Evals for Claude Agents: Measuring Quality and Gating Releases (Eight Trends Software 2026)
Build an eval loop for Claude agents — datasets from real failures, programmatic and LLM-as-judge graders, and a CI gate that blocks regressions.
7 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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Hardening Claude Agents: Sandboxing, Least Privilege, Injection (Eight Trends Software 2026)
Secure agentic systems on Claude — sandbox tool execution, enforce least privilege, protect secrets, and defend against prompt injection.
8 min read
Cutting Agent Token Cost: Caching, Batching, and Cheap Runs
Keep Claude agent runs fast and cheap with prompt caching, the Batches API, model tiering, and context discipline — without losing quality.
8 min read
Debugging Claude Agents: Loops, Bad Tool Calls, Hallucinated Args (Eight Trends Software 2026)
Fix the three failure modes that break agentic runs — loops, wrong tool calls, and hallucinated arguments — with trace-driven debugging on Claude.
9 min read
Prompt and Context Design for Claude Agents in 2026 (Eight Trends Software 2026)
What to put in a Claude agent's context, what to leave out, and why — practical context engineering that keeps agents sharp, cheap, and reliable in 2026.
7 min read
Wiring MCP Servers Into Claude Agents the Right Way (Eight Trends Software 2026)
A practical guide to connecting MCP servers to Claude agents in 2026 — handling auth, schemas, error handling, and idempotency so tool calls stay safe and reliable.
8 min read
Reusable Agent Patterns for Prompts, Tools, and Context
Code-level patterns for structuring Claude agents in 2026 — shaping prompts, designing tool interfaces, and organizing context so agents stay reliable at scale.
7 min read
Build a Claude Agent Step by Step with the Agent SDK
A concrete, follow-along walkthrough for building a production Claude agent in 2026 — from a bare loop to tools, MCP, skills, and a real stop condition.
7 min read
Inside Claude Agent Architecture: How the Pieces Fit
An end-to-end look at how a Claude agent is wired in 2026 — the model loop, context window, tools, MCP servers, skills, and subagents working together.
8 min read