When to use Claude prompt caching and when not to
Honest trade-offs for Claude prompt caching: when it pays, when it loses money, and alternatives like the Batches API and shorter prompts.
9 min read
Agentic AI & LLMs
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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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Governance for Claude prompt caching: guardrails to scale
Guardrails leadership needs before scaling Claude prompt caching: tenant data isolation, system-prompt integrity, injection safety, and audit signals.
9 min read
Team adoption of Claude prompt caching: habits and norms
Turn Claude prompt caching into a durable team habit: centralized prompt assembly, cache-aware reviews, hit-rate dashboards, and shared norms.
9 min read
Prompt caching ROI with Claude: where the savings come from
Claude prompt caching cost model: 1.25x writes, 0.1x reads, break-even math, and where latency and dollar savings actually come from.
10 min read
Migrating a Workflow to Claude Agents Without Breaking It (Prompt Caching With Claude)
Move an existing workflow onto Claude agents safely: strangler-fig migration, shadow mode, canary traffic, and clean one-flag rollback.
8 min read
Testing and Evals for Claude Agents: Gate Releases
Build a Claude agent eval loop: outcome and trajectory metrics, real-failure datasets, rubric-driven LLM-as-judge, and CI gates that block regressions.
8 min read
Security Hardening for Claude Agents: A 2026 Guide
Harden Claude agents with sandboxing, least-privilege tools, safe secrets handling, and prompt-injection defense — concrete patterns for untrusted input.
8 min read
Cut Claude Agent Cost: Caching, Batching, Fast Runs
Cut Claude agent cost and latency with prompt caching, batching, model routing, and context discipline — techniques for cheaper, faster runs.
8 min read
Debugging Claude Agents: Loops, Bad Tool Calls, Fixes (Prompt Caching With Claude)
Diagnose and fix Claude agent failures — tool-call loops, wrong tool selection, and hallucinated arguments — without invalidating your prompt cache.
9 min read