Migrating an existing workflow to Claude Code agents
A safe, incremental playbook for moving an existing workflow onto Claude Code dynamic workflows — strangler pattern, shadow runs, and instant rollback.
7 min read
Agentic AI & LLMs
Agentic AI & LLMs archive page 35 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
Evals for Claude Code workflows: gating releases right
Measure dynamic-workflow quality and gate releases with an eval loop — datasets, code and LLM-judge graders, and regression tracking that stops shipping on vibes.
7 min read
Security hardening for Claude Code dynamic workflows
Harden Claude Code dynamic workflows with sandboxing, least privilege, secrets isolation, and layered prompt-injection defense for untrusted input.
8 min read
Cutting token cost in Claude Code dynamic workflows
Keep Claude Code dynamic workflows cheap and fast with prompt caching, batching, context scoping, and the right multi-agent tradeoff.
8 min read
Debugging dynamic workflows in Claude Code: failure modes
Diagnose the three failure modes of Claude Code dynamic workflows — loops, wrong tool calls, hallucinated arguments — with concrete transcript-based fixes.
9 min read
Prompt and Context Design for Claude Code Workflows
What to put in context, what to leave out, and why: practical prompt and context design for reliable Claude Code dynamic workflows and agents.
8 min read
Wiring MCP Servers Into Claude Code Workflows
Wire MCP servers into Claude Code dynamic workflows the right way: auth, schemas, error handling, and idempotency for production-grade agent tool use.
8 min read
Reusable Patterns for Claude Code Dynamic Workflows
Code-level patterns for Claude Code dynamic workflows: structuring goals, small composable tools, layered context, and subagents for reliable agent runs.
8 min read
Build a Dynamic Workflow in Claude Code: A Walkthrough
Step-by-step: build a dynamic workflow in Claude Code from setup to tools, skills, hooks, and a first end-to-end run an engineer can follow today.
8 min read