Reusable templates for serious Kimi K3 workflows.

Bug fix diagnosis brief

Turn a vague bug report into evidence, hypotheses, fix options, and regression checks.

Difficulty

Starter

Output

Diagnosis, likely cause, minimal fix, and regression checklist

Improves

Reproduction steps, risk checks, and testable next actions

Review generated code and run your own tests before shipping.

• Bug symptoms
• Expected behavior
• Relevant code or logs

Security-aware code review

Review a change for correctness, access control, data handling, and maintainability.

Difficulty

Intermediate

Output

Prioritized findings with severity and suggested fixes

Improves

Reproduction steps, risk checks, and testable next actions

Review generated code and run your own tests before shipping.

• Code diff
• Feature goal
• Known constraints

Focused test plan

Create practical tests for a feature without over-testing implementation details.

Difficulty

Starter

Output

Unit, integration, and manual verification tests

Improves

Reproduction steps, risk checks, and testable next actions

Review generated code and run your own tests before shipping.

• Feature behavior
• Important edge cases
• Stack

Refactor plan without scope creep

Plan a safe refactor that preserves behavior and avoids unnecessary rewrites.

Difficulty

Intermediate

Output

Step-by-step refactor plan with verification gates

Improves

Reproduction steps, risk checks, and testable next actions

Review generated code and run your own tests before shipping.

• Current code
• Pain point
• Constraints

API contract review

Review an API shape for auth, validation, errors, idempotency, and versioning.

Difficulty

Advanced

Output

Contract risks and recommended API shape

Improves

Reproduction steps, risk checks, and testable next actions

Review generated code and run your own tests before shipping.

• Endpoint design
• Consumers
• Auth model

Implementation brief

Turn product requirements into a developer-ready implementation plan.

Difficulty

Intermediate

Output

Files to change, data model, API routes, UI states, tests

Improves

Reproduction steps, risk checks, and testable next actions

Review generated code and run your own tests before shipping.

• Requirement
• Stack
• Existing files

Cloudflare Pages deployment review

Check a Pages + Functions deployment plan for environment, routing, and D1 risks.

Difficulty

Advanced

Output

Deployment checklist and risk register

Improves

Reproduction steps, risk checks, and testable next actions

Review generated code and run your own tests before shipping.

• Deployment config
• Functions routes
• Bindings

Auth threat model

Review sign-in, sessions, cookies, and ownership checks for common auth bugs.

Difficulty

Advanced

Output

Threat model, vulnerabilities, and mitigations

Improves

Reproduction steps, risk checks, and testable next actions

Review generated code and run your own tests before shipping.

• Auth flow
• Session storage
• Protected resources

Search intent content brief

Convert a keyword into a page outline that answers the real search intent.

Difficulty

Starter

Output

Intent, title, meta description, outline, FAQ, internal links

Improves

Search intent, evidence needs, and cleaner page structure

Verify factual claims, dates, and sources before publishing.

• Primary keyword
• Audience
• Known sources

Landing page copy

Draft clear landing-page sections with benefits, objections, and CTAs.

Difficulty

Intermediate

Output

Hero, benefits, proof, FAQ, CTA copy

Improves

Search intent, evidence needs, and cleaner page structure

Verify factual claims, dates, and sources before publishing.

• Product
• Audience
• Offer

SEO article outline

Build a readable article outline with search-friendly structure and source needs.

Difficulty

Starter

Output

Title options, intro angle, H2/H3 outline, FAQ

Improves

Search intent, evidence needs, and cleaner page structure

Verify factual claims, dates, and sources before publishing.

• Topic
• Primary keyword
• Reader goal

Comparison page structure

Design a fair comparison page using consistent evaluation dimensions.

Difficulty

Intermediate

Output

Comparison matrix, narrative sections, FAQ, source list

Improves

Search intent, evidence needs, and cleaner page structure

Verify factual claims, dates, and sources before publishing.

• Products
• Audience
• Comparison dimensions

FAQ expansion pack

Generate practical FAQ questions and answers for an existing page.

Difficulty

Intermediate

Output

FAQ list with concise answers and schema notes

Improves

Search intent, evidence needs, and cleaner page structure

Verify factual claims, dates, and sources before publishing.

• Page topic
• Current sections
• User objections

Content refresh checklist

Audit an article for stale claims, weak sections, and internal-link gaps.

