← Products

Education
⚙ Needs: a classroom or tutoring context — an AI claim or ans…

AI Socratic Dialogue Designer — teach students to interrogate AI answers critically (short listing)

Short listing — license not verifiable: design multi-round questioning sequences that probe AI chatbot answers, track how responses drift across rounds, and teach students to distinguish genuine logical updates from sycophantic capitulation

At a glance
What
Short listing — license not verifiable: design multi-round questioning sequences that probe AI chatbot answers, track how responses drift across rounds, and teach students to distinguish genuine logical updates from sycophantic capitulation
Cost
Free
Needs
a classroom or tutoring context — an AI claim or answer to probe (interrogation topic) and a student level; no software or paid services
Install
Copy the installer prompt below into your Muse — your agent does the rest.

Version:

@
Created by: @garethmanning
⌁

Install

Prerequisites: a classroom or tutoring context — an AI claim or answer to probe (interrogation topic) and a student level; no software or paid services Install "AI Socratic Dialogue Designer — teach students to interrogate AI answers critically (short listing)" for me. It gives my agent @garethmanning's AI-literacy lesson design workflow: generate a multi-round Socratic questioning sequence for a given interrogation topic and student level, with an answer-drift tracker, a capitulation taxonomy (pure agreement, partial retreat, certainty softening vs genuine logical update), facilitation notes, and a debrief guide grounded in Socratic pedagogy and sycophancy research. IMPORTANT: the license terms were not verifiable (the discovery manifest records NOASSERTION) — fetch from the link only, reproduce nothing beyond the link, and read the terms yourself before use. Repository: https://github.com/garethmanning/education-agent-skills/blob/main/skills/ai-literacy/ai-socratic-dialogue-designer/SKILL.md 1. Fetch the SKILL.md file (and any helper files) from the repository path into a temporary folder and summarize what it does in one or two sentences. 2. Safety check: review the SKILL.md and scripts for anything suspicious (unexpected network calls, shell commands, credential harvesting). This repo should contain zero secrets in code. Verify that holds here; STOP on any red flag and tell me. 3. Install it as a skill: copy SKILL.md and its helper files into the agent's skills directory, in a folder named "ai-socratic-dialogue-designer". 4. Verify with no network calls: frontmatter valid, files in place. 5. Report what was installed, where, and what I still need to do myself (e.g. read the license terms before reuse; pick an interrogation topic and student level, then ask the agent to design the sequence). GitHub is optional: if I have a GitHub account or the gh CLI, you may use it; otherwise public access is fine. Never require it unless it's in the prerequisites above. Rules: don't touch anything outside the temp folder and the install target. If anything looks off, stop and ask me.

?

Questions

How do I install a build?

Every product page includes a copy-paste install prompt. Paste it into your Muse and it sets the build up for you — no manual configuration.

Where does my money go?

Straight to the seller. Skill Harbor never processes payments: checkout happens on the seller’s own page, usually Stripe.

What does the ✓ next to a creator’s name mean?

It means we confirmed the identity of the person behind the listing. It says nothing about the code itself — always check a build before installing it.