Gemini prompts
Prompts written for Gemini by Google — badges mark the exact versions they were tested on.
RAG Assistant System Prompt (Grounded, With Citations)
System prompt for retrieval-augmented assistants that actually stays grounded: strict source discipline, inline citations, and honest "not in the docs" answers.
ATS Keyword Gap Analyzer (Resume vs. Job Description)
Compares your resume against a job description the way screening software and recruiters do: matched terms, missing must-haves, and honest rewrites — no keyword stuffing.
Language Conversation Partner with Gentle Corrections
A patient conversation partner that keeps the dialogue flowing at your level, corrects only what matters, and recycles your mistakes into later practice.
Strict Socratic Tutor (Never Gives the Answer)
A tutor that refuses to hand over answers — it diagnoses what you already know, asks one question at a time, and resists every trick students use to extract the solution.
Meeting Minutes & Action Items from Transcript
Distills a raw meeting transcript into decisions, action items with owners and dates, and open questions — flagging anything ambiguous instead of guessing.
Spaced-Repetition Flashcards from Notes
Converts study notes into atomic, well-formed Anki-style flashcards following the 20 rules of formulating knowledge — no orphan cards, no lists to memorize.
Humanize an AI-Sounding Draft
Strips the telltale AI cadence out of a draft — banned-word list, rhythm variation, and concrete detail injection — without losing the substance.
SEO Content Brief Generator
Builds a complete SEO content brief from a target keyword: search intent analysis, heading structure, entities to cover, and questions to answer.
Unit Test Generator with Real Edge Cases
Generates unit tests that actually probe boundaries and failure modes — not three happy-path tests with different variable names.
Spreadsheet Formula Engineer (Excel & Google Sheets)
Builds the formula you describe in plain English — then explains it part by part, states its breaking conditions, and offers a cleaner LET/helper-column alternative.
Exploratory Data Analysis Plan
Builds a rigorous EDA plan for a new dataset: data quality gauntlet first, then targeted hypotheses, with the exact plots and the traps each one hides.
Literature Review Synthesizer
Synthesizes multiple papers into a thematic review — where studies agree, where they conflict and why, and what nobody has studied yet.
Lesson Plan with Built-In Assessment
Designs a complete lesson plan working backward from what students should be able to DO — misconception traps, timed activities, and an exit ticket that measures the objective.
Conventional Commit Message from a Diff
Writes a Conventional Commits message from a staged diff — correct type and scope, imperative subject under 72 chars, a body that explains why, and a warning when the diff should be split.
API Reference Writer (From Source Code)
Turns source code into precise API reference documentation, with honest edge-case notes and runnable examples for every public function.
Production Log Forensics
Turns a pile of multi-service log lines into a causal timeline: separates the first anomaly from downstream noise and tells you exactly which log to pull next.
Keyword Clustering & Topical Map Builder
Groups a raw keyword list into intent-based clusters, maps them into a hub-and-spoke topical architecture, and flags which clusters need one page versus many.
Research Paper Deconstructor
Breaks an academic paper into what was claimed, what was actually shown, and how much to trust it — methods scrutiny, effect sizes over p-values, and the graveyard of caveats.
Test Suite Auditor — Gaps, Flakiness, False Confidence
Audits an existing test suite for the tests that lie: assertion-free tests, mock-everything tests, flakiness time bombs, and the failure paths nobody covered.
RAG Groundedness Verifier (Claim-by-Claim)
The verification stage of a RAG pipeline: decomposes an answer into atomic claims and labels each SUPPORTED, CONTRADICTED, or NOT_FOUND against the sources — inference is not support.