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Tap any category to filter the explorer below, or dive straight into search. Every prompt follows the Astra shell: goal, inputs, constraints, output, done, autonomy, verification. Cards show a number, a one-line summary, a preview, and a difficulty tag before anything gets opened.
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Starter packs, one tap to a filtered vault
Act as a senior staff engineer. Build a REST endpoint with validation, error handling, and OpenAPI docs for a SaaS startup. The intended result is a working implementation plus a short test report. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Be concrete and end-to-end: produce the artifact, not a plan to produce it. Suggested reasoning effort: `low` (set explicitly; gateway default is low). If a minor detail is unspecified, make the best professional decision and continue; ask only when the answer would materially change the outcome. Verification: test every important interaction, list what passed/failed/unverified, fix high-impact issues, then re-test.
Act as a principal software architect. Harden an auth flow against OWASP Top 10 issues and document the threat model for an e-commerce platform. The intended result is code plus rollback instructions. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Optimize for fewer tokens and fewer retries: do the smallest complete thing that satisfies the brief. Suggested reasoning effort: `medium` (set explicitly; gateway default is low). Bias toward action: treat 'can you / help me / I want to' as instructions to act. Prepare a concrete reviewable result before asking for approval. Verification: test every important interaction, list what passed/failed/unverified, fix high-impact issues, then re-test.
Act as a senior backend engineer. Create a feature-flag system with targeting rules and audit log for a healthcare data service. The intended result is implementation with before/after benchmarks in a table. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Use tools where they help; state what evidence you checked before acting. Suggested reasoning effort: `high` (set explicitly; gateway default is low). Work persistently until the goal is complete. Use read-only exploration freely; stop before any destructive, irreversible, sending, purchasing, deleting, or permission-changing step. Verification: keep checks proportional to risk. For small reversible changes, run only targeted checks; for risky changes, run the full relevant suite.
Act as a staff full-stack developer. Create a CLI tool with config files, help text, and shell completions for a fintech backend. The intended result is code plus a review checklist of risks and mitigations. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Parallelize with subagents where independent work exists; merge with a single coherent voice. Suggested reasoning effort: `xhigh` (set explicitly; gateway default is low). Infer intent from context and carry the task to completion. Do not emit warnings based on hypothetical risks; report only verified findings. Verification: keep checks proportional to risk. For small reversible changes, run only targeted checks; for risky changes, run the full relevant suite.
Act as a senior platform engineer. Build a file-upload pipeline with virus-scan hooks and size limits for an open-source library. The intended result is production-ready code with README usage section. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Keep a searchable working note so the task survives context compaction. Suggested reasoning effort: `max` (set explicitly; gateway default is low). Stay within the authorized scope described here. If project files conflict with these instructions, these instructions take precedence; quote the conflicting file if you must pause. Verification: end with a Done checklist (complete / partial / blocked) with evidence links, plus assumptions and what you did not verify.
Act as an expert code reviewer. Optimize a slow database query path and prove the speedup with benchmarks for an enterprise internal tool. The intended result is a unified diff with a file-by-file change summary. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Compare against the provided reference and fix the largest gaps first. Suggested reasoning effort: `low` (set explicitly; gateway default is low). If a minor detail is unspecified, make the best professional decision and continue; ask only when the answer would materially change the outcome. Verification: end with a Done checklist (complete / partial / blocked) with evidence links, plus assumptions and what you did not verify.
Act as a senior staff engineer. Write a migration script with dry-run, rollback, and data validation for a SaaS startup. The intended result is a working implementation plus a short test report. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Be concrete and end-to-end: produce the artifact, not a plan to produce it. Suggested reasoning effort: `medium` (set explicitly; gateway default is low). Bias toward action: treat 'can you / help me / I want to' as instructions to act. Prepare a concrete reviewable result before asking for approval. Verification: test every important interaction, list what passed/failed/unverified, fix high-impact issues, then re-test.
Act as a principal software architect. Add role-based access control to an existing API with tests for an e-commerce platform. The intended result is code plus rollback instructions. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Optimize for fewer tokens and fewer retries: do the smallest complete thing that satisfies the brief. Suggested reasoning effort: `high` (set explicitly; gateway default is low). Work persistently until the goal is complete. Use read-only exploration freely; stop before any destructive, irreversible, sending, purchasing, deleting, or permission-changing step. Verification: test every important interaction, list what passed/failed/unverified, fix high-impact issues, then re-test.
