The Real ROI of Claude Agents: A Cost Model
A concrete cost model for Claude agents: where savings come from, how tokens map to dollars, and how to prove payback to finance.
8 min read
Agentic AI & LLMs
Agentic AI & LLMs archive page 617 of 631
Agentic AI & LLMs
Agentic AI, LLM engineering, and the models behind modern automation — multi-agent systems, LLM evaluation and comparisons, RAG, fine-tuning, AI infrastructure, security, and production AI engineering.
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Migrating a Workflow to AI Agents: A Safe Rollout Plan
Move an existing workflow onto a Claude agent safely with a staged rollout — shadow mode, canary, progressive rollout, and instant flag-based rollback.
7 min read
Testing and Evals for AI Agents: Gate Every Release
Build an eval loop for Claude agents — deterministic checks, LLM-as-judge, regression suites — that measures quality and gates releases in CI.
7 min read
Securing AI Agents: Sandboxing, Least Privilege, Defense
Harden Claude agents against prompt injection with sandboxing, least privilege, and secret hygiene — plus a copy-paste secure tool wrapper.
7 min read
Cutting AI Agent Cost: Caching, Batching, Fast Runs
Keep Claude agents cheap and fast with prompt caching, the Message Batches API, model routing, and context discipline — with copy-paste examples.
7 min read
Debugging Claude AI Agents: Loops, Bad Tool Calls, Fixes (Building Effective AI Agents)
Diagnose and fix the failures that break Claude agents: loops, wrong tool calls, and hallucinated arguments — with a copy-paste validation gate.
9 min read
Context Engineering for Claude Agents: What to Include (Building Effective AI Agents)
What to put in a Claude agent's context and what to leave out — tiered context, compaction, just-in-time retrieval — with a diagram, code, and pitfalls.
8 min read
Wiring MCP Tools Into a Claude Agent the Right Way
Connect MCP servers to a Claude agent the right way — auth at the boundary, strict schemas, structured errors, and idempotency — with code and a diagram.
8 min read
Claude Agent Patterns: Prompts, Tools, and Context (Building Effective AI Agents)
Reusable code-level patterns for Claude agents — sectioned prompts, tool catalogs as UI, tiered context, and policy-as-data — with examples and a diagram.
7 min read