First screen, captured 1 day ago. Open the video.

Socratic Tutor

What HN thinks

Socrates gets a SKILL.md and 6.3k GitHub stars; the agora debates whether it's just a prompt.

Socratic LLM tutoring works well
Many users report the skill stops models from handholding and genuinely makes them think, calling it an overlooked LLM use case.
It's just a prompt, not novel
Skeptics note skills are markdown prompts, dozens of similar repos exist, and one key line reproduces most of the effect.
AI erodes human thinking
Some worry outsourcing structure to AI weakens people's own reasoning and homogenizes communication.

Consensus: Most agree Socratic questioning via LLMs is genuinely useful for learning, though few think this particular skill is original or hard to replicate.

Recommended in the comments

pi (tool): Suggested as an easy way for beginners to run the tutor skill.
Keating AI ↗ (service): Recommended as a similar AI-based teaching tool.
Math Academy ↗ (service): Mentioned as the likely inspiration for the tutor's approach.

Summarised by Claude from the comment thread 1 day ago.

Points: 641
Comments: 146
Best rank: #1
Posted: 2026-11-10 by tosh
Category: AI & ML

agent-skills llm-prompts socratic-method tutoring jane-street claude-code

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