Prompt Cards

Use Cursor’s visual editor to propose UI tweaks, ChatGPT generates design-token updates and a11y copy, Antigravity snapshots and runs visual diffs to ensure no unintended changes. Deliver a review pack.

For a data/ETL repo, ChatGPT drafts data quality tests (nulls, uniqueness, freshness), Cursor adds dbt/unit tests, and Antigravity schedules validations on PR. Include lineage notes and rollback triggers.

Define performance budgets and benchmarks; ChatGPT proposes profiling plan; Cursor instruments code (e.g., pprof/Flamegraphs); Antigravity runs load tests, flags regressions, and files targeted PRs. Output a perf dashboard spec.

Collect logs/incidents; ChatGPT drafts a blameless postmortem; Cursor queries log/trace snippets and links to code; Antigravity reconstructs a timeline and verifies action items land in code/config. Provide a 30-minute weekly review ritual.

Draft a PR reviewer flow: ChatGPT summarizes diffs and intent; Cursor leaves inline suggestions and auto-fix commits; Antigravity validates tests and risk scores before merge. Output a reviewer rubric and merge checklist.

Create a lightweight SDL: ChatGPT runs threat modeling (STRIDE) per feature, Cursor integrates SAST/secret scan hooks, Antigravity executes dependency/SBOM scans and opens remediation PRs. Provide severity ladder and SLAs.

ChatGPT authors OpenAPI/AsyncAPI contracts; Cursor code-gens server stubs/SDKs and adds contract tests; Antigravity spins up mocks and runs compatibility checks. Output versioning policy and deprecation calendar.

Have ChatGPT template Terraform/Pulumi modules, Cursor generate CI pipelines for plan/apply, and Antigravity agents stand up preview environments per PR. Include drift detection and cost guardrails.

Create a refactor plan that slices changes behind flags. ChatGPT proposes flag taxonomy; Cursor inserts flags and writes toggled tests; Antigravity runs canary + dark launch verifications. Deliver a kill-switch SOP and cleanup checklist.

Design a migration from a legacy stack (e.g., Python 3.8→3.12, Node 14→20, Spring→Spring Boot). ChatGPT drafts risk table and codemods; Cursor applies codemods and fixes types; Antigravity runs smoke/contract tests in sandboxes. Output a phased plan with rollback gates.

Given a product brief, have ChatGPT write acceptance criteria and test outlines, ask Cursor to generate unit/integration tests and the minimal code, then let Antigravity agents execute the suite and open fix-it branches for any regressions. Output artifacts and next steps.

Act as a delivery lead. Orchestrate a dev workflow where ChatGPT refines the spec, Cursor’s Plan/Debug Modes generate and iterate on code, and Antigravity agents run plan→execute→verify missions (editor+terminal+browser). Produce a RACI, daily cadence, and success metrics.