Azure Content Understanding: Reconcile Invoice Totals
Build an Azure Content Understanding invoice analyzer, follow asynchronous REST requests, and check calculated totals against document evidence before use.
Read the storyTHE INTEL LIBRARY
The Agent Stack
Foundry Agent Local Testing: Run and Inspect Before Deploying
Foundry agent local testing with azd: scaffold the official Python sample, review configuration, send a haiku prompt, inspect responses, and recover safely.
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Sentry Conversation Export: Build Regression Cases From Recorded Answers
Use Sentry conversation export to map recorded answers into Braintrust regression cases, reject incomplete records, preserve truth, and verify stable imports.
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AI Agent Tool Gateway: Who Holds the Keys When One Token Calls Thousands of Paid Tools
One token can reach thousands of paid tool endpoints. Register who holds each key, run the --local check, cap per-agent spend and reconcile the meter monthly.
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Evals for AI Agents: How to Measure Software That Acts
What are evals in AI? A plain definition, four grader types, pass@k worked examples, and a five-step plan for your first agent eval suite in one week.
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LangGraph in 2026: Deep Review, Real Use Cases, and When to Use Something Else
An honest LangGraph review for 2026: the graph model, checkpointing and interrupts, three real builds, platform pricing scrutiny, and when to skip it.
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Securing AI Agents: Prompt Injection, Least Privilege, and the New Attack Surface
AI agent security in practice: the lethal trifecta, prompt injection, MCP hardening per the June 2026 government guidance, and controls that bound blast radius.
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The Test Harness, Reinvented: QA for Agentic Software
The test harness in software testing, defined in 49 words — then rebuilt for AI agents: sandboxes, replayed tools, trajectory checks, and budget caps.
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The Open-Source AI Agent Stack Serious Builders Run in 2026
What open source artificial intelligence really means, and the agent stack that runs on it in 2026: models, runtimes, orchestration, MCP, and three recipes.
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Agentic CI/CD: Self-Healing Pipelines and Git When Machines Commit
Agentic CI/CD runs both ways: agents heal failing pipelines, and pipeline gates govern machine commits. Get the playbook, git rules, and adoption plan.
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