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We hid the best candidate in a pile of 100 resumes and asked AI for the top 10. With one big chat prompt, Claude Haiku 5.5 found her in 5 of 35 runs. With a well-designed AI Skill (instructions, an example of good, a reference file, a script, guardrails and a second AI check), she made the shortlist in all 15 runs we recorded, across five AI models. This is a guided tour of AI Skill Lab: Recruiter: how to replay every recorded run, what each part of a skill does and why, how to build your own starter skill for Claude, ChatGPT or Microsoft 365 Copilot, and how we built the whole thing in one weekend with Claude Opus 5.5 (26,419 recorded runs, about 126 million tokens). Try the lab: https://squidtrain.com/lab/skill-lab-recruiter Read the write-up: https://squidtrain.com/blog/skill-lab-recruiter Book a free call: https://squidtrain.com/book Chapters 0:00 One big prompt vs. an AI Skill 0:50 What AI Skill Lab: Recruiter is 1:08 A quick tour 1:26 Level 1: one big chat prompt 2:40 Level 2: the six parts of a skill 4:17 What changed 5:17 Look inside, build your own, use your tools 6:01 How we built it 6:56 Try it yourself Kestrel Supply and its applicants are fictional. Every run in the lab is a recorded run, replayed exactly. Costs are API costs from recorded token counts at list prices. Built with Claude Opus 5.5. Narration: AI voice. Visuals: animated graphics and frame-by-frame captures of the live lab page. #AITraining #AISkills #Hiring

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