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AI and Archive Finding Aid Search: Hunting Boxes Faster
AI digests sprawling archive finding aids so creator-researchers walk into reading rooms with the right box numbers.
AI and Archived Content Takedown: Pruning Old Work Safely
AI helps creators audit and prune archived work without breaking links or signaling weakness.
Astronomer: AI Helpers in This Career
Astronomers study stars, planets, galaxies — everything in the universe.. Here's how AI shows up in this career in 2026.
AI for Fan Fiction AI-Use Disclosure Policies: Norms For An Evolving Community
Draft AI-use disclosure norms for fan fiction archives and communities so writers and readers share the same expectations.
Using AI to Read Old Handwriting and Foreign Languages
AI now transcribes 19th-century cursive, translates archived letters, and decodes microfilm scans — opening primary sources that used to require grad-school skills.
Primary Sources vs Secondary Sources
A primary source is the original — the first-hand account or original data. A secondary source describes or analyzes a primary source. Smart researchers use both, but they know the difference.
Data Management Plans: AI-Drafted DMPs That Match Sponsor Requirements
DMPs are mandatory for most federal grants and increasingly for journals. AI can draft sponsor-aligned DMPs from a project description in 20 minutes — ending the 'cobble together from last grant's DMP' tradition.
AI for Acquisition Target Screening
AI screens potential acquisition targets against strategic and financial criteria.
Capstone — Ship a Real AI-Assisted Creative Project
Plan, build, and launch a real creative product using the full AI stack. This is the final deliverable of the Creative track.
Use AI to Design an Alien from a Made-Up Planet
Invent a planet, and AI will design what aliens there might look like.
Stuff You Do With AI Now May Show Up in Job Searches Later
Things you post (or AI generates of you) can be findable years later. Future job searches use AI to dig deep. Be smart now.
ChatGPT Projects: Organizing Long-Running Work
Projects are folders for chats with shared context. They are how you keep a long engagement coherent — when used as workspaces, not as tagged inboxes.
AI as an Information-Overload Filter
Many neurodivergent brains take in more input than they can process. AI can pre-filter incoming text, news, and email so you only meet what matters.
Building Your Own Neurodivergent-Friendly Prompt Library
The prompts that work for your brain are worth saving. A personal prompt library makes the next hard day easier than the last one.
arXiv for Beginners
arXiv is where AI research actually lives. Here is how to read it without drowning.
Use AI to Help With Research — But Always Double-Check
AI can help you find info for a school project. But never trust everything AI says. Always check.
Asking AI for Sources (and Verifying Them)
When AI mentions a study, book, or article, your job is to verify the source actually exists — not just trust AI's summary of it.
Science Questions: Asking AI Why the Sky Is Blue
AI loves answering 'why' questions. Use that to turn any weird thing you notice into a science lesson, and learn when to double-check what it says.
History Essays: Thesis, Evidence, and AI as Research Partner
History essays live or die by evidence. AI can help you find sources, organize arguments, and avoid weak claims.
Soul Evolution: When To Learn, Forget, Or Fork
A Soul that never updates becomes stale. A Soul that updates everything becomes incoherent. The middle path is deliberate evolution — consolidation, drift detection, and version snapshots. When you change the brief, the memory schema, or a major procedural workflow, snapshot the prior Soul as a version: brief, system prompt, semantic store, procedural store, and eval baseline.
AI and your first resume with no jobs yet: turn babysitting into 'experience'
AI helps you frame school clubs, gigs, and side projects as real resume material.
AI Research Software Citation Narrative: Drafting Code-Citation Policy Summaries
AI can draft research software citation narratives that organize DOI assignment, version pinning, and CITATION.cff conventions into a lab-policy summary the PI can adopt.
AI for Cold Investor Emails That Actually Open
AI can craft warm, specific investor outreach, but personalization still requires you to do the homework.
AI and UX Research Readout Prep: Translating Findings to Action
AI structures UX research readouts so PMs and engineers leave with concrete next steps.
AI Emotion Recognition: Auditing for Banned Use Cases
Emotion-recognition AI is restricted under EU AI Act and similar laws — audit your product surface for prohibited deployments before regulators do.
ChatGPT For Research: Connectors And Document Q&A
ChatGPT can now read your Drive, your Notion, your wiki — if you let it. The research workflow that emerges is genuinely new, and so are the trust and access questions.
AI for Research Software Changelogs: Provenance for Reproducibility
Generate human-readable changelogs from commit histories that future-you and collaborators can actually use.
Soul Memory Architecture: Episodic, Semantic, Procedural
OpenClaw splits a Soul's memory into three stores that act differently. Knowing what goes where is the difference between an agent that remembers you and one that pretends to.
Knowledge Base Grooming: AI-Assisted Identification of Stale, Duplicate, and Missing Articles
Knowledge bases rot — articles get stale, duplicates accumulate, and gaps emerge that show up only in support tickets. AI can audit the knowledge base against ticket data and surface the maintenance backlog.
Creative AI
Image, video, audio, music — the generative creative stack. 395 lessons.
Research & Analysis
Literature reviews, source checking, synthesis, and evidence-aware workflows. 280 lessons.
Safety & Governance
Practical safety systems, evaluation, provenance, policy, and human oversight. 357 lessons.