Pick a tool.
Tokens do the rest.

Homebrew Off-Flavor Fixer

For the home brewer who just cracked open the first bottle of a six-week batch and tastes something wrong, a sour that should not be sour, a buttery that should not be buttery, a weird plasticky phenol, or a cardboard note, and now has 44 bottles sitting in the closet waiting on a drink-vs-dump decision. Tell the tool the beer style, yeast strain, pitch temperature, fermentation temperature profile, days in primary, days in secondary, days bottle-conditioned, water source, cleaner and sanitizer used, and the off-flavor descriptors from a checklist of 17. One structured pass returns a diagnosis card: top 2 to 3 ranked root causes (sanitation, under-pitched yeast, fermentation temp too high or low, no diacetyl rest, oxidation, light-struck, DMS short boil, water chemistry mismatch, yeast strain ester profile, cold-side infection), the exact process change for next brew (lower pitch temp by 4 F, add diacetyl rest, swap cleaner, closed transfer), whether the current batch can be aged out or should be dumped, and a one-line sensory test the brewer can run on bottle 2 to confirm. Hard refusals fire for methanol fear questions, pressure-canned wort (botulism trap), gluten-free grain bills, proprietary house or brewpub yeast strains, and out-of-scope styles (sour and wild, mead and cider, distillate).

Report Card Comment Batch

For K-12 teachers staring down 20 to 150 report card comments the week before the SIS deadline, exhausted after grading and unwilling to submit generic template paragraphs that will get flagged by the principal or blow up in a parent email. Paste your roster with per-student notes (strengths, growth areas, work habits, one specific incident or win) plus your school's tone rules and get back one paragraph per student that reads like you wrote it, anchored line by line to notes you actually pasted, and audit-ready for the admin spot check. Never invents assessments, standard codes, incidents, grades, family details, or reading levels the notes did not contain. Never emits diagnostic labels (ADHD, autism, dyslexia, anxiety, depression) or the child-labeling adjectives every teacher forum flags (lazy, careless, difficult, disruptive, unmotivated). Strips the 2025 to 2026 report-card-generator cliche lexicon (a pleasure to have in class, demonstrates a strong grasp of, continues to make steady progress, consistently applies himself or herself, works hard and shows effort, meets expectations, shows a keen interest, is a positive influence on the classroom) into concrete verb-plus-evidence phrasing anchored to that student's used notes. Deep tier adds the full admin-rules rewrite layer with per-student receipts a principal can audit, cross-student anti-repetition so no two paragraphs share an opener stem or a closing sentence, and full grade-band register calibration from K-2 warm and families-can-picture-the-child through 9-12 concrete-and-precise observable behavior.

Wedding Thanks Batch Writer

For newlyweds staring at 60 unopened wedding-gift boxes and a stack of blank thank-you cards, paralyzed by the thought of writing 60 personalized notes. Paste a list (giver + gift + optional one-line memory), get back 60 distinct 3-4 sentence notes ready to copy onto cards, each one specific to the gift and the relationship, not a Mad Libs template. Every note earns its own opener, its own closing line, and its own middle connector. No two notes rhyme. Money gifts never print a dollar amount. Unopened gifts never invent specifics. And the current AI-tell etiquette-writing vocabulary ('words cannot express', 'means the world to us', 'from the bottom of our hearts') is stripped out.