implementation▌

Implement rate limiting and throttling mechanisms to protect your services from abuse, ensure fair resource allocation, and maintain system stability under load.

Build knowledge-grounded LLM applications with vector databases, semantic search, and retrieval strategies. \n \n Supports six vector database options (Pinecone, Weaviate, Milvus, Chroma, Qdrant, pgvector) and six embedding models optimized for different use cases and providers \n Covers five advanced retrieval patterns: hybrid search combining dense and sparse retrieval, multi-query generation, contextual compression, parent document retrieval, and HyDE (hypothetical document embeddings) \n Inc

Update implementation plan files with new requirements for features, refactoring, or infrastructure changes. \n \n Generates machine-readable, deterministic plans structured for autonomous execution by AI agents or humans \n Enforces atomic phases with measurable completion criteria, parallel-executable tasks, and explicit file paths and function names \n Requires strict adherence to a mandatory template with front matter, requirements, implementation phases, alternatives, dependencies, affected

Industry-standard authentication and authorization patterns for building secure, scalable access control systems. \n \n Covers JWT (with refresh token flow), session-based, and OAuth2/social login strategies with production-ready code examples \n Includes role-based access control (RBAC), permission-based authorization, and resource ownership validation patterns \n Provides password hashing with bcrypt, rate limiting, and security best practices including token expiration and secure cookie flags

Separate read and write models with command and query buses for scalable, event-driven architectures. \n \n Provides command and query handler infrastructure with bus patterns for dispatching operations to appropriate handlers \n Includes templates for command validation, event persistence, read model projections, and FastAPI integration \n Supports eventual consistency patterns with checkpoint-based synchronization and read-your-writes consistency helpers \n Covers event sourcing fundamentals,

Deploy and configure a service mesh to manage microservice communication, enable advanced traffic management, implement security policies, and provide comprehensive observability across distributed systems.

Detailed feature implementation plan generator following Epoch monorepo conventions. \n \n Generates comprehensive markdown implementation plans with system architecture, database schema, and API design specifications \n Includes Mermaid diagrams for system architecture, entity relationships, and component hierarchies with shadcn/ui integration \n Covers frontend component structure, state management patterns, backend service design, and deployment strategies \n Outputs structured plans to /docs

Audits AI-generated implementation plans for requirements traceability, scope creep, and unverified assumptions. \n \n Annotates plans inline without rewriting, flagging missing requirement mappings, over-engineering, and risky assumptions with severity levels (critical, warning, info) \n Validates technical claims against recent sources via web search when enabled, and uses codebase exploration to verify assumptions \n Stops to ask the user for clarification on unresolved assumptions before com

Combine vector and keyword search for improved retrieval in RAG systems and search engines. \n \n Provides four fusion methods: Reciprocal Rank Fusion (RRF) for general use, linear combination for tunable balance, cross-encoder reranking for highest quality, and cascade filtering for efficiency \n Includes production-ready templates for PostgreSQL with pgvector, Elasticsearch with dense vectors, and custom Python pipelines with parallel search execution \n Handles score normalization, metadata f

Define and implement Service Level Indicators, Objectives, and error budgets for reliability targets. \n \n Provides SLI/SLO/SLA hierarchy with common indicator types (availability, latency, durability) and Prometheus recording rules for automated calculation \n Includes error budget formulas, burn rate calculations, and multi-window alerting strategies to balance reliability with development velocity \n Offers SLO compliance dashboards, review processes (weekly/monthly/quarterly), and decision