Field-tested multi-rule combinations for production architectures. Every stack is pre-verified against our AST Conflict Resolution Gate to eliminate rule collisions, contradictