Implement responsible AI practices covering fairness, transparency, accountability, and safety in production AI systems. Outputs fairness assessment, model documentation, governance process, and monitoring plan.
原文语言:英语
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Implement responsible AI practices covering fairness, transparency, accountability, and safety in production AI systems. Outputs fairness assessment, model documentation, governance process, and monitoring plan.
原文语言:英语
Optimise RAG retrieval quality through reranking, query expansion, hybrid search, and evaluation. Outputs retrieval pipeline improvements, evaluation metrics, and A/B testing framework.
原文语言:英语
Detect and prevent API abuse including credential stuffing, scraping, account takeover, and business logic abuse. Outputs detection rules, rate limiting strategy, bot fingerprinting, and incident response playbook.
原文语言:英语
Harden container images to reduce attack surface. Outputs Dockerfile best practices, distroless migration, SBOM generation, image signing, and scanning pipeline.
原文语言:英语
Design and implement cryptographic key management for encryption, signing, and secrets. Outputs key hierarchy design, KMS integration, rotation procedures, and audit controls.
原文语言:英语
Implement data loss prevention controls to detect and prevent sensitive data exfiltration. Outputs DLP policy design, detection rules, response procedures, and monitoring dashboards.
原文语言:英语
Implement GDPR compliance controls in software systems. Outputs data subject rights implementation, consent management, retention automation, breach notification procedures, and DPA templates.
原文语言:英语
Implement mobile application security for iOS and Android. Outputs secure storage, certificate pinning, code obfuscation, biometric auth, and API security patterns.
原文语言:英语
Secure OAuth 2.0 implementations against common attacks. Outputs threat model, security controls, token security hardening, and implementation review checklist.
原文语言:英语
Plan and execute red team exercises to find security weaknesses before attackers do. Outputs exercise scope, attack scenarios, rules of engagement, findings framework, and remediation tracking.
原文语言:英语
Build a security champions programme to scale security across engineering teams. Outputs programme structure, champion responsibilities, training curriculum, and metrics.
原文语言:英语
Define and track security programme metrics to measure effectiveness and communicate risk. Outputs KPI definitions, measurement methodology, dashboard design, and reporting cadence.
原文语言:英语
Generate, manage, and use Software Bill of Materials (SBOM) to track component inventory and vulnerability exposure. Outputs SBOM generation pipeline, vulnerability correlation, policy enforcement, and consumer guidance.
原文语言:英语
Design cache invalidation strategies to keep cached data consistent with source of truth. Outputs invalidation patterns, TTL design, event-driven invalidation, and consistency tradeoff analysis.
原文语言:英语
Understand and apply distributed consensus algorithms for leader election, distributed locks, and consistent state. Outputs algorithm selection guide, Raft/Paxos explanation, implementation patterns, and failure scenario analysis.
原文语言:英语
Design content moderation systems combining automated classification with human review. Outputs classifier pipeline, review queue architecture, appeals process, and policy enforcement design.
原文语言:英语
Design file storage systems for user uploads, media, and documents at scale. Outputs storage architecture, metadata schema, access control design, CDN strategy, and lifecycle management.
原文语言:英语
Design systems that serve users globally with low latency. Outputs data placement strategy, consistency model, region routing, and conflict resolution approaches.
原文语言:英语
Design payment processing systems with strong consistency, idempotency, and fraud prevention. Outputs payment flow architecture, idempotency design, reconciliation process, and compliance requirements.
原文语言:英语
Design rate limiting systems for APIs, services, and infrastructure. Outputs algorithm selection, storage design, distributed coordination, and client communication patterns.
原文语言:英语
Design systems that deliver updates to clients in real time. Outputs technology selection (WebSocket/SSE/long-poll), connection management, scaling patterns, and failure handling.
原文语言:英语
Design time-series database systems for metrics, events, and sensor data. Outputs storage architecture, retention policies, query patterns, aggregation strategies, and tool selection guide.
原文语言:英语
Design a URL shortener system at scale. Outputs encoding strategy, database schema, caching layer, analytics pipeline, and abuse prevention controls.
原文语言:英语
Design workflow orchestration systems for complex, multi-step business processes. Outputs orchestration pattern selection, Temporal/Airflow implementation, error handling strategy, and observability.
原文语言:英语
Implement Behaviour-Driven Development with Gherkin scenarios, step definitions, and living documentation. Outputs feature files, step definitions, scenario organisation, and CI integration.
原文语言:英语
Detect, quarantine, fix, and prevent flaky tests in your test suite. Outputs flakiness detection pipeline, quarantine workflow, root cause categories, and prevention guidelines.
原文语言:英语
Design golden path tests that validate critical user journeys end-to-end. Outputs journey mapping, test scope decisions, data strategy, and reliability patterns.
原文语言:英语
Build comprehensive mobile testing strategies for iOS and Android apps. Outputs test pyramid, device coverage matrix, Appium/XCUITest patterns, performance testing, and CI integration.
原文语言:英语
Test that observability signals — logs, metrics, and traces — are correctly emitted and contain the right data. Outputs observability test patterns, signal verification, and alert testing approaches.
原文语言:英语
Implement snapshot testing for UI components, API responses, and data structures. Outputs snapshot configuration, update workflow, review guidelines, and CI integration.
原文语言:英语
Define a meaningful test coverage strategy beyond line counts. Outputs coverage goals by risk tier, measurement approach, gap analysis, and improvement roadmap.
原文语言:英语
Design a test environment strategy providing reliable, representative, and cost-efficient environments at each SDLC stage. Outputs environment topology, data management, parity requirements, and provisioning automation.
原文语言:英语
Implement API analytics to measure usage, performance, errors, and consumer behaviour. Outputs instrumentation design, metric taxonomy, dashboard specifications, and alerting strategy.
原文语言:英语
Design and build API client SDKs that are idiomatic, reliable, and easy to use. Outputs SDK architecture, retry/backoff patterns, authentication handling, error types, and documentation strategy.
原文语言:英语
Design API mocking strategies for development, testing, and service isolation. Outputs mock server patterns, contract-based mocking, recording/playback, and team workflow guidelines.
原文语言:英语
Design an API versioning strategy that allows evolution without breaking existing clients. Outputs versioning scheme, compatibility rules, migration timeline, and consumer communication plan.
原文语言:英语
Design asynchronous API patterns for long-running operations, webhooks, and event-driven integrations. Outputs polling endpoints, webhook delivery, callback patterns, and async job management.
原文语言:英语
Design hypermedia APIs (HATEOAS) that guide clients through available actions via links. Outputs link relation design, HAL/JSON:API format, state machine navigation, and client coupling reduction.
原文语言:英语
Design idempotent APIs that handle duplicate requests safely. Outputs idempotency key strategy, deduplication storage design, response caching patterns, and client retry guidance.
原文语言:英语
Develop an API as a product strategy with business model, developer experience, pricing, and ecosystem goals. Outputs API product vision, developer journey, monetization model, and success metrics.
原文语言:英语