NewsMicrosoft Is Quietly Swapping the AI Inside CopilotMicrosoft now routes Excel and Outlook Copilot prompts to its own MAI models instead of OpenAI and Anthropic. What the quiet swap means for builders.Jul 9, 2026·6 min
NewsClaude Fable 5 Is Back Online, and Free Until July 12Anthropic's most capable model returned July 1 after a US export-control blackout. Here's what Fable 5 does, what it costs, and how to use the free window.Jul 1, 2026·7 min
NewsClaude Sonnet 5 vs Opus 4.8: When to Pay MoreSonnet 5 hits ~91% of Opus 4.8's agentic-coding score at 40% of the price. A routing rule for agents: default to Sonnet 5, and when Opus still earns it.Jun 30, 2026·6 min
NewsPrompt Injection: The #1 Security Risk for AI AppsPrompt injection is the top vulnerability in LLM apps. See how the attack works, why AI agents make it worse, and how to actually defend your code.Jun 28, 2026·7 min
AI & MLCapstone: Build a Chat-With-Your-Notes AI AppCapstone project: build a 'chat with your notes' AI app in Python with RAG, retrieval, and citations end to end, then where to go next.Jun 22, 2026·12 min
AI & MLLLM Apps: Tokens, Cost, Latency and SafetyTokens, cost, latency, and safety for LLM apps: count tokens, estimate cost, retry with backoff, and defend against prompt injection.Jun 22, 2026·10 min
AI & MLBuild a Simple AI Agent in PythonBuild a simple AI agent in Python: the think-act-observe loop, tool use, and memory, so the model can take steps, not just answer once.Jun 21, 2026·10 min
AI & MLRAG: Chat With Your Own Documents in PythonBuild retrieval-augmented generation in Python: chunk, embed, retrieve, and ground an LLM's answers in your own documents with a working mini-RAG.Jun 21, 2026·10 min
AI & MLTool Calling: Let the LLM Use Your FunctionsLet an LLM call your Python functions with tool calling: define tools, run the call loop, and feed results back so the model can finish the job.Jun 20, 2026·8 min
AI & MLControl LLM Output: Temperature, Tokens, StreamingControl LLM output in Python: temperature, top_p, max_tokens, stop sequences, and streaming responses token by token, with an interactive demo.Jun 19, 2026·9 min
AI & MLGet Structured JSON Output You Can TrustGet structured JSON out of an LLM reliably: JSON mode, a Pydantic schema, validation, and retries, so your code can trust the model's output.Jun 19, 2026·8 min
AI & MLPrompts and the Message Format, ExplainedHow LLM prompts really work: the messages array, system/user/assistant roles, and keeping multi-turn conversation state in Python.Jun 18, 2026·8 min
AI & MLPrompt Engineering That Actually WorksPractical prompt engineering for developers: be specific, use few-shot examples, fix the format, and dodge the failure modes that waste tokens.Jun 18, 2026·10 min
AI & MLMake Your First LLM API Call in PythonMake your first LLM API call in Python using the OpenAI-compatible SDK. Set up a client, keep your key safe, and get a real model response.Jun 17, 2026·7 min
AI & MLWhat an LLM Actually Is (and What It Isn't)What a large language model really is: next-token prediction, tokens, training vs inference, and what LLMs are good and bad at, with a live demo.Jun 17, 2026·10 min
NewsThe 2026 LLM Price War: Near-Frontier for CentsCheap Chinese models now post near-frontier scores at a tenth of the price. What collapsing inference cost means for anyone building with LLMs.Jun 16, 2026·9 min