Act as a senior backend engineer. Add structured logging, tracing, and health checks to a service for a healthcare data service. The intended result is implementation with before/after benchmarks in a table. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Use tools where they help; state what evidence you checked before acting. Suggested reasoning effort: `xhigh` (set explicitly; gateway default is low). Infer intent from context and carry the task to completion. Do not emit warnings based on hypothetical risks; report only verified findings. Verification: keep checks proportional to risk. For small reversible changes, run only targeted checks; for risky changes, run the full relevant suite.
Act as a staff full-stack developer. Implement a background job queue with retries, idempotency, and observability for a fintech backend. The intended result is code plus a review checklist of risks and mitigations. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Parallelize with subagents where independent work exists; merge with a single coherent voice. Suggested reasoning effort: `max` (set explicitly; gateway default is low). Stay within the authorized scope described here. If project files conflict with these instructions, these instructions take precedence; quote the conflicting file if you must pause. Verification: keep checks proportional to risk. For small reversible changes, run only targeted checks; for risky changes, run the full relevant suite.
Act as a senior platform engineer. Implement pagination, filtering, and sorting for a list API for an open-source library. The intended result is production-ready code with README usage section. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Keep a searchable working note so the task survives context compaction. Suggested reasoning effort: `low` (set explicitly; gateway default is low). If a minor detail is unspecified, make the best professional decision and continue; ask only when the answer would materially change the outcome. Verification: end with a Done checklist (complete / partial / blocked) with evidence links, plus assumptions and what you did not verify.
Act as an expert code reviewer. Migrate a callback-based flow to async/await with full type safety for an enterprise internal tool. The intended result is a unified diff with a file-by-file change summary. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Compare against the provided reference and fix the largest gaps first. Suggested reasoning effort: `medium` (set explicitly; gateway default is low). Bias toward action: treat 'can you / help me / I want to' as instructions to act. Prepare a concrete reviewable result before asking for approval. Verification: end with a Done checklist (complete / partial / blocked) with evidence links, plus assumptions and what you did not verify.
Act as a senior staff engineer. Convert a monolith handler into testable services with dependency injection for a SaaS startup. The intended result is a working implementation plus a short test report. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Be concrete and end-to-end: produce the artifact, not a plan to produce it. Suggested reasoning effort: `high` (set explicitly; gateway default is low). Work persistently until the goal is complete. Use read-only exploration freely; stop before any destructive, irreversible, sending, purchasing, deleting, or permission-changing step. Verification: test every important interaction, list what passed/failed/unverified, fix high-impact issues, then re-test.
Act as a principal software architect. Refactor a tangled module into clean layers without changing behavior for an e-commerce platform. The intended result is code plus rollback instructions. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Optimize for fewer tokens and fewer retries: do the smallest complete thing that satisfies the brief. Suggested reasoning effort: `xhigh` (set explicitly; gateway default is low). Infer intent from context and carry the task to completion. Do not emit warnings based on hypothetical risks; report only verified findings. Verification: test every important interaction, list what passed/failed/unverified, fix high-impact issues, then re-test.
Act as a senior backend engineer. Build a webhook receiver with signature verification and replay protection for a healthcare data service. The intended result is implementation with before/after benchmarks in a table. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Use tools where they help; state what evidence you checked before acting. Suggested reasoning effort: `max` (set explicitly; gateway default is low). Stay within the authorized scope described here. If project files conflict with these instructions, these instructions take precedence; quote the conflicting file if you must pause. Verification: keep checks proportional to risk. For small reversible changes, run only targeted checks; for risky changes, run the full relevant suite.
Act as a staff full-stack developer. Build a REST endpoint with validation, error handling, and OpenAPI docs for a fintech backend. The intended result is code plus a review checklist of risks and mitigations. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Parallelize with subagents where independent work exists; merge with a single coherent voice. Suggested reasoning effort: `low` (set explicitly; gateway default is low). If a minor detail is unspecified, make the best professional decision and continue; ask only when the answer would materially change the outcome. Verification: keep checks proportional to risk. For small reversible changes, run only targeted checks; for risky changes, run the full relevant suite.
Act as a senior platform engineer. Harden an auth flow against OWASP Top 10 issues and document the threat model for an open-source library. The intended result is production-ready code with README usage section. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Keep a searchable working note so the task survives context compaction. Suggested reasoning effort: `medium` (set explicitly; gateway default is low). Bias toward action: treat 'can you / help me / I want to' as instructions to act. Prepare a concrete reviewable result before asking for approval. Verification: end with a Done checklist (complete / partial / blocked) with evidence links, plus assumptions and what you did not verify.
Act as an expert code reviewer. Create a feature-flag system with targeting rules and audit log for an enterprise internal tool. The intended result is a unified diff with a file-by-file change summary. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Compare against the provided reference and fix the largest gaps first. Suggested reasoning effort: `high` (set explicitly; gateway default is low). Work persistently until the goal is complete. Use read-only exploration freely; stop before any destructive, irreversible, sending, purchasing, deleting, or permission-changing step. Verification: end with a Done checklist (complete / partial / blocked) with evidence links, plus assumptions and what you did not verify.
Act as a senior staff engineer. Create a CLI tool with config files, help text, and shell completions for a SaaS startup. The intended result is a working implementation plus a short test report. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Be concrete and end-to-end: produce the artifact, not a plan to produce it. Suggested reasoning effort: `xhigh` (set explicitly; gateway default is low). Infer intent from context and carry the task to completion. Do not emit warnings based on hypothetical risks; report only verified findings. Verification: test every important interaction, list what passed/failed/unverified, fix high-impact issues, then re-test.
Act as a principal software architect. Build a file-upload pipeline with virus-scan hooks and size limits for an e-commerce platform. The intended result is code plus rollback instructions. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Optimize for fewer tokens and fewer retries: do the smallest complete thing that satisfies the brief. Suggested reasoning effort: `max` (set explicitly; gateway default is low). Stay within the authorized scope described here. If project files conflict with these instructions, these instructions take precedence; quote the conflicting file if you must pause. Verification: test every important interaction, list what passed/failed/unverified, fix high-impact issues, then re-test.
Act as a senior backend engineer. Optimize a slow database query path and prove the speedup with benchmarks for a healthcare data service. The intended result is implementation with before/after benchmarks in a table. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Use tools where they help; state what evidence you checked before acting. Suggested reasoning effort: `low` (set explicitly; gateway default is low). If a minor detail is unspecified, make the best professional decision and continue; ask only when the answer would materially change the outcome. Verification: keep checks proportional to risk. For small reversible changes, run only targeted checks; for risky changes, run the full relevant suite.
Act as a staff full-stack developer. Write a migration script with dry-run, rollback, and data validation for a fintech backend. The intended result is code plus a review checklist of risks and mitigations. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Parallelize with subagents where independent work exists; merge with a single coherent voice. Suggested reasoning effort: `medium` (set explicitly; gateway default is low). Bias toward action: treat 'can you / help me / I want to' as instructions to act. Prepare a concrete reviewable result before asking for approval. Verification: keep checks proportional to risk. For small reversible changes, run only targeted checks; for risky changes, run the full relevant suite.
Act as a senior platform engineer. Add role-based access control to an existing API with tests for an open-source library. The intended result is production-ready code with README usage section. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Keep a searchable working note so the task survives context compaction. Suggested reasoning effort: `high` (set explicitly; gateway default is low). Work persistently until the goal is complete. Use read-only exploration freely; stop before any destructive, irreversible, sending, purchasing, deleting, or permission-changing step. Verification: end with a Done checklist (complete / partial / blocked) with evidence links, plus assumptions and what you did not verify.
Act as an expert code reviewer. Add structured logging, tracing, and health checks to a service for an enterprise internal tool. The intended result is a unified diff with a file-by-file change summary. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Compare against the provided reference and fix the largest gaps first. Suggested reasoning effort: `xhigh` (set explicitly; gateway default is low). Infer intent from context and carry the task to completion. Do not emit warnings based on hypothetical risks; report only verified findings. Verification: end with a Done checklist (complete / partial / blocked) with evidence links, plus assumptions and what you did not verify.
Act as a senior staff engineer. Implement a background job queue with retries, idempotency, and observability for a SaaS startup. The intended result is a working implementation plus a short test report. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Be concrete and end-to-end: produce the artifact, not a plan to produce it. Suggested reasoning effort: `max` (set explicitly; gateway default is low). Stay within the authorized scope described here. If project files conflict with these instructions, these instructions take precedence; quote the conflicting file if you must pause. Verification: test every important interaction, list what passed/failed/unverified, fix high-impact issues, then re-test.
Act as a principal software architect. Implement pagination, filtering, and sorting for a list API for an e-commerce platform. The intended result is code plus rollback instructions. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Optimize for fewer tokens and fewer retries: do the smallest complete thing that satisfies the brief. Suggested reasoning effort: `low` (set explicitly; gateway default is low). If a minor detail is unspecified, make the best professional decision and continue; ask only when the answer would materially change the outcome. Verification: test every important interaction, list what passed/failed/unverified, fix high-impact issues, then re-test.
Act as a senior backend engineer. Migrate a callback-based flow to async/await with full type safety for a healthcare data service. The intended result is implementation with before/after benchmarks in a table. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Use tools where they help; state what evidence you checked before acting. Suggested reasoning effort: `medium` (set explicitly; gateway default is low). Bias toward action: treat 'can you / help me / I want to' as instructions to act. Prepare a concrete reviewable result before asking for approval. Verification: keep checks proportional to risk. For small reversible changes, run only targeted checks; for risky changes, run the full relevant suite.
Act as a staff full-stack developer. Convert a monolith handler into testable services with dependency injection for a fintech backend. The intended result is code plus a review checklist of risks and mitigations. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Parallelize with subagents where independent work exists; merge with a single coherent voice. Suggested reasoning effort: `high` (set explicitly; gateway default is low). Work persistently until the goal is complete. Use read-only exploration freely; stop before any destructive, irreversible, sending, purchasing, deleting, or permission-changing step. Verification: keep checks proportional to risk. For small reversible changes, run only targeted checks; for risky changes, run the full relevant suite.
Act as a senior platform engineer. Refactor a tangled module into clean layers without changing behavior for an open-source library. The intended result is production-ready code with README usage section. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Keep a searchable working note so the task survives context compaction. Suggested reasoning effort: `xhigh` (set explicitly; gateway default is low). Infer intent from context and carry the task to completion. Do not emit warnings based on hypothetical risks; report only verified findings. Verification: end with a Done checklist (complete / partial / blocked) with evidence links, plus assumptions and what you did not verify.
Act as an expert code reviewer. Build a webhook receiver with signature verification and replay protection for an enterprise internal tool. The intended result is a unified diff with a file-by-file change summary. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Compare against the provided reference and fix the largest gaps first. Suggested reasoning effort: `max` (set explicitly; gateway default is low). Stay within the authorized scope described here. If project files conflict with these instructions, these instructions take precedence; quote the conflicting file if you must pause. Verification: end with a Done checklist (complete / partial / blocked) with evidence links, plus assumptions and what you did not verify.
Act as a senior staff engineer. Build a REST endpoint with validation, error handling, and OpenAPI docs for a SaaS startup. The intended result is a working implementation plus a short test report. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Be concrete and end-to-end: produce the artifact, not a plan to produce it. Suggested reasoning effort: `low` (set explicitly; gateway default is low). If a minor detail is unspecified, make the best professional decision and continue; ask only when the answer would materially change the outcome. Verification: test every important interaction, list what passed/failed/unverified, fix high-impact issues, then re-test. Variant focus 31.
Act as a principal software architect. Harden an auth flow against OWASP Top 10 issues and document the threat model for an e-commerce platform. The intended result is code plus rollback instructions. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Optimize for fewer tokens and fewer retries: do the smallest complete thing that satisfies the brief. Suggested reasoning effort: `medium` (set explicitly; gateway default is low). Bias toward action: treat 'can you / help me / I want to' as instructions to act. Prepare a concrete reviewable result before asking for approval. Verification: test every important interaction, list what passed/failed/unverified, fix high-impact issues, then re-test. Variant focus 32.
Act as a senior backend engineer. Create a feature-flag system with targeting rules and audit log for a healthcare data service. The intended result is implementation with before/after benchmarks in a table. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Use tools where they help; state what evidence you checked before acting. Suggested reasoning effort: `high` (set explicitly; gateway default is low). Work persistently until the goal is complete. Use read-only exploration freely; stop before any destructive, irreversible, sending, purchasing, deleting, or permission-changing step. Verification: keep checks proportional to risk. For small reversible changes, run only targeted checks; for risky changes, run the full relevant suite. Variant focus 33.
Act as a staff full-stack developer. Create a CLI tool with config files, help text, and shell completions for a fintech backend. The intended result is code plus a review checklist of risks and mitigations. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Parallelize with subagents where independent work exists; merge with a single coherent voice. Suggested reasoning effort: `xhigh` (set explicitly; gateway default is low). Infer intent from context and carry the task to completion. Do not emit warnings based on hypothetical risks; report only verified findings. Verification: keep checks proportional to risk. For small reversible changes, run only targeted checks; for risky changes, run the full relevant suite. Variant focus 34.
Act as a senior platform engineer. Build a file-upload pipeline with virus-scan hooks and size limits for an open-source library. The intended result is production-ready code with README usage section. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Keep a searchable working note so the task survives context compaction. Suggested reasoning effort: `max` (set explicitly; gateway default is low). Stay within the authorized scope described here. If project files conflict with these instructions, these instructions take precedence; quote the conflicting file if you must pause. Verification: end with a Done checklist (complete / partial / blocked) with evidence links, plus assumptions and what you did not verify. Variant focus 35.
Act as an expert code reviewer. Optimize a slow database query path and prove the speedup with benchmarks for an enterprise internal tool. The intended result is a unified diff with a file-by-file change summary. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Compare against the provided reference and fix the largest gaps first. Suggested reasoning effort: `low` (set explicitly; gateway default is low). If a minor detail is unspecified, make the best professional decision and continue; ask only when the answer would materially change the outcome. Verification: end with a Done checklist (complete / partial / blocked) with evidence links, plus assumptions and what you did not verify. Variant focus 36.
Act as a senior staff engineer. Write a migration script with dry-run, rollback, and data validation for a SaaS startup. The intended result is a working implementation plus a short test report. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Be concrete and end-to-end: produce the artifact, not a plan to produce it. Suggested reasoning effort: `medium` (set explicitly; gateway default is low). Bias toward action: treat 'can you / help me / I want to' as instructions to act. Prepare a concrete reviewable result before asking for approval. Verification: test every important interaction, list what passed/failed/unverified, fix high-impact issues, then re-test. Variant focus 37.
Act as a principal software architect. Add role-based access control to an existing API with tests for an e-commerce platform. The intended result is code plus rollback instructions. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Optimize for fewer tokens and fewer retries: do the smallest complete thing that satisfies the brief. Suggested reasoning effort: `high` (set explicitly; gateway default is low). Work persistently until the goal is complete. Use read-only exploration freely; stop before any destructive, irreversible, sending, purchasing, deleting, or permission-changing step. Verification: test every important interaction, list what passed/failed/unverified, fix high-impact issues, then re-test. Variant focus 38.
Act as a senior backend engineer. Add structured logging, tracing, and health checks to a service for a healthcare data service. The intended result is implementation with before/after benchmarks in a table. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Use tools where they help; state what evidence you checked before acting. Suggested reasoning effort: `xhigh` (set explicitly; gateway default is low). Infer intent from context and carry the task to completion. Do not emit warnings based on hypothetical risks; report only verified findings. Verification: keep checks proportional to risk. For small reversible changes, run only targeted checks; for risky changes, run the full relevant suite. Variant focus 39.
Act as a staff full-stack developer. Implement a background job queue with retries, idempotency, and observability for a fintech backend. The intended result is code plus a review checklist of risks and mitigations. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Parallelize with subagents where independent work exists; merge with a single coherent voice. Suggested reasoning effort: `max` (set explicitly; gateway default is low). Stay within the authorized scope described here. If project files conflict with these instructions, these instructions take precedence; quote the conflicting file if you must pause. Verification: keep checks proportional to risk. For small reversible changes, run only targeted checks; for risky changes, run the full relevant suite. Variant focus 40.
Act as a senior platform engineer. Implement pagination, filtering, and sorting for a list API for an open-source library. The intended result is production-ready code with README usage section. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Keep a searchable working note so the task survives context compaction. Suggested reasoning effort: `low` (set explicitly; gateway default is low). If a minor detail is unspecified, make the best professional decision and continue; ask only when the answer would materially change the outcome. Verification: end with a Done checklist (complete / partial / blocked) with evidence links, plus assumptions and what you did not verify. Variant focus 41.
Act as an expert code reviewer. Migrate a callback-based flow to async/await with full type safety for an enterprise internal tool. The intended result is a unified diff with a file-by-file change summary. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Compare against the provided reference and fix the largest gaps first. Suggested reasoning effort: `medium` (set explicitly; gateway default is low). Bias toward action: treat 'can you / help me / I want to' as instructions to act. Prepare a concrete reviewable result before asking for approval. Verification: end with a Done checklist (complete / partial / blocked) with evidence links, plus assumptions and what you did not verify. Variant focus 42.
Act as a senior staff engineer. Convert a monolith handler into testable services with dependency injection for a SaaS startup. The intended result is a working implementation plus a short test report. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Be concrete and end-to-end: produce the artifact, not a plan to produce it. Suggested reasoning effort: `high` (set explicitly; gateway default is low). Work persistently until the goal is complete. Use read-only exploration freely; stop before any destructive, irreversible, sending, purchasing, deleting, or permission-changing step. Verification: test every important interaction, list what passed/failed/unverified, fix high-impact issues, then re-test. Variant focus 43.
Act as a principal software architect. Refactor a tangled module into clean layers without changing behavior for an e-commerce platform. The intended result is code plus rollback instructions. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Optimize for fewer tokens and fewer retries: do the smallest complete thing that satisfies the brief. Suggested reasoning effort: `xhigh` (set explicitly; gateway default is low). Infer intent from context and carry the task to completion. Do not emit warnings based on hypothetical risks; report only verified findings. Verification: test every important interaction, list what passed/failed/unverified, fix high-impact issues, then re-test. Variant focus 44.
Act as a senior backend engineer. Build a webhook receiver with signature verification and replay protection for a healthcare data service. The intended result is implementation with before/after benchmarks in a table. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Use tools where they help; state what evidence you checked before acting. Suggested reasoning effort: `max` (set explicitly; gateway default is low). Stay within the authorized scope described here. If project files conflict with these instructions, these instructions take precedence; quote the conflicting file if you must pause. Verification: keep checks proportional to risk. For small reversible changes, run only targeted checks; for risky changes, run the full relevant suite. Variant focus 45.
Act as a staff full-stack developer. Build a REST endpoint with validation, error handling, and OpenAPI docs for a fintech backend. The intended result is code plus a review checklist of risks and mitigations. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Parallelize with subagents where independent work exists; merge with a single coherent voice. Suggested reasoning effort: `low` (set explicitly; gateway default is low). If a minor detail is unspecified, make the best professional decision and continue; ask only when the answer would materially change the outcome. Verification: keep checks proportional to risk. For small reversible changes, run only targeted checks; for risky changes, run the full relevant suite. Variant focus 46.
Act as a senior platform engineer. Harden an auth flow against OWASP Top 10 issues and document the threat model for an open-source library. The intended result is production-ready code with README usage section. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Keep a searchable working note so the task survives context compaction. Suggested reasoning effort: `medium` (set explicitly; gateway default is low). Bias toward action: treat 'can you / help me / I want to' as instructions to act. Prepare a concrete reviewable result before asking for approval. Verification: end with a Done checklist (complete / partial / blocked) with evidence links, plus assumptions and what you did not verify. Variant focus 47.
Act as an expert code reviewer. Create a feature-flag system with targeting rules and audit log for an enterprise internal tool. The intended result is a unified diff with a file-by-file change summary. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Compare against the provided reference and fix the largest gaps first. Suggested reasoning effort: `high` (set explicitly; gateway default is low). Work persistently until the goal is complete. Use read-only exploration freely; stop before any destructive, irreversible, sending, purchasing, deleting, or permission-changing step. Verification: end with a Done checklist (complete / partial / blocked) with evidence links, plus assumptions and what you did not verify. Variant focus 48.
Act as a senior staff engineer. Create a CLI tool with config files, help text, and shell completions for a SaaS startup. The intended result is a working implementation plus a short test report. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Be concrete and end-to-end: produce the artifact, not a plan to produce it. Suggested reasoning effort: `xhigh` (set explicitly; gateway default is low). Infer intent from context and carry the task to completion. Do not emit warnings based on hypothetical risks; report only verified findings. Verification: test every important interaction, list what passed/failed/unverified, fix high-impact issues, then re-test. Variant focus 49.
Act as a principal software architect. Build a file-upload pipeline with virus-scan hooks and size limits for an e-commerce platform. The intended result is code plus rollback instructions. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Optimize for fewer tokens and fewer retries: do the smallest complete thing that satisfies the brief. Suggested reasoning effort: `max` (set explicitly; gateway default is low). Stay within the authorized scope described here. If project files conflict with these instructions, these instructions take precedence; quote the conflicting file if you must pause. Verification: test every important interaction, list what passed/failed/unverified, fix high-impact issues, then re-test. Variant focus 50.
Act as a senior backend engineer. Optimize a slow database query path and prove the speedup with benchmarks for a healthcare data service. The intended result is implementation with before/after benchmarks in a table. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Use tools where they help; state what evidence you checked before acting. Suggested reasoning effort: `low` (set explicitly; gateway default is low). If a minor detail is unspecified, make the best professional decision and continue; ask only when the answer would materially change the outcome. Verification: keep checks proportional to risk. For small reversible changes, run only targeted checks; for risky changes, run the full relevant suite. Variant focus 51.
Act as a staff full-stack developer. Write a migration script with dry-run, rollback, and data validation for a fintech backend. The intended result is code plus a review checklist of risks and mitigations. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Parallelize with subagents where independent work exists; merge with a single coherent voice. Suggested reasoning effort: `medium` (set explicitly; gateway default is low). Bias toward action: treat 'can you / help me / I want to' as instructions to act. Prepare a concrete reviewable result before asking for approval. Verification: keep checks proportional to risk. For small reversible changes, run only targeted checks; for risky changes, run the full relevant suite. Variant focus 52.
Act as a senior platform engineer. Add role-based access control to an existing API with tests for an open-source library. The intended result is production-ready code with README usage section. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Keep a searchable working note so the task survives context compaction. Suggested reasoning effort: `high` (set explicitly; gateway default is low). Work persistently until the goal is complete. Use read-only exploration freely; stop before any destructive, irreversible, sending, purchasing, deleting, or permission-changing step. Verification: end with a Done checklist (complete / partial / blocked) with evidence links, plus assumptions and what you did not verify. Variant focus 53.
Act as an expert code reviewer. Add structured logging, tracing, and health checks to a service for an enterprise internal tool. The intended result is a unified diff with a file-by-file change summary. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Compare against the provided reference and fix the largest gaps first. Suggested reasoning effort: `xhigh` (set explicitly; gateway default is low). Infer intent from context and carry the task to completion. Do not emit warnings based on hypothetical risks; report only verified findings. Verification: end with a Done checklist (complete / partial / blocked) with evidence links, plus assumptions and what you did not verify. Variant focus 54.
Act as a senior staff engineer. Implement a background job queue with retries, idempotency, and observability for a SaaS startup. The intended result is a working implementation plus a short test report. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Be concrete and end-to-end: produce the artifact, not a plan to produce it. Suggested reasoning effort: `max` (set explicitly; gateway default is low). Stay within the authorized scope described here. If project files conflict with these instructions, these instructions take precedence; quote the conflicting file if you must pause. Verification: test every important interaction, list what passed/failed/unverified, fix high-impact issues, then re-test. Variant focus 55.
Act as a principal software architect. Implement pagination, filtering, and sorting for a list API for an e-commerce platform. The intended result is code plus rollback instructions. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Optimize for fewer tokens and fewer retries: do the smallest complete thing that satisfies the brief. Suggested reasoning effort: `low` (set explicitly; gateway default is low). If a minor detail is unspecified, make the best professional decision and continue; ask only when the answer would materially change the outcome. Verification: test every important interaction, list what passed/failed/unverified, fix high-impact issues, then re-test. Variant focus 56.
Act as a senior backend engineer. Migrate a callback-based flow to async/await with full type safety for a healthcare data service. The intended result is implementation with before/after benchmarks in a table. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Use tools where they help; state what evidence you checked before acting. Suggested reasoning effort: `medium` (set explicitly; gateway default is low). Bias toward action: treat 'can you / help me / I want to' as instructions to act. Prepare a concrete reviewable result before asking for approval. Verification: keep checks proportional to risk. For small reversible changes, run only targeted checks; for risky changes, run the full relevant suite. Variant focus 57.
Act as a staff full-stack developer. Convert a monolith handler into testable services with dependency injection for a fintech backend. The intended result is code plus a review checklist of risks and mitigations. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Parallelize with subagents where independent work exists; merge with a single coherent voice. Suggested reasoning effort: `high` (set explicitly; gateway default is low). Work persistently until the goal is complete. Use read-only exploration freely; stop before any destructive, irreversible, sending, purchasing, deleting, or permission-changing step. Verification: keep checks proportional to risk. For small reversible changes, run only targeted checks; for risky changes, run the full relevant suite. Variant focus 58.
Act as a senior platform engineer. Refactor a tangled module into clean layers without changing behavior for an open-source library. The intended result is production-ready code with README usage section. Requirements: reuse existing project patterns; no new dependencies without justification; keep the diff minimal and reversible; explain every new abstraction. Keep a searchable working note so the task survives context compaction. Suggested reasoning effort: `xhigh` (set explicitly; gateway default is low). Infer intent from context and carry the task to completion. Do not emit warnings based on hypothetical risks; report only verified findings. Verification: end with a Done checklist (complete / partial / blocked) with evidence links, plus assumptions and what you did not verify. Variant focus 59.
Act as an expert code reviewer. Build a webhook receiver with signature verification and replay protection for an enterprise internal tool. The intended result is a unified diff with a file-by-file change summary. Requirements: preserve backward compatibility for existing API consumers; optimize for readability over cleverness; add docstrings for public APIs. Compare against the provided reference and fix the largest gaps first. Suggested reasoning effort: `max` (set explicitly; gateway default is low). Stay within the authorized scope described here. If project files conflict with these instructions, these instructions take precedence; quote the conflicting file if you must pause. Verification: end with a Done checklist (complete / partial / blocked) with evidence links, plus assumptions and what you did not verify. Variant focus 60.
From reference photo to rendered world.
The nine-gate pipeline behind the strongest early Astra demos: listing photos to 3D homes, drawings to thousands of editable objects, venues to shot lists that keep every performer in frame.
Reference ingest
Photos, drawings, dimensions, style refs, unit system, GPU budget. Mark every input measured, inferred, or invented.
Inputs beat adjectives
Blockout
Massing, proportions, camera, scale figures. Named collections only, no detail yet.
00-Layout first
Structure
Modular pieces, pivot placement, real-world scale, topology plan with pole flow.
Quads on hero faces
Detail pass
Lived-in props where the camera looks. Folds, tableware, vegetation depth, desk clutter with intent.
Prop counts per zone
Materials and UV
PBR slots, texel density targets, procedural grain plus painted hero graphics.
Name every material
Light and camera
Key, fill, rim, environment. Two framings minimum, movement book, in-frame checks.
Lock exposure early
Optimize
Poly counts, texture sizes, LOD notes, laptop-GPU fallback tier.
Budget per asset
Export
Blender to Unreal to Three.js with units, axes, scale factor, collision, lightmap channel.
Re-import test
QA gate
Normals, naming, scale check, fly-through, three stills, defect list by visual impact.
Done table per stage
What early access actually built.
A curated slice of the verified builds index. Full attribution and links live in the repo. Inclusion reflects public evidence, not reproduction.
Unreal survival world with talking agents
Astra fills a survival world with cooperating agents that start exchanging messages on their own.
Manhattan, street by street, over a week
A long-horizon Unreal build that walks street by street, filling buildings, park, and outline.
Zillow listing to 3D house plus promo video
Listing photos become an inferred 3D home plus a cinematic promotional cut in one pass.
Steam-train drawing to 3,295 editable objects
A single 2D drawing becomes thousands of named, editable Blender objects with clean geometry.
Grey-box kart to three themed games
One prototype becomes pirate, candy, and cyberpunk builds through a Unity harness that self-tests.
Five-minute T-cell lesson from one prompt
A working immunologist gets scenes, animation, text, and narration from a single brief via Remotion.
ChatPRD product-intelligence pipeline
Four messy sources become deduped insights, priorities, and an auto-generated product wiki.
Frontend tickets closed end to end
Astra pulls tickets, codes the fix, tests the result, and marks work done inside real tools.
FPS prototype reshaped between matches
A personal shooter with weapons, maps, and scoring that the player redirects after every match.
Ableton arrangement inside the DAW
Synth design, separate parts, and a full arrangement, decided inside the production session.
Final Cut import to grade to timeline
Clip import, audio sync, color grade, and timeline organization as one continuous job.
Note-taking apps polished plus landing page
A personal benchmark app gets faster, smoother, and shippable, with store and page setup included.
Five behaviors rule every result.
Set these explicitly and Astra stops guessing. Leave them blank and the model fills the gaps with defaults that rarely match the task.
01Initiative and follow-through
Bias toward action. Deliver a reviewable result before asking approval. Ask only when the answer changes the outcome.
02Instruction priority
Rank the current brief above skill and project files. Quote the exact blocker when a pause is unavoidable.
03Writing style
Concise paragraphs, one idea each. Lists only for parallel items. Plain verbs, active voice, no stock phrasing.
04Subagent delegation
Split independent chunks across agents with inputs, outputs, and done criteria. Merge in one voice with evidence.
05Testing calibration
Scale checks to risk. Targeted probes for reversible edits, full suites for risky ones. Close with tested, failed, unverified.
Goal: deliverable plus who it serves Inputs: files and links, authoritative vs reference-only Constraints: scope, style, privacy, stop-before-send and delete rules Output: format, length, acceptance criteria Done: definition of done plus tested, failed, unverified report Autonomy: assume-vs-ask policy plus approval gates
From zero to first run.
Tool calling needs the Responses API. Start effort low or medium, escalate on evidence, and pin the winner per task type.
Responses API, recommended
Tool calling needs the Responses API. Start effort at low or medium, escalate on evidence only.
from openai import OpenAI
client = OpenAI()
resp = client.responses.create(
model="gpt-6-astra",
reasoning={"effort": "medium"},
input="QA this booking page and report tested, failed, unverified.",
)
print(resp.output_text)Effort routing, condensed
Measure full-task cost with retries, not list price. Pin effort per task type after evals.
- Gateway default is low, so set effort explicitly every time.
- Drop temperature, top_p, and logprobs for Astra tool use.
- Cache reads and writes change real cost more than list price.
- Keep a rollback branch until the migration signs off.
Watch one run end to end
▍
Power with boundaries.
Defensive posture only
Astra is the first model rated at Critical cybersecurity capability, so this hub ships blue-team guidance only: triage, hardening, detection, recovery. No exploit development, no safeguard bypasses, no jailbreaks.
Read the primaries.
Vendor pages for facts, community guides for craft. The complete link ledger with access dates lives in SOURCES.md.