AIPM
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Coding prompt series

Docstring generator prompts

Generate idiomatic docstrings and API comments for Go, Java, Python, Ruby, SQL, and Swift code.

6 prompts in this series. Each prompt page shows the full prompt, the variables to fill in, the models it was tested with, and example output.

All prompts in this series

6 docstring generator prompts

Coding prompts

More coding prompt series

Coding workflow prompts

32 prompts · Prompts for everyday engineering work: debugging, refactors, code review, test suites, migrations, CI pipelines, threat models, and system design.

Changelog from commits prompts

6 prompts · Turn a commit log into a readable changelog and release notes, with language-specific versions.

Feature flag rollout plan prompts

6 prompts · Plan a feature flag rollout, kill switch, and cleanup, with one prompt per language.

GraphQL schema design prompts

6 prompts · Design a GraphQL schema, resolvers, and pagination for Go, Java, Python, Ruby, SQL, or Swift backends.

Observability checklist prompts

6 prompts · Logging, metrics, tracing, and alerting checklists for a service, with one prompt per language.

Architecture decision record (ADR) prompts

5 prompts · Write an architecture decision record for a C, Kotlin, PHP, Rust, or TypeScript codebase: context, options, decision, and consequences.

RBAC authorization matrix prompts

5 prompts · Design a role-based access control matrix and enforcement plan, with one prompt per language.

Kafka consumer design prompts

5 prompts · Design a Kafka consumer with retries, idempotency, and dead-letter handling, with one prompt per language.

Load test plan prompts

5 prompts · Write a load test plan with scenarios, targets, and pass/fail thresholds for Go, Java, Python, Ruby, or Swift services.

API rate limit design prompts

5 prompts · Design API rate limiting (token bucket, sliding window, quotas, and 429 handling) for Go, Java, Python, SQL, or Swift.