Troiana AI Hub · Curated library
ChatGPT and Codex Prompt Library
Curated ChatGPT and Codex prompts for product, research, writing, debugging, testing, and software delivery. Each prompt explains the outcome, context to add, and how to use the result responsibly.
Browse prompts by task
- Write a clear product requirements doc — Turn a rough product idea into a usable PRD with decisions and acceptance criteria.
- Turn an idea into a product brief — Frame a product opportunity before the team jumps to features.
- Prioritise a product backlog — Rank a backlog against impact, effort, confidence, and strategic fit.
- Write user stories with acceptance criteria — Convert a product concept into testable user stories.
- Build a Now, Next, Later roadmap — Turn priorities into a roadmap that communicates intent without fake certainty.
- Define product success metrics — Choose measures that reveal whether a product change created value.
- Analyse churn feedback — Find the recurring product problems behind cancellation or downgrade feedback.
- Improve an onboarding flow — Diagnose friction in a first-use journey and propose focused improvements.
- Plan a product launch — Coordinate the product decisions, readiness checks, and communication for a release.
- Evaluate a pricing change — Stress-test a pricing idea against customer value, risks, and evidence.
- Run a product discovery workshop — A structured, evidence-led workflow for run a product discovery workshop.
- Define a product problem statement — A structured, evidence-led workflow for define a product problem statement.
- Write an opportunity assessment — A structured, evidence-led workflow for write an opportunity assessment.
- Segment product users — A structured, evidence-led workflow for segment product users.
- Map a product user journey — A structured, evidence-led workflow for map a product user journey.
- Formulate product hypotheses — A structured, evidence-led workflow for formulate product hypotheses.
- Design a product experiment — A structured, evidence-led workflow for design a product experiment.
- Evaluate a feature request — A structured, evidence-led workflow for evaluate a feature request.
- Calculate product opportunity size — A structured, evidence-led workflow for calculate product opportunity size.
- Choose an MVP scope — A structured, evidence-led workflow for choose an mvp scope.
- Plan a feature-flag rollout — A structured, evidence-led workflow for plan a feature-flag rollout.
- Define product non-goals — A structured, evidence-led workflow for define product non-goals.
- Align product stakeholders — A structured, evidence-led workflow for align product stakeholders.
- Write a product decision memo — A structured, evidence-led workflow for write a product decision memo.
- Create a product discovery plan — A structured, evidence-led workflow for create a product discovery plan.
- Run a product teardown — A structured, evidence-led workflow for run a product teardown.
- Evaluate build versus buy — A structured, evidence-led workflow for evaluate build versus buy.
- Create a customer feedback loop — A structured, evidence-led workflow for create a customer feedback loop.
- Assess product retention — A structured, evidence-led workflow for assess product retention.
- Plan a private beta — A structured, evidence-led workflow for plan a private beta.
- Run a product review meeting — A structured, evidence-led workflow for run a product review meeting.
- Create a product analytics plan — A structured, evidence-led workflow for create a product analytics plan.
- Write product release notes — A structured, evidence-led workflow for write product release notes.
- Plan a product deprecation — A structured, evidence-led workflow for plan a product deprecation.
- Assess product risk — A structured, evidence-led workflow for assess product risk.
- Audit a product portfolio — A structured, evidence-led workflow for audit a product portfolio.
- Design a product feedback survey — A structured, evidence-led workflow for design a product feedback survey.
- Plan a customer advisory board — A structured, evidence-led workflow for plan a customer advisory board.
- Map product dependencies — A structured, evidence-led workflow for map product dependencies.
- Define product personas — A structured, evidence-led workflow for define product personas.
- Create a packaging strategy — A structured, evidence-led workflow for create a packaging strategy.
- Plan a marketplace feature — A structured, evidence-led workflow for plan a marketplace feature.
- Develop a product vision — A structured, evidence-led workflow for develop a product vision.
- Write a product strategy narrative — A structured, evidence-led workflow for write a product strategy narrative.
- Resolve conflicting requirements — A structured, evidence-led workflow for resolve conflicting requirements.
- Prioritise technical debt — A structured, evidence-led workflow for prioritise technical debt.
- Plan product internationalisation — A structured, evidence-led workflow for plan product internationalisation.
- Map an adoption funnel — A structured, evidence-led workflow for map an adoption funnel.
- Run a win-loss review — A structured, evidence-led workflow for run a win-loss review.
- Create a product operating model — A structured, evidence-led workflow for create a product operating model.
- Audit and improve UI copy — Strengthen clarity, tone, and consistency across a product surface.
- Critique a product screen — Review a screen for hierarchy, comprehension, friction, and user confidence.
- Map a user flow — Turn a task into a clear path with decisions, states, and failure handling.
- Run an accessibility review — Check a design against practical accessibility risks before implementation.
- Design empty, error, and loading states — Complete a product experience beyond its happy path.
- Improve visual hierarchy — Make a dense screen easier to scan and act on.
- Write a component specification — Define a reusable UI component clearly enough for design and engineering.
- Synthesise usability test results — Turn session notes into credible usability findings and next steps.
- Create a design system audit — Find inconsistency and missing foundations in an interface system.
- Prepare a design handoff — Package design decisions so implementation starts with fewer assumptions.
- Create a UX research handoff — A structured, evidence-led workflow for create a ux research handoff.
- Design a responsive layout strategy — A structured, evidence-led workflow for design a responsive layout strategy.
- Audit a mobile experience — A structured, evidence-led workflow for audit a mobile experience.
- Improve form usability — A structured, evidence-led workflow for improve form usability.
- Design a checkout flow — A structured, evidence-led workflow for design a checkout flow.
- Create an information architecture — A structured, evidence-led workflow for create an information architecture.
- Map a service blueprint — A structured, evidence-led workflow for map a service blueprint.
- Plan a usability study — A structured, evidence-led workflow for plan a usability study.
- Write a design rationale — A structured, evidence-led workflow for write a design rationale.
- Create a wireframe brief — A structured, evidence-led workflow for create a wireframe brief.
- Design a dashboard experience — A structured, evidence-led workflow for design a dashboard experience.
- Improve a data visualisation — A structured, evidence-led workflow for improve a data visualisation.
- Create an interaction design spec — A structured, evidence-led workflow for create an interaction design spec.
- Plan a prototype test — A structured, evidence-led workflow for plan a prototype test.
- Design a settings experience — A structured, evidence-led workflow for design a settings experience.
- Improve navigation design — A structured, evidence-led workflow for improve navigation design.
- Create a content hierarchy — A structured, evidence-led workflow for create a content hierarchy.
- Design a notification system — A structured, evidence-led workflow for design a notification system.
- Plan a design critique — A structured, evidence-led workflow for plan a design critique.
- Audit design consistency — A structured, evidence-led workflow for audit design consistency.
- Create a mobile onboarding flow — A structured, evidence-led workflow for create a mobile onboarding flow.
- Design a search experience — A structured, evidence-led workflow for design a search experience.
- Improve an e-commerce product grid — A structured, evidence-led workflow for improve an e-commerce product grid.
- Create a permission-management flow — A structured, evidence-led workflow for create a permission-management flow.
- Design a collaborative workflow — A structured, evidence-led workflow for design a collaborative workflow.
- Plan an inclusive design review — A structured, evidence-led workflow for plan an inclusive design review.
- Create a visual design direction — A structured, evidence-led workflow for create a visual design direction.
- Define layout grid rules — A structured, evidence-led workflow for define layout grid rules.
- Design a complex table — A structured, evidence-led workflow for design a complex table.
- Improve a conversion form — A structured, evidence-led workflow for improve a conversion form.
- Create a modal interaction pattern — A structured, evidence-led workflow for create a modal interaction pattern.
- Design a help centre flow — A structured, evidence-led workflow for design a help centre flow.
- Plan a design sprint — A structured, evidence-led workflow for plan a design sprint.
- Create a design research readout — A structured, evidence-led workflow for create a design research readout.
- Audit responsive breakpoints — A structured, evidence-led workflow for audit responsive breakpoints.
- Design a multi-step wizard — A structured, evidence-led workflow for design a multi-step wizard.
- Improve a checkout confirmation — A structured, evidence-led workflow for improve a checkout confirmation.
- Create an account-management flow — A structured, evidence-led workflow for create an account-management flow.
- Design a trust-and-safety flow — A structured, evidence-led workflow for design a trust-and-safety flow.
- Prepare a design QA checklist — A structured, evidence-led workflow for prepare a design qa checklist.
- Plan a feature in an unfamiliar codebase — Map the codebase and draft a safe, implementation-ready plan.
- Review a pull request with intent — Check a change for correctness, risk, test gaps, and clarity before it ships.
- Add tests for a changed feature — Find the right test seams and add meaningful coverage for a feature change.
- Debug a failing production path — Create a disciplined investigation plan before changing code under pressure.
- Plan a safe refactor — Reduce technical debt without losing sight of behaviour and rollout risk.
- Investigate a performance regression — Isolate what made a service, page, or workflow slower.
- Design an API integration — Plan a reliable integration across contracts, failures, and observability.
- Run a focused security review — Review a change for common security, privacy, and abuse risks.
- Plan a data migration — Move or reshape production data without avoidable downtime or corruption.
- Write an incident postmortem — Turn an outage or defect into learning without blame or vague actions.
- Plan a bug fix in an unfamiliar service — A structured, evidence-led workflow for plan a bug fix in an unfamiliar service.
- Review a database schema change — A structured, evidence-led workflow for review a database schema change.
- Design a background job — A structured, evidence-led workflow for design a background job.
- Investigate a memory leak — A structured, evidence-led workflow for investigate a memory leak.
- Plan an authentication change — A structured, evidence-led workflow for plan an authentication change.
- Implement an observability strategy — A structured, evidence-led workflow for implement an observability strategy.
- Review an error-handling path — A structured, evidence-led workflow for review an error-handling path.
- Design a caching strategy — A structured, evidence-led workflow for design a caching strategy.
- Plan a frontend performance audit — A structured, evidence-led workflow for plan a frontend performance audit.
- Create an integration test plan — A structured, evidence-led workflow for create an integration test plan.
- Review a dependency upgrade — A structured, evidence-led workflow for review a dependency upgrade.
- Plan a CI pipeline improvement — A structured, evidence-led workflow for plan a ci pipeline improvement.
- Design a webhook consumer — A structured, evidence-led workflow for design a webhook consumer.
- Investigate flaky tests — A structured, evidence-led workflow for investigate flaky tests.
- Create a feature rollout plan — A structured, evidence-led workflow for create a feature rollout plan.
- Plan a monolith extraction — A structured, evidence-led workflow for plan a monolith extraction.
- Review a concurrency risk — A structured, evidence-led workflow for review a concurrency risk.
- Design a rate-limiting strategy — A structured, evidence-led workflow for design a rate-limiting strategy.
- Plan a logging standard — A structured, evidence-led workflow for plan a logging standard.
- Investigate a failed deployment — A structured, evidence-led workflow for investigate a failed deployment.
- Create a rollback plan — A structured, evidence-led workflow for create a rollback plan.
- Review a codebase architecture — A structured, evidence-led workflow for review a codebase architecture.
- Plan an accessibility implementation — A structured, evidence-led workflow for plan an accessibility implementation.
- Design a data validation layer — A structured, evidence-led workflow for design a data validation layer.
- Review an API contract — A structured, evidence-led workflow for review an api contract.
- Plan a secrets-management improvement — A structured, evidence-led workflow for plan a secrets-management improvement.
- Create a release checklist — A structured, evidence-led workflow for create a release checklist.
- Investigate a production alert — A structured, evidence-led workflow for investigate a production alert.
- Plan an event-driven workflow — A structured, evidence-led workflow for plan an event-driven workflow.
- Review a storage-cost problem — A structured, evidence-led workflow for review a storage-cost problem.
- Design a file-upload flow — A structured, evidence-led workflow for design a file-upload flow.
- Plan a service-level objective — A structured, evidence-led workflow for plan a service-level objective.
- Create a developer onboarding guide — A structured, evidence-led workflow for create a developer onboarding guide.
- Review a legacy module — A structured, evidence-led workflow for review a legacy module.
- Plan a dependency cleanup — A structured, evidence-led workflow for plan a dependency cleanup.
- Design a queue-processing workflow — A structured, evidence-led workflow for design a queue-processing workflow.
- Investigate a database slow query — A structured, evidence-led workflow for investigate a database slow query.
- Plan a frontend state refactor — A structured, evidence-led workflow for plan a frontend state refactor.
- Create a code quality audit — A structured, evidence-led workflow for create a code quality audit.
- Write an engineering decision record — A structured, evidence-led workflow for write an engineering decision record.
- Turn research into decisions — Extract patterns, implications, and confident next steps from raw research.
- Write a user interview guide — Prepare an interview that uncovers behaviour rather than leading people to answers.
- Synthesise customer interviews — Find recurring patterns and important differences across interviews.
- Run a competitor analysis — Compare alternatives through customer value and positioning, not feature-counting.
- Analyse survey results — Interpret quantitative and qualitative survey evidence carefully.
- Define jobs to be done — Translate customer evidence into functional, emotional, and social jobs.
- Map a market landscape — Create a structured view of players, segments, trends, and uncertainty.
- Write a research plan — Choose a right-sized research approach for a decision at stake.
- Create an opportunity solution tree — Connect desired outcomes to customer opportunities and testable solutions.
- Assess evidence quality — Check whether a claim is strong enough to inform a real decision.
- Plan a diary study — A structured, evidence-led workflow for plan a diary study.
- Analyse support-ticket themes — A structured, evidence-led workflow for analyse support-ticket themes.
- Create a research repository taxonomy — A structured, evidence-led workflow for create a research repository taxonomy.
- Run a pricing research study — A structured, evidence-led workflow for run a pricing research study.
- Map a customer decision journey — A structured, evidence-led workflow for map a customer decision journey.
- Prepare a stakeholder interview — A structured, evidence-led workflow for prepare a stakeholder interview.
- Analyse product-review sentiment — A structured, evidence-led workflow for analyse product-review sentiment.
- Create a segmentation study — A structured, evidence-led workflow for create a segmentation study.
- Plan a concept test — A structured, evidence-led workflow for plan a concept test.
- Run a message test — A structured, evidence-led workflow for run a message test.
- Synthesize diary-study entries — A structured, evidence-led workflow for synthesize diary-study entries.
- Create a research recruitment screener — A structured, evidence-led workflow for create a research recruitment screener.
- Evaluate a prototype study — A structured, evidence-led workflow for evaluate a prototype study.
- Map a service ecosystem — A structured, evidence-led workflow for map a service ecosystem.
- Plan an ethnographic study — A structured, evidence-led workflow for plan an ethnographic study.
- Analyse sales-call transcripts — A structured, evidence-led workflow for analyse sales-call transcripts.
- Create a research readout — A structured, evidence-led workflow for create a research readout.
- Assess research bias — A structured, evidence-led workflow for assess research bias.
- Run a card-sorting study — A structured, evidence-led workflow for run a card-sorting study.
- Plan a longitudinal study — A structured, evidence-led workflow for plan a longitudinal study.
- Map a stakeholder ecosystem — A structured, evidence-led workflow for map a stakeholder ecosystem.
- Create a competitor feature matrix — A structured, evidence-led workflow for create a competitor feature matrix.
- Analyse search-query behaviour — A structured, evidence-led workflow for analyse search-query behaviour.
- Plan a usability benchmark — A structured, evidence-led workflow for plan a usability benchmark.
- Create a customer journey research plan — A structured, evidence-led workflow for create a customer journey research plan.
- Assess market demand — A structured, evidence-led workflow for assess market demand.
- Run a brand-perception study — A structured, evidence-led workflow for run a brand-perception study.
- Create a research consent form — A structured, evidence-led workflow for create a research consent form.
- Analyse open-ended survey answers — A structured, evidence-led workflow for analyse open-ended survey answers.
- Plan a co-creation workshop — A structured, evidence-led workflow for plan a co-creation workshop.
- Create a trend-research brief — A structured, evidence-led workflow for create a trend-research brief.
- Evaluate a value proposition — A structured, evidence-led workflow for evaluate a value proposition.
- Map switching behaviour — A structured, evidence-led workflow for map switching behaviour.
- Plan a customer advisory interview — A structured, evidence-led workflow for plan a customer advisory interview.
- Analyse win-loss interviews — A structured, evidence-led workflow for analyse win-loss interviews.
- Create a research insight narrative — A structured, evidence-led workflow for create a research insight narrative.
- Assess sample quality — A structured, evidence-led workflow for assess sample quality.
- Run a task-analysis study — A structured, evidence-led workflow for run a task-analysis study.
- Plan a field research visit — A structured, evidence-led workflow for plan a field research visit.
- Create a research decision log — A structured, evidence-led workflow for create a research decision log.
- Create a competitive positioning brief — Turn a market scan into a credible position, not a list of competitor features.
- Build a messaging framework — Create a reusable message architecture for a product or brand.
- Write a high-converting landing page — Shape a landing page around a buyer’s problem, proof, and next action.
- Write a campaign brief — Align a campaign around one audience, one objective, and a believable message.
- Define a brand voice — Turn vague tone preferences into usable writing principles.
- Create a content brief — Plan a useful piece of content around a search or audience need.
- Plan a go-to-market strategy — Coordinate audience, offer, channels, readiness, and measurement for a launch.
- Research a target audience — Build a practical audience picture from available evidence.
- Write a persuasive case study — Turn project evidence into a credible customer story.
- Write a customer email sequence — Create a useful sequence that earns attention across several touches.
- Create a brand messaging audit — A structured, evidence-led workflow for create a brand messaging audit.
- Write a homepage messaging strategy — A structured, evidence-led workflow for write a homepage messaging strategy.
- Plan a product marketing campaign — A structured, evidence-led workflow for plan a product marketing campaign.
- Create a customer acquisition strategy — A structured, evidence-led workflow for create a customer acquisition strategy.
- Write a value proposition — A structured, evidence-led workflow for write a value proposition.
- Develop a campaign concept — A structured, evidence-led workflow for develop a campaign concept.
- Plan an account-based marketing programme — A structured, evidence-led workflow for plan an account-based marketing programme.
- Create a demand-generation plan — A structured, evidence-led workflow for create a demand-generation plan.
- Write a product launch email — A structured, evidence-led workflow for write a product launch email.
- Develop a partner marketing plan — A structured, evidence-led workflow for develop a partner marketing plan.
- Create a referral programme — A structured, evidence-led workflow for create a referral programme.
- Plan a customer advocacy campaign — A structured, evidence-led workflow for plan a customer advocacy campaign.
- Write a sales battlecard — A structured, evidence-led workflow for write a sales battlecard.
- Create an objection-handling guide — A structured, evidence-led workflow for create an objection-handling guide.
- Develop a webinar promotion plan — A structured, evidence-led workflow for develop a webinar promotion plan.
- Plan a brand awareness campaign — A structured, evidence-led workflow for plan a brand awareness campaign.
- Create a media outreach plan — A structured, evidence-led workflow for create a media outreach plan.
- Write a product comparison guide — A structured, evidence-led workflow for write a product comparison guide.
- Plan a lifecycle marketing programme — A structured, evidence-led workflow for plan a lifecycle marketing programme.
- Create a retention marketing campaign — A structured, evidence-led workflow for create a retention marketing campaign.
- Develop a seasonal campaign — A structured, evidence-led workflow for develop a seasonal campaign.
- Write a marketing performance review — A structured, evidence-led workflow for write a marketing performance review.
- Create a channel strategy — A structured, evidence-led workflow for create a channel strategy.
- Plan a paid-search campaign — A structured, evidence-led workflow for plan a paid-search campaign.
- Develop a social advertising brief — A structured, evidence-led workflow for develop a social advertising brief.
- Write a customer persona narrative — A structured, evidence-led workflow for write a customer persona narrative.
- Create a conversion-rate optimisation plan — A structured, evidence-led workflow for create a conversion-rate optimisation plan.
- Plan a marketing experiment — A structured, evidence-led workflow for plan a marketing experiment.
- Develop a brand partnership pitch — A structured, evidence-led workflow for develop a brand partnership pitch.
- Create a field marketing plan — A structured, evidence-led workflow for create a field marketing plan.
- Write a customer story campaign — A structured, evidence-led workflow for write a customer story campaign.
- Plan a community growth strategy — A structured, evidence-led workflow for plan a community growth strategy.
- Develop a launch positioning matrix — A structured, evidence-led workflow for develop a launch positioning matrix.
- Create a marketing budget proposal — A structured, evidence-led workflow for create a marketing budget proposal.
- Write an executive marketing update — A structured, evidence-led workflow for write an executive marketing update.
- Plan a rebrand communications strategy — A structured, evidence-led workflow for plan a rebrand communications strategy.
- Create a demand-capture plan — A structured, evidence-led workflow for create a demand-capture plan.
- Develop a partner co-marketing brief — A structured, evidence-led workflow for develop a partner co-marketing brief.
- Write a marketing team charter — A structured, evidence-led workflow for write a marketing team charter.
- Create a marketing measurement framework — A structured, evidence-led workflow for create a marketing measurement framework.
- Write an SEO content brief — Turn a search opportunity into a writer-ready brief.
- Build a keyword topic cluster — Organise related queries into pages that can earn topical authority.
- Analyse search intent — Determine what a searcher expects before drafting content.
- Outline a pillar article — Create an authoritative long-form structure without padding it with filler.
- Optimise an existing article — Improve a published article for clarity, relevance, and search usefulness.
- Write meta titles and descriptions — Create search snippets that accurately earn qualified clicks.
- Plan internal links for an article — Connect a draft to the most helpful related pages on the site.
- Write an FAQ section — Answer the questions readers genuinely need resolved before acting.
- Refresh a decaying article — Diagnose why a once-useful article is losing relevance or traffic.
- Find content gaps — Identify useful topics a site has not yet answered well.
- Edit a draft for clarity — Make a draft easier to understand without flattening its point of view.
- Create an editorial style guide — Turn a desired voice into rules writers can apply consistently.
- Rewrite for a busy executive — Condense an important message for a reader with little time.
- Write a thought-leadership article — Develop an original point of view backed by credible experience and evidence.
- Turn an interview into an article — Shape an interview into a narrative readers will finish and remember.
- Write an op-ed — Make a timely argument with a clear stake and a defensible point of view.
- Write a case study article — Turn a project into an evidence-led story of decisions and outcomes.
- Write a newsletter edition — Create a useful, skimmable edition that earns a reader’s next open.
- Write an email course — Teach a useful idea through a sequenced series of short lessons.
- Create a LinkedIn post — Turn an expert insight into a credible professional social post.
- Write a social media thread — Break a complex point into a sequence readers can follow and share.
- Plan a social content series — Create a coherent run of posts around one audience need or theme.
- Write a carousel script — Structure a swipeable social story that rewards each next slide.
- Write a short video script — Turn one idea into a concise, watchable short-form video.
- Write a YouTube video script — Build a longer video around a clear viewer promise and retention structure.
- Write podcast show notes — Package an episode so listeners can understand, find, and act on its value.
- Write a webinar abstract — Explain why a live session is worth a busy person’s time.
- Write a press release — Communicate a newsworthy announcement with facts, context, and usable quotes.
- Write a founder announcement — Help a founder communicate a meaningful company update with candour.
- Write a landing page — Create a focused page that connects an offer to a buyer’s real problem.
- Write a product page — Explain a product feature or offer in language that helps buyers decide.
- Generate headline variants — Explore distinct headline directions without drifting into generic copy.
- Create a call-to-action bank — Write purposeful CTAs for different moments in a customer journey.
- Write customer proof snippets — Turn testimonials and results into concise evidence that supports a claim.
- Write an onboarding email sequence — Guide a new user toward early value through helpful, timed emails.
- Write a re-engagement email — Invite an inactive audience back with a reason that respects their attention.
- Write a sales one-pager — Distil an offer into a concise document a buyer can understand and share.
- Create a lead magnet — Develop a genuinely useful downloadable resource for a defined audience.
- Write a comparison page — Help buyers compare alternatives fairly while explaining where your offer fits.
- Build an editorial calendar — Turn strategic themes into a realistic publishing plan.
- Repurpose a pillar piece — Turn one strong asset into channel-appropriate follow-on content.
- Plan content distribution — Match distribution tactics to the audience and purpose of a published piece.
- Write a writer brief — Give a writer enough strategic direction without dictating every sentence.
- Run a content quality review — Check a draft for accuracy, usefulness, brand fit, and editorial craft.
- Localise content for a market — Adapt content for a region or audience without merely translating words.
- Rewrite in plain language — Make important information understandable without losing its meaning.
- Create a user-generated content brief — Invite customers or creators to make authentic content with useful guardrails.
- Write a community response — Respond to a customer or community issue with clarity, empathy, and accountability.
- Write a brand narrative — Articulate the story connecting a company’s origin, conviction, and customer value.
- Write a content manifesto — Define the editorial beliefs that make a publication worth following.
How to use this library
Start with the task, replace the placeholders with real context, then review the response before making a decision or changing code. These prompts are starting points for real work, not secret instructions or automatic answers.