The Real ROI of Claude Agents: Where the Savings Come From
A grounded 2026 cost model for enterprise Claude agents — where savings come from, the token math leaders miss, and how to measure ROI honestly.
7 min read
Agentic AI & LLMs
Agentic AI & LLMs archive page 583 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.
From the blog
Latest articles
Migrating Workflows to Claude Agents Without Breaking Prod (How Enterprises Build Agents 2026)
A staged playbook for moving an existing workflow onto a Claude agent: shadow mode, human-in-the-loop, gradual rollout, and clean rollback without breaking prod.
6 min read
Testing and Evals for Claude Agents: Gating Releases
Measure Claude agent quality and gate releases with an eval loop: build eval sets, use LLM judges and code checks, and catch regressions before they ship.
6 min read
Securing Claude AI Agents: Sandboxing and Least Privilege
Harden Claude agents in 2026 with sandboxing, least-privilege tools, secrets isolation, and layered prompt-injection defense. A practical security guide.
7 min read
Cutting Claude Agent Token Costs: Caching and Batching (How Enterprises Build Agents 2026)
Keep Claude agent runs cheap and fast with prompt caching, batching, model routing, and context compaction. Practical token-cost control patterns for 2026.
7 min read
Debugging Claude AI Agents: Loops, Bad Tool Calls, Fixes (How Enterprises Build Agents 2026)
Diagnose and fix the failure modes that break Claude agents: infinite loops, wrong tool calls, and hallucinated arguments — a practical debugging guide.
8 min read
Prompt and Context Design for Claude Agents in 2026 (How Enterprises Build Agents 2026)
What to put in a Claude agent's context and what to leave out in 2026: lean system prompts, ranked retrieval, compaction, and avoiding context rot.
7 min read
Wiring MCP Servers Into Claude Agents the Right Way (How Enterprises Build Agents 2026)
Wire MCP tools into Claude agents the right way in 2026: scoped auth, typed schemas, structured error handling, and idempotent writes.
7 min read
Reusable Claude Agent Patterns for Tools and Context
Code-level Claude agent patterns for 2026: design tools like APIs, structure prompts, compact context, format results, and fail gracefully.
7 min read