Non-Coding Claude Use Cases: A Two-Month Audit

@joshuashew.bsky.social

Prompt

Give me a picture of all the non-coding tasks I use Claude for. Past 2 months sample: be exhaustive in your search. Bullet point list of discrete task and task types.


Research & Synthesis

  • Current events briefings (Ukraine war update, US news summary, Iran conflict coverage)
  • Deep research on AI energy/data center consumption with quantitative modeling
  • Literature review: transformer attention mechanisms and prompt ordering (annotated bibliography)
  • Literature review: synthetic data / model collapse (annotated bibliography, citation impact analysis)
  • Literature review: animal and AI sentience / pain experience
  • Research on Bluesky MAU growth with projection modeling and Manifold market analysis
  • Company profile research (Third Way Health; Northwood Space/Bridgit Mendler)
  • Organic food certification and health literature review
  • Heating oil pricing history and market context
  • Open source license comparisons (MIT vs GPL, MIT vs CC BY-SA)
  • Prediction market orientation and strategy session (Manifold)
  • Renew Northeast v. DOI lawsuit research
  • Gray-market peptide culture research
  • Disney Channel talent pipeline history
  • B Corp certification explanation and critique
  • Empire of AI fact-check (water use correction)
  • FrontierMath open problems video transcript and synthesis
  • Energy market clearing price mechanics

Data Visualization

  • Claude Code changelog composition chart (multi-panel, publication-quality for Bluesky)
  • Claude system prompt length over time (single-source-verified, Saloni Dattani style)
  • Bluesky MAU growth with regression fits and prediction intervals
  • Heating oil price history (interactive Chart.js, embedded HTML artifact)
  • AI energy consumption vs. city residential comparison
  • Compound interest interactive visualization
  • US electricity + AI data center energy (multi-session, published to Bluesky/WhiteWind)

Writing, Editing & Voice

  • Bluesky draft refinement and voice coaching (preserving first-person casual register)
  • Philosophy of mind reply drafting (Carchidi article response)
  • Rationalism/Bayesian discourse post analysis and reply drafting
  • Workplace instructor performance report (voice-matched to my communication style)
  • Product feature request draft (tightening + word choice)
  • User preferences redesign (structured interview + full draft)

Bluesky / Social Media Tasks

  • Social graph analysis (mutual follow/block overlap for specific profiles)
  • Engagement overlap analysis (quote post vs. original post likers)
  • BFS traversal to find specific posts in quote chains
  • Labeler audit: hidden/warned replies from subscribed labelers
  • Finding specific posts (by topic, content, author)
  • Explaining posts / threads by others
  • Alt-text generation for Bluesky image post
  • Word/terminology lookup for drafting a reply
  • Bluesky thread dataset generation for LLM consumption (corpus building)

Fact-Checking & Claim Verification

  • SIFT analysis of Bluesky claim (model collapse / synthetic data)
  • Empire of AI water use correction (source-tracing errata)
  • Yellowstone wolf reintroduction claim verification (including catching Claude's own confabulation on researcher attributions)
  • B Corp certification claims
  • Organic food health claims

Medical / Health Consultation

  • Medical consultation for a partner's positional vertigo (differential diagnosis + home management)
  • Kombucha consumption limits
  • Cannabis-related vision impairment (HPPD, clinical terminology) — informational research, not personal experience
  • Historical under-5 mortality rates across millennia

Logistics & Planning

  • Day trip planning (structured intake + map + itinerary)
  • Movie tickets, parking, and showtime logistics
  • Navigation to a specific location for a work errand
  • Thermostat recommendation (weather-contextualized)

Operational / Work Tasks

  • Parent conference scheduling: email history search for contacts + bulk draft creation
  • Student learning plan retrieval from past conversations
  • Instructor performance report drafting

Explanation & Education

  • Newcomb's Problem and decision theory (CDT vs EDT vs FDT)
  • Common knowledge / game theory (ChatGPT as cultural moment)
  • Transformer attention and "reading twice" mechanistic explanation
  • Simondon allagmatics applied to prompt engineering
  • Understanding Bluesky posts with philosophical content
  • Kolmogorov complexity and the Krebs cycle argument
  • Clearing price / merit order mechanics in energy markets
  • Logical distinction between ∀n P(n) and ∀n P(n)→P(n+1)
  • ADBOC (agree denotationally, disagree connotationally)
  • AT Protocol / Bluesky architecture deep dive
  • margin.at architecture and personal PDS data
  • System prompt bloat vs. "invisible quantization"
  • Pingbacks in blogging
  • B Corp scoring
  • Color fidelity across Apple displays (ΔE_ok, JND testing)
  • Vocal range classification
  • Cooling fresh bread (food science)
  • Iodized salt policy (US and global)
  • Jaw morphology and language
  • Five-year mortality rates across human history
  • Passport renewal procedural research (dual citizenship complexity)

Media Consumption Support

  • Book club refresher (Uncommon Service, chapters 2–6, spoken-word format)
  • Video summaries/recaps (Musk/Patel/Collison interview; Nick Fuentes essay; Max Deutsch chess; motorcycle China trip; evolution game)
  • Video transcript structuring (FrontierMath open problems)
  • Yellowstone wolf reintroduction video transcript + analysis (multiple sessions)
  • Finding a quote timestamp in a transcript
  • Identifying a childhood video game
  • Finding a link to a specific news story (dog cancer / AI mRNA vaccine)
  • Learning about how people find pirated audiobooks (informational)

Troubleshooting & How-To (Non-Coding)

  • iPhone call silencing (Action Button + Control Center workaround)
  • iPhone voice recording for presentations (live, 20-minute situation)
  • macOS keyboard remapping (Logitech Wave Keys, Fn key limitation)
  • Safari per-page cache clearing
  • Windows monitor connection failure diagnosis (Intel Arc driver corruption)
  • margin.at Chrome extension authentication debugging
  • White noise/soundscapes on macOS + Spotify alternatives
  • Recording presentation audio (last-minute setup advice)

Terminology & Language

  • "Deconverted" / apostate (word lookup)
  • "Circuitous" in social graph context
  • "The lady doth protest too much" (Hamlet origin + Elizabethan vs. modern meaning)
  • "Operationalizable" alternatives
  • Standard English name for mapo tofu

Cooking & Food

  • TVP substitution in mapo tofu (with measurement conversions)
  • Vegetarian Indian menu recommendation (structured interview → recommendation)
joshuashew.bsky.social
Joshua Shew

@joshuashew.bsky.social

If your brain isn’t tired by the end of the day, you’re doing it wrong

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