Prompt Caching with the Anthropic SDK: Cut Token Costs by 90%
Anthropic prompt caching turns repeated context into a 90% discount — here's the exact cache_control setup, math, and failure modes to check.
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Topic
Category: AI
Hands-on AI guidance for IT professionals: governing Microsoft Copilot and LLM access, orchestrating multi-model workflows, and reviewing AI-assisted code without shipping new risk. Practical patterns you can apply this sprint.
5 articles
LangGraph vs CrewAI: Choosing an Agent Framework in 2026
LangGraph vs CrewAI compared on control flow, debugging, and cost so you pick the right multi-agent framework the first time.
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Missing AI Guardrails: When Your Copilot Serves Data Users Shouldn’t See
Missing AI guardrails let users query their way into data they can't open directly. Close the gap with permission-trimmed retrieval and identity flow.
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Multi-Vendor LLM Orchestration: The Advocate/Adjudicator Pattern with GPT, Claude, and Gemini
Multi-provider LLM orchestration runs GPT, Claude, and Gemini as independent advocates, adjudicates one answer, and gates it — cutting single-model risk.
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Multi-Model AI Code Review in Claude Code: The Advocate/Adjudicator Pattern
Claude Code subagent orchestration fans a change out to rival AI models, adjudicates the best plan by rubric, and gates it behind passing tests.
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