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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.

9 articles
Level: All Beginner Intermediate Advanced
AI

LiteLLM, RAGFlow, Kestra: Your AI Gateway Is a Control-Plane Target

AI gateway security after Microsoft's August findings: find exposed LiteLLM, RAGFlow and Kestra hosts in Azure, isolate them, rotate keys, detect abuse.

Thorsteinn Halldorsson · September 15, 2026 · 17 min read Intermediate
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AI

Securing Azure OpenAI for the Enterprise: Private Endpoints, Entra ID Auth, and Content Filtering

Azure OpenAI private endpoint security done right: lock down deployments with Private Link, Entra ID auth, and content filtering before production.

Thorsteinn Halldorsson · August 15, 2026 · 14 min read Intermediate
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AI

Fine-Tuning vs RAG vs Prompt Engineering: Choosing the Right Approach for Enterprise AI Apps

Fine-tuning vs RAG vs prompt engineering compared: what each actually changes, honest cost profiles, and a decision framework for enterprise AI apps.

Thorsteinn Halldorsson · August 10, 2026 · 23 min read Intermediate
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AI

Building an Internal Copilot Studio Agent: A Step-by-Step Guide for IT Help Desks

Build an internal Copilot Studio help desk agent end to end: knowledge sources, generative answers, Entra auth, Power Automate ticketing, Teams rollout.

Thorsteinn Halldorsson · August 10, 2026 · 24 min read Intermediate
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AI

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.

Thorsteinn Halldorsson · July 13, 2026 · 18 min read Intermediate
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AI

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.

Thorsteinn Halldorsson · July 13, 2026 · 21 min read Intermediate
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AI

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.

Thorsteinn Halldorsson · July 8, 2026 · 15 min read Intermediate
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AI

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.

Thorsteinn Halldorsson · July 8, 2026 · 14 min read Intermediate
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AI

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.

Thorsteinn Halldorsson · July 8, 2026 · 17 min read Intermediate
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