The ROI of Agent Skills: Where the Savings Come From (Skill Creator Test Refine)
A real cost model for Claude Agent Skills: where time and token savings come from, how to measure ROI, and the pitfalls that quietly erase it.
8 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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Migrating a Workflow to Claude Agent Skills Safely
A safe migration playbook for moving an existing workflow onto Claude Agent Skills: shadow runs, canary rollout, divergence review, and clean rollback.
7 min read
Evals for Agent Skills: Measure Quality, Gate Releases
Build an eval loop for Claude Agent Skills: representative cases, rubric LLM judges, variance-aware pass rates, and a release gate that blocks regressions.
8 min read
Security Hardening for Claude Agent Skills
Harden Claude Agent Skills: sandboxing, least privilege, secrets at the tool boundary, and layered prompt-injection defense — with concrete config.
7 min read
Cutting Token Cost in Agent Skills: Cache & Batch
Make Claude Agent Skills cheap and fast with prompt caching, batched tool calls, context trimming, and per-step model routing — measured, not guessed.
8 min read
Debugging Agent Skills: Loops, Wrong Tools, Bad Args
Diagnose and fix the three Agent Skill failure modes on Claude — loops, wrong tool calls, and hallucinated arguments — with concrete traces and edits.
9 min read
Prompt and context design for reliable Agent Skills
What to put in an Agent Skill's context and what to leave out: budgeting, progressive disclosure, examples over adjectives — measured and refined with skill-creator.
7 min read
Wiring tools and MCP servers into Agent Skills safely
Connect tools and MCP servers to Claude Agent Skills: auth, JSON schemas, error handling, and idempotency — and test each path with skill-creator.
8 min read
Reusable patterns for structuring Claude Agent Skills
Code-level patterns for Agent Skills: description-as-router, progressive disclosure, deterministic scripts, and gradeable instructions tested with skill-creator.
7 min read