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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• Vendor
• Use case
• Constraints

LLM observability plan

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

Difficulty

Advanced

Output

Metrics, logs, redaction, alerting

• Workflow
• Sensitive data
• Success metrics