DeepTutor CLI
HKUDS/DeepTutor
Teaches the agent to set up and run DeepTutor from the command line: chat and capabilities, knowledge bases, partners, memory, sessions, notebooks and the server or Web app.
Design, deliver, or audit explanations and lessons with a Pinker-informed focus on phenomena, the curse of knowledge, concrete models, active reasoning, feedback, and revision.
$ npx skills add AHepi/DeepReason --skill pinker-teach-for-understanding -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install AHepi/DeepReason pinker-teach-for-understanding --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/AHepi/DeepReason.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/pinker-teach-for-understanding .claude/skills/pinker-teach-for-understanding && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "pinker-teach-for-understanding" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/pinker-teach-for-understanding into .claude/skills/pinker-teach-for-understanding/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pinker-teach-for-understanding", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/AHepi/DeepReason/tree/main/.claude/skills/pinker-teach-for-understandingType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add AHepi/DeepReason --skill pinker-teach-for-understanding -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install AHepi/DeepReason pinker-teach-for-understanding --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AHepi/DeepReason.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/pinker-teach-for-understanding .agents/skills/pinker-teach-for-understanding && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "pinker-teach-for-understanding" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/pinker-teach-for-understanding into .agents/skills/pinker-teach-for-understanding/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pinker-teach-for-understanding", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add AHepi/DeepReason --skill pinker-teach-for-understanding -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install AHepi/DeepReason pinker-teach-for-understanding --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AHepi/DeepReason.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/pinker-teach-for-understanding .cursor/skills/pinker-teach-for-understanding && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "pinker-teach-for-understanding" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/pinker-teach-for-understanding into .cursor/skills/pinker-teach-for-understanding/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pinker-teach-for-understanding", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/AHepi/DeepReason.git --path .claude/skills/pinker-teach-for-understanding--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add AHepi/DeepReason --skill pinker-teach-for-understanding -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install AHepi/DeepReason pinker-teach-for-understanding --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AHepi/DeepReason.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/pinker-teach-for-understanding .gemini/skills/pinker-teach-for-understanding && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "pinker-teach-for-understanding" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/pinker-teach-for-understanding into .gemini/skills/pinker-teach-for-understanding/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pinker-teach-for-understanding", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install AHepi/DeepReason pinker-teach-for-understandingInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add AHepi/DeepReason --skill pinker-teach-for-understanding -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/AHepi/DeepReason.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/pinker-teach-for-understanding .github/skills/pinker-teach-for-understanding && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "pinker-teach-for-understanding" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/pinker-teach-for-understanding into .github/skills/pinker-teach-for-understanding/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pinker-teach-for-understanding", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add AHepi/DeepReason --skill pinker-teach-for-understanding -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install AHepi/DeepReason pinker-teach-for-understanding --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AHepi/DeepReason.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/pinker-teach-for-understanding .opencode/skills/pinker-teach-for-understanding && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "pinker-teach-for-understanding" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/pinker-teach-for-understanding into .opencode/skills/pinker-teach-for-understanding/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pinker-teach-for-understanding", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
pinker-teach-for-understandingDesign, deliver, or audit explanations and lessons with a Pinker-informed focus on phenomena, the curse of knowledge, concrete models, active reasoning, feedback, and revision.
Pinker Teach For Understanding is an agent skill from AHepi/DeepReason. Design, deliver, or audit explanations and lessons with a Pinker-informed focus on phenomena, the curse of knowledge, concrete models, active reasoning, feedback, and revision. Use when the user explicitly requests Pinker's approach to teaching, invokes this skill, wants a difficult idea explained to a specified audience, or asks for a lesson, tutoring sequence, course segment, or teaching audit grounded in his work. Describe this as Pinker-informed teaching, not as a validated pedagogy created by Steven Pinker.
Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/teaching-evidence.md` and `references/teaching-patterns.md`).
It sits in Education, covering Tutoring and explanations. The licence is MIT.
8 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 9607fba. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Pinker Teach For Understanding loads about 1.8k tokens when it runs, and up to ~4k if it reads all its reference files. Until then it costs about 137 tokens; SKILL.md has 912 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from AHepi/DeepReason at commit 9607fba, republished under its MIT licence (© AHepi). 912 words, ~1,828 tokens.
.claude/skills/pinker-teach-for-understanding/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.Produce a change in what the learner can reconstruct and use, not merely a smooth presentation. Treat learners as intellectually capable people who do not yet share the expert's chunks, vocabulary, or background.
Read references/teaching-evidence.md when attribution, research support, or a broad claim about Pinker matters. Read references/teaching-patterns.md for ready-to-use designs and audits.
Name the phenomenon or consequential question and the performance expected afterward. Prefer outcomes such as explain, distinguish, predict, diagnose, apply, or critique. Do not use “understand” alone.
Establish the audience, purpose, prior knowledge, likely misconceptions, language needs, accessibility needs, time, and setting. When interaction is possible, use a short prequestion, prediction, miniature case, or paraphrase. Do not assume that imagining a novice defeats the curse of knowledge.
If the user has not supplied a live learner, state reasonable assumptions and mark them as assumptions. Provide diagnostic questions the user can run later.
Write down:
Define necessary technical vocabulary at first useful contact. Do not purge terminology that the learner must eventually command.
Use this default arc when it fits:
Pair generalizations with examples and state what each example demonstrates. For an analogy, map the corresponding parts and identify where the analogy stops working. Do not use an entertaining analogy as a substitute for the mechanism.
Distinguish claim, evidence, inference, assumptions, alternative explanations, uncertainty, and what could change the conclusion. Separate correlation from causation and an illustration from evidence. Preserve genuine controversy while staging detail so that a novice first gains a defensible orientation.
Include at least one immediate check. For a lesson of roughly ten minutes or more, or any multi-part explanation, use checks at more than one level:
Do not use “Does that make sense?” as the only check. Recognition, assent, and verbal familiarity are weak evidence of learning.
Keep feedback to the learner separate from evidence for the teacher.
Give the learner specific information about the target, the current gap, and a useful next move. For the teacher, collect errors, paraphrases, pauses, questions, transfer attempts, or assessment results that reveal where the model failed.
If no representative learner has tried the explanation, say that it is untested. Put this in a planning or handoff note rather than inside a standalone learner-facing artifact. Never invent learner feedback or claim the lesson has been validated.
First repair content: truth, model, evidence, missing prerequisites, alternatives, and qualification. Then repair presentation: sequence, examples, transitions, sentence load, terminology, modality, and pacing. A polished misconception is still a failed lesson.
For instruction extending over time, add spaced retrieval and varied transfer tasks. Make learners choose which reasoning tool applies rather than naming it in every prompt.
For a lesson plan, return the learner assumptions, destination, explanation arc, learner actions, checks with expected evidence, likely misconceptions, and revision signals. Keep teacher language separate from planning notes when that helps delivery.
For a live explanation, begin with the phenomenon and adapt. Do not front-load the provenance ledger unless the user asks about the method.
For an audit, lead with the highest-impact failure, show the learner symptom it can cause, and give a concrete repair. Distinguish correctness problems from presentation preferences.
For a method explanation, use plain provenance labels when useful: direct Pinker advice, observed Pinker practice, workflow inference, independent evidence, and boundary.
© AHepi, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 2 other files (references) in .claude/skills/pinker-teach-for-understanding of AHepi/DeepReason.
Open the folder on GitHubat commit 9607fba
Pinker Teach For Understanding next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Pinker Teach For Understanding this skillAHepi/DeepReason | 141 | — | ~1.8k | Automated safety check: Pass | MIT | |
| DeepTutor CLIHKUDS/DeepTutor | 41k | — | ~2.8k | Automated safety check: Pass | Apache-2.0 | |
| AI Engineering Project Tutorrohitg00/ai-engineering-from-scratch | 66k | — | ~1.6k | Automated safety check: Pass | MIT | |
| Hung-Yi Lee Teaching Stylevoidful/hung-yi-lee-skill | 1.3k | — | ~13k | Automated safety check: Pass | None | |
| Claude Certification Tutorrohitg00/ai-engineering-from-scratch | 66k | — | ~3k | Automated safety check: Pass | MIT | |
| StudyVault Quiz Tutorbevibing/tutor-skills | 1.3k | — | ~1.4k | Automated safety check: Pass | MIT |
HKUDS/DeepTutor
Teaches the agent to set up and run DeepTutor from the command line: chat and capabilities, knowledge bases, partners, memory, sessions, notebooks and the server or Web app.
rohitg00/ai-engineering-from-scratch
Tutors a learner through one stage of a hands-on AI engineering project per session: lesson, prediction, code, grader run and reflection, with hints but never full solutions.
voidful/hung-yi-lee-skill
Explains machine learning, LLMs, AI agents and speech modeling in a Hung-Yi Lee-inspired teaching style, drawing on a knowledge base built from his lectures and research references.
rohitg00/ai-engineering-from-scratch
Guides a learner through one of four independent Claude certification tracks with onboarding, lessons, practice labs, mock exams and remediation.
bevibing/tutor-skills
Quizzes you on the notes in an Obsidian StudyVault, tracks proficiency per concept and drills weak areas in four-question rounds.
THU-MAIC/OpenMAIC
Designs a review-and-practice lesson around an independent first attempt, targeted feedback, supported practice, a fresh independent check and a next step.
AHepi/DeepReason
Orchestrate a Steven Pinker-grounded workflow for teaching, explanatory writing, or material that must do both.
AHepi/DeepReason
Draft, revise, teach, or audit expository prose using Pinker's cognitive approach to style: classic presentation, reader modeling, curse-of-knowledge repair, coherent information order, deliberate…
AHepi/DeepReason
Build a battery of concrete instances BEFORE writing or evaluating any definition, pin, or semantic clause (Reed step 1).
AHepi/DeepReason
Rules for writing, editing, and retiring skill and workflow files for LLM agents.
AHepi/DeepReason
Entry point for any DeepReason problem. An agent skill from AHepi/DeepReason.
AHepi/DeepReason
Router for the code-audit family. An agent skill from AHepi/DeepReason.
Categories
Design, deliver, or audit explanations and lessons with a Pinker-informed focus on phenomena, the curse of knowledge, concrete models, active reasoning, feedback, and revision. Pinker Teach For Understanding is an agent skill from AHepi/DeepReason. Design, deliver, or audit explanations and lessons with a Pinker-informed focus on phenomena, the curse of knowledge, concrete models, active reasoning, feedback, and revision.
Pinker Teach For Understanding fits situations like: the user explicitly requests Pinkers approach to teaching; invokes this skill; wants a difficult idea explained to a specified audience; asks for a lesson.
Run `npx skills add AHepi/DeepReason --skill pinker-teach-for-understanding -a claude-code`. Or copy the skill folder (.claude/skills/pinker-teach-for-understanding in AHepi/DeepReason) into .claude/skills/pinker-teach-for-understanding in your project. Claude Code loads it when a task matches its description.
Run `npx skills add AHepi/DeepReason --skill pinker-teach-for-understanding -a codex`. Or copy the skill folder (.claude/skills/pinker-teach-for-understanding in AHepi/DeepReason) into .agents/skills/pinker-teach-for-understanding in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add AHepi/DeepReason --skill pinker-teach-for-understanding -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/pinker-teach-for-understanding, .gemini/skills/pinker-teach-for-understanding, .github/skills/pinker-teach-for-understanding and .opencode/skills/pinker-teach-for-understanding in your project.
SKILL.md names no scripts, command-line tools or credentials: Pinker Teach For Understanding is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Pinker Teach For Understanding is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.8k tokens (SKILL.md is roughly 7.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.2k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Pinker Teach For Understanding: DeepTutor CLI (HKUDS/DeepTutor, 41k stars), AI Engineering Project Tutor (rohitg00/ai-engineering-from-scratch, 66k stars), Hung-Yi Lee Teaching Style (voidful/hung-yi-lee-skill, 1.3k stars) and Claude Certification Tutor (rohitg00/ai-engineering-from-scratch, 66k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
AHepi (a GitHub user) maintains it in AHepi/DeepReason, which has 141 GitHub stars. The repository holds 30 skills in this directory. The repository was last updated on September 10, 2026.
Source: AHepi/DeepReason on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.