from Codeium. Cascade agentic editing understands your full project context. Supercomplete predicts your next edit, not just the next line.
๐งAWS KiroAmazon's AI IDE with spec-driven development. Generates a full requirements spec before writing a single line of code. Built-in MCP, Hooks, and steering files.
AI extensions and agents that work inside VS Code, Visual Studio, JetBrains, or Vim โ without switching editors.
๐GitHub CopilotThe world's most-used AI coding extension. Works inside VS Code, Visual Studio, JetBrains, and Vim. Inline completions, chat, and Agent Mode.
๐งโ๐ปClaude for VS CodeAnthropic's Claude extension for VS Code. Chat with Claude about your open files, get inline suggestions, and run Claude Code from within the editor.
โกCodex in VS CodeOpenAI's Codex powers GitHub Copilot and is also available as an extension. Inline completions and chat directly inside your editor.
Dedicated AI tools that are not full IDEs โ they run in your terminal, browser, or as a separate app alongside your existing workflow.
๐งโ๐ปClaude CodeAnthropic's terminal AI agent. Runs in your terminal alongside any editor โ reads your codebase, edits files, runs tests, and commits changes autonomously.
โกOpenAI Codex (Agent)OpenAI's cloud-based coding agent. Runs tasks in a sandboxed environment, opens GitHub PRs, and executes multiple tasks in parallel.
๐ฎGoogle Anti-GravityGoogle's standalone AI coding tool powered by Gemini 2.5. 2M token context, Google Search grounding. Not an IDE โ a separate AI coding app.
๐Gemini CLIGoogle's open-source terminal AI agent. Free tier with 1M token context and Google Search grounding. Runs in any terminal alongside your editor.
๐ง Quiz HubTest your knowledge across Python, JavaScript, TypeScript, C#, Docker, Azure, and GitHub Copilot. 300+ questions with instant feedback and explanations.
๐Python Quiz60 questions across fundamentals, OOP, async, type hints, iterators, testing, and memory management.
โกJavaScript Quiz60 questions covering closures, async/promises, ES6+ features, the DOM, and modern tooling.
๐ทTypeScript Quiz40 questions on the type system, generics, utility types, and advanced TypeScript patterns.
๐ฎC# & .NET Quiz60 questions on OOP, LINQ, async/await, generics, memory management, and ASP.NET Core.
๐ณDocker & Kubernetes Quiz40 questions on containers, images, networking, volumes, and Kubernetes fundamentals.
โ๏ธAzure Cloud Quiz40 questions aligned with AZ-900 to AZ-204 โ compute, storage, networking, identity, and DevOps.
๐คGitHub Copilot Quiz60 questions on Copilot features, best practices, enterprise usage, and certification prep.
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