Frame a technical problem with enough context for useful analysis. Include the language, framework, constraints and relevant code or schema. Treat generated changes as proposals to review and test in your own environment.
How to use these prompts
Choose a template and open Preview & customise.
Fill the named fields with your details and check the completed draft.
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System Architecture & Scalability Trade-Off Review
Review our proposed architecture ({{system_design}}) for an expected load of {{expected_load}}, latency target of {{latency_target}}, and budget ceiling of {{budget_ceiling}}. Ide…
Suggested: Multi-Model CompareRead template
Review our proposed architecture ({{system_design}}) for an expected load of {{expected_load}}, latency target of {{latency_target}}, and budget ceiling of {{budget_ceiling}}. Identify single points of failure, database contention bottlenecks, and simpler alternatives.
Use only supplied material or sources actually accessed. Distinguish evidence, estimates and assumptions. Do not invent facts, citations, test results or actions performed. Flag missing information and tool limitations.
Coding & architecture
Code Security & OWASP Vulnerability Audit
Perform a security review of the following {{language_framework}} implementation using {{auth_model}}: {{code_or_endpoint}}. Check for injection vectors, broken access control, SS…
Suggested: Multi-Model CompareRead template
Perform a security review of the following {{language_framework}} implementation using {{auth_model}}: {{code_or_endpoint}}. Check for injection vectors, broken access control, SSRF, insecure deserialization, and race conditions, providing patched remediation code.
Use only supplied material or sources actually accessed. Distinguish evidence, estimates and assumptions. Do not invent facts, citations, test results or actions performed. Flag missing information and tool limitations.
Coding & architecture
Legacy Code Refactoring Plan
Propose an incremental, zero-downtime refactoring strategy to migrate {{legacy_module}} toward {{target_architecture}} given {{test_coverage_status}}. Sequence the strangler-fig s…
Suggested: Single AI / CompareRead template
Propose an incremental, zero-downtime refactoring strategy to migrate {{legacy_module}} toward {{target_architecture}} given {{test_coverage_status}}. Sequence the strangler-fig steps, characterization tests needed first, and rollback checkpoints.
Use only supplied material or sources actually accessed. Distinguish evidence, estimates and assumptions. Do not invent facts, citations, test results or actions performed. Flag missing information and tool limitations.
Coding & architecture
SQL & Database Query Performance Optimizer
Optimize this query on {{db_engine}}: {{sql_query}} given schema and row counts {{table_schema_and_row_counts}}. Explain why full table scans or expensive joins occur, rewrite the…
Suggested: Single AIRead template
Optimize this query on {{db_engine}}: {{sql_query}} given schema and row counts {{table_schema_and_row_counts}}. Explain why full table scans or expensive joins occur, rewrite the query, and specify the exact composite indexes to create.
Use only supplied material or sources actually accessed. Distinguish evidence, estimates and assumptions. Do not invent facts, citations, test results or actions performed. Flag missing information and tool limitations.
Coding & architecture
Production Incident Root-Cause Post-Mortem
Draft a blameless technical post-mortem from {{incident_timeline}}, {{symptoms_and_logs}}, and {{immediate_fix}}. Apply the 5 Whys to separate proximate triggers from systemic arc…
Suggested: Single AI → Decision NotebookRead template
Draft a blameless technical post-mortem from {{incident_timeline}}, {{symptoms_and_logs}}, and {{immediate_fix}}. Apply the 5 Whys to separate proximate triggers from systemic architectural weaknesses, and define preventative engineering tasks.
Use only supplied material or sources actually accessed. Distinguish evidence, estimates and assumptions. Do not invent facts, citations, test results or actions performed. Flag missing information and tool limitations.
Coding & architecture
Unit & Property-Based Edge-Case Test Generator
Write a comprehensive test suite in {{test_framework}} for {{function_signature_and_code}}. Cover standard happy paths, boundary values, null/malformed inputs, concurrency edge ca…
Suggested: Single AIRead template
Write a comprehensive test suite in {{test_framework}} for {{function_signature_and_code}}. Cover standard happy paths, boundary values, null/malformed inputs, concurrency edge cases, and error-throwing assertions.
Use only supplied material or sources actually accessed. Distinguish evidence, estimates and assumptions. Do not invent facts, citations, test results or actions performed. Flag missing information and tool limitations.
Coding & architecture
API Schema & Idempotency Design Review
Audit this REST/GraphQL API specification ({{api_spec}}) consumed by {{client_consumers}} under {{versioning_strategy}}. Check for pagination consistency, idempotency keys on muta…
Suggested: Multi-Model CompareRead template
Audit this REST/GraphQL API specification ({{api_spec}}) consumed by {{client_consumers}} under {{versioning_strategy}}. Check for pagination consistency, idempotency keys on mutating endpoints, clear error payload schemas, and backward-compatibility risks.
Use only supplied material or sources actually accessed. Distinguish evidence, estimates and assumptions. Do not invent facts, citations, test results or actions performed. Flag missing information and tool limitations.
Analyze our {{cloud_provider}} footprint ({{current_services_and_spend}}) serving a {{traffic_pattern}} traffic pattern. Recommend concrete architecture adjustments, reserved/spot instance sizing, storage tiering, and egress reductions ranked by savings vs. engineering effort.
Use only supplied material or sources actually accessed. Distinguish evidence, estimates and assumptions. Do not invent facts, citations, test results or actions performed. Flag missing information and tool limitations.
Coding & architecture
Data Pipeline & Migration Integrity Checklist
Design a safe data migration plan from {{source_system}} to {{destination_system}} for {{data_volume}} within a {{downtime_window}} window. Detail dual-writing, backfill batching,…
Suggested: Single AIRead template
Design a safe data migration plan from {{source_system}} to {{destination_system}} for {{data_volume}} within a {{downtime_window}} window. Detail dual-writing, backfill batching, checksum reconciliation queries, and instant cutover rollback steps.
Use only supplied material or sources actually accessed. Distinguish evidence, estimates and assumptions. Do not invent facts, citations, test results or actions performed. Flag missing information and tool limitations.
Coding & architecture
LLM Prompt & Token Cost Optimization Audit
Optimize this production prompt ({{current_system_prompt}}) running on {{target_model}} returning {{required_output_schema}}. Compress token overhead by 30% without losing instruc…
Suggested: Multi-Model CompareRead template
Optimize this production prompt ({{current_system_prompt}}) running on {{target_model}} returning {{required_output_schema}}. Compress token overhead by 30% without losing instruction fidelity, eliminate ambiguous directives, and harden against prompt injection.
Use only supplied material or sources actually accessed. Distinguish evidence, estimates and assumptions. Do not invent facts, citations, test results or actions performed. Flag missing information and tool limitations.