AI-Learning-Gems

AI-Learning-Gems/AI-Learning-Gems.github.io

Command Claude CodeCursor

Perform a deep factual search with rigorous assumption validation, subagent-based source retrieval, and detailed output directly in chat.

AI-Learning-Gems/AI-Learning-Gems.github.io

Command Claude CodeCursor

Edit a textbook-style chapter, following evidence-based writing instructions.

AI-Learning-Gems/AI-Learning-Gems.github.io

Command Claude CodeCursor

Add verifiable interactive exercises to an already-written textbook chapter, section by section.

AI-Learning-Gems/AI-Learning-Gems.github.io

Command Claude CodeCursor

Research and explain the background for the given academic paper.

AI-Learning-Gems/AI-Learning-Gems.github.io

Command Claude CodeCursor needs its repo

Convert a PDF (handwritten notes, textbooks, papers) into faithful Markdown+LaTeX .qmd files.

AI-Learning-Gems/AI-Learning-Gems.github.io

Command Claude CodeCursor

Research a technical topic deeply, download all sources, and create a TEXTBOOK-PLAN.md for a future writing workflow.

AI-Learning-Gems/AI-Learning-Gems.github.io

Command Claude CodeCursor

Multi-round research with self-critique. Each round researches, analyzes, then questions its own assumptions — the critique drives the NEXT round's questions. Produces a decision-ready options analysis. Does NOT implement.

AI-Learning-Gems/AI-Learning-Gems.github.io

Command Claude CodeCursor

Update an existing textbook chapter with new sources, integrating new information surgically while preserving scope and coherence.

AI-Learning-Gems/AI-Learning-Gems.github.io

Command Claude CodeCursor needs its repo

Write a textbook-style chapter from a TEXTBOOK-PLAN.md, following evidence-based instructional design.

AI-Learning-Gems/AI-Learning-Gems.github.io

Cursor rule Cursor

Exact syntax rules for the interactive exercises Quarto extension — required reading before writing or editing exercises.

AI-Learning-Gems/AI-Learning-Gems.github.io

Cursor rule Cursor

Force verbose, detailed textbook writing style.

AI-Learning-Gems/AI-Learning-Gems.github.io

Cursor rule Cursor needs its repo

Curated list of high-quality technical blogs for textbook research.

AI-Learning-Gems/AI-Learning-Gems.github.io

Cursor rule Cursor

Ensure all Python/pip commands use the ai-learning-gems conda env.

AI-Learning-Gems/AI-Learning-Gems.github.io

Cursor rule Cursor needs its repo

Shared Quarto formatting: folder structure, index files, heading levels, LaTeX, includes.

AI-Learning-Gems/AI-Learning-Gems.github.io

Cursor rule Cursor

WCAG-compliant semantic color-coding for key concepts in textbook chapters — applies during editing pass.

AI-Learning-Gems/AI-Learning-Gems.github.io

Cursor rule Cursor

Zero World Knowledge principle, source verification, training data boundaries, sub-agent rules, observed failure patterns.

AI-Learning-Gems/AI-Learning-Gems.github.io

Cursor rule Cursor

Shared source handling: centralized storage, naming, downloads, citations, blog attribution.

AI-Learning-Gems/AI-Learning-Gems.github.io

Cursor rule Cursor needs its repo

Shared visualization rules: D2 diagrams, hvplot/bokeh, source images, priority order.

AI-Learning-Gems/AI-Learning-Gems.github.io

Cursor rule Cursor needs its repo

Downloading web sources for writing textbook chapters.

AI-Learning-Gems/AI-Learning-Gems.github.io

Cursor rule Cursor

Shared writing style rules: tone, rhythm, AI tell avoidance, math vs narrative modes.

AI-Learning-Gems/AI-Learning-Gems.github.io

Skill Claude CodeCursor

Author a comprehensive, self-contained handoff document that lets a fresh agent (or subagent) fully reconstruct the current agent's context, reasoning, and decision history. Use when the user asks to "hand off", "create a handoff", "write handoff instructions", pass work to a new agent/subagent, summarize a session…