Difficulty

Advanced

Output

Prioritized refresh plan

Improves

Search intent, evidence needs, and cleaner page structure

Verify factual claims, dates, and sources before publishing.

• Existing article
• Target keyword
• Known updates

Programmatic SEO guardrails

Define safe rules for templated SEO pages without doorway-page behavior.

Difficulty

Advanced

Output

Do/don't rules, unique-value requirements, QA checklist

Improves

Search intent, evidence needs, and cleaner page structure

Verify factual claims, dates, and sources before publishing.

• Page pattern
• Data source
• Quality bar

Pricing page copy review

Make paid tiers clearer without overpromising.

Difficulty

Intermediate

Output

Revised pricing copy and risk notes

Improves

Search intent, evidence needs, and cleaner page structure

Verify factual claims, dates, and sources before publishing.

• Plans
• Features
• Objections

Source synthesis memo

Combine multiple sources into a concise memo with evidence quality clearly labeled.

Difficulty

Starter

Output

Executive summary, evidence table, open questions

Improves

Source quality, uncertainty labels, and decision-ready synthesis

Check source quality and separate evidence from inference.

• Sources
• Question
• Decision context

Claim-checking checklist

Turn a draft into a list of claims that need verification before publishing.

Difficulty

Starter

Output

Claims, verification needs, source suggestions

Improves

Source quality, uncertainty labels, and decision-ready synthesis

Check source quality and separate evidence from inference.

• Draft
• Topic
• Risk level

Use this for editorial QA; do not treat it as legal, medical, or financial advice.

Long document analysis

Extract structure, decisions, risks, and action items from a long document.

Difficulty

Intermediate

Output

Summary, key points, risks, action items

Improves

Source quality, uncertainty labels, and decision-ready synthesis

Check source quality and separate evidence from inference.

• Document text
• Analysis goal
• Audience

Decision memo

Convert messy context into a decision-ready memo with options and tradeoffs.

Difficulty

Intermediate

Output

Recommendation, options, tradeoffs, risks, next steps

Improves

Source quality, uncertainty labels, and decision-ready synthesis

Check source quality and separate evidence from inference.

• Decision
• Options
• Constraints

Market scan

Structure a market scan with segments, competitors, and uncertainty.

Difficulty

Advanced

Output

Market map, competitor notes, evidence needs, open questions

Improves

Source quality, uncertainty labels, and decision-ready synthesis

Check source quality and separate evidence from inference.

• Market
• Geography
• Known players

Policy risk review

Review a product idea for policy, platform, and claims-risk concerns.

Difficulty

Advanced

Output

Risk areas, safer wording, mitigation checklist

Improves

Source quality, uncertainty labels, and decision-ready synthesis

Check source quality and separate evidence from inference.

• Product idea
• Claims
• Distribution channels

This is a planning aid, not legal advice.

Interview synthesis

Turn interview notes into themes, quotes to verify, and product implications.

Difficulty

Intermediate

Output

Themes, evidence, implications, follow-up questions

Improves

Source quality, uncertainty labels, and decision-ready synthesis

Check source quality and separate evidence from inference.

• Interview notes
• Research question
• User segment

Source quality rubric

Score sources by authority, freshness, relevance, and conflict risk.

Difficulty

Advanced

Output

Scored source table and recommended source gaps

Improves

Source quality, uncertainty labels, and decision-ready synthesis

Check source quality and separate evidence from inference.

• Source list
• Research question
• Required confidence

MVP requirements brief

Write a compact MVP requirement with scope, non-goals, and acceptance criteria.

Difficulty

Starter

Output

MVP scope, user stories, non-goals, acceptance criteria

Improves

Scope boundaries, tradeoffs, and acceptance criteria

Validate assumptions with users, constraints, and business context.

• Idea
• Audience
• Launch constraint

Positioning brief

Clarify who the product is for, what problem it solves, and why now.

Difficulty

Starter

Output

Positioning, value proposition, differentiators, proof needs

Improves

Scope boundaries, tradeoffs, and acceptance criteria

Validate assumptions with users, constraints, and business context.

• Product
• Audience
• Alternatives

User story map

Break a product workflow into user tasks, MVP stories, and later stories.

Difficulty

Intermediate

Output

Activities, stories, MVP slice, release notes

Improves

Scope boundaries, tradeoffs, and acceptance criteria

Validate assumptions with users, constraints, and business context.

• Workflow
• User role
• Business goal

Free vs Pro paywall design

Define a fair paywall that preserves free value while making Pro obvious.

Difficulty

Advanced

Output

Entitlement matrix, upgrade moments, copy notes

Improves

Scope boundaries, tradeoffs, and acceptance criteria

Validate assumptions with users, constraints, and business context.

• Free features
• Paid features
• User objections

Onboarding flow

Design a short first-run flow that gets users to value quickly.

Difficulty

Intermediate

Output

First-run steps, empty states, activation metric

Improves

Scope boundaries, tradeoffs, and acceptance criteria

Validate assumptions with users, constraints, and business context.

• Product
• Activation action
• User segments

Pricing experiment plan

Plan a low-risk pricing test for an early-stage product.

Difficulty

Advanced

Output

Hypothesis, variants, metrics, decision rules

Improves

Scope boundaries, tradeoffs, and acceptance criteria

Validate assumptions with users, constraints, and business context.

• Offer
• Audience
• Traffic level

Feature priority matrix

Rank feature ideas by user value, effort, risk, and monetization fit.

Difficulty

Intermediate

Output

Priority matrix and recommended roadmap

Improves

Scope boundaries, tradeoffs, and acceptance criteria

Validate assumptions with users, constraints, and business context.

• Feature list
• Goal
• Constraints

Churn-risk review

Find reasons paid users might cancel and design retention fixes.

Difficulty

Advanced

Output

Churn risks, retention ideas, instrumentation

Improves

Scope boundaries, tradeoffs, and acceptance criteria

Validate assumptions with users, constraints, and business context.

• Paid offer
• Usage pattern
• User feedback

API cost estimation brief

Estimate usage drivers before building an LLM-powered workflow.

Difficulty

Starter

Output

Usage assumptions, cost drivers, sensitivity checks

Improves

Cost drivers, reliability risks, and measurable guardrails

Confirm pricing, limits, and vendor details against official docs.

• Workflow
• Expected users
• Token assumptions

Model selection checklist

Compare model choices by task fit, latency, price, and risk.

Difficulty

Starter

Output

Selection matrix and recommendation

Improves

Cost drivers, reliability risks, and measurable guardrails

Confirm pricing, limits, and vendor details against official docs.

• Task
• Candidate models
• Constraints

Rate-limit and retry plan

Design a safer client strategy for rate limits, retries, and backoff.

Difficulty

Intermediate

Output

Retry policy, queueing strategy, user-facing states

Improves

Cost drivers, reliability risks, and measurable guardrails

Confirm pricing, limits, and vendor details against official docs.

• API workflow
• Traffic pattern
• Failure tolerance

Budget guardrails

Define product and engineering controls that prevent surprise API spend.

Difficulty

Advanced

Output

Guardrails, alerts, cutoffs, monitoring

Improves

Cost drivers, reliability risks, and measurable guardrails

Confirm pricing, limits, and vendor details against official docs.

• Budget
• Workflow
• Usage assumptions

LLM response caching strategy

Decide what can be cached safely to reduce cost without leaking user data.

Difficulty

Advanced

Output

Cache policy, invalidation, privacy risks

Improves

Cost drivers, reliability risks, and measurable guardrails

Confirm pricing, limits, and vendor details against official docs.

• Workflow
• Data sensitivity
• Cache candidates

LLM evaluation plan

Create a small eval set before scaling an LLM workflow.

Difficulty

Intermediate

Output

Eval cases, scoring rubric, launch threshold

Improves

Cost drivers, reliability risks, and measurable guardrails

Confirm pricing, limits, and vendor details against official docs.

• Task
• Quality criteria
• Example cases

Vendor risk checklist

Assess dependency, pricing, availability, and data-handling risks for an API vendor.

Difficulty

Advanced

Output

Risk checklist and mitigation plan

Improves

Cost drivers, reliability risks, and measurable guardrails

Confirm pricing, limits, and vendor details against official docs.

• Vendor
• Use case
• Constraints

LLM observability plan

Define logs, metrics, and redaction for production LLM workflows.

Difficulty

Advanced

Output

Metrics, logs, redaction, alerting

Improves

Cost drivers, reliability risks, and measurable guardrails

Confirm pricing, limits, and vendor details against official docs.

• Workflow
• Sensitive data
• Success metrics