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Technology Explorations in Data & AI

From Prompts to Agents: AI Agent Skills in Claude Code

25 min24 februari 2026

AI agents get messy fast once you move beyond simple prompts. Context windows fill up with noise, agents start reasoning in loops, and suddenly you're dealing with brittle behavior and hallucinations.

Jesus walks through how Claude Code skills fix this -- packaging repeatable workflows into modular components that load only when needed. He demos two real examples: an Explain Code skill and a PR Review skill that forks context, limits tool permissions, and uses CLI commands to analyze pull requests.

Resources:
- Demo code: https://github.com/datamindedbe/demo-technology-exploration/tree/main/demos/agent_skills
- Anthropic docs: https://platform.claude.com/docs/en/agents-and-tools/agent-skills/overview
- Skills standard: https://agentskills.io
- Curious about MCP? https://youtu.be/fIr55-koOJQ

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Creators & Guests


Click here to watch a video of this episode.
Full playlist: https://www.youtube.com/playlist?list=PLJ_da7qdfL80rA7byzC_CmyrfJWjcCTnb
  • (00:00) - Introduction
  • (01:28) - Demo: Skills in Claude Code
  • (05:57) - How agents work: from prompts to context engineering
  • (08:19) - What are Skills? (vs MCP, RAG, Commands)
  • (10:33) - Building your own Skill
  • (15:20) - Skills vs MCPs
  • (16:29) - What about hallucinations?
  • (17:07) - Specs and Anthropic's Skill Guide
  • (19:28) - Skillception: a skill to create skills
  • (20:34) - Is MCP history?
  • (22:50) - Sharing skills & wrap-up

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Data & AI: Technology Explorations is a biweekly show from Dataminded. Each episode a Dataminded engineer demos a tool or technique worth knowing about -- working code, honest takes, no hype.

Music by Aleksandr Karabanov from Pixabay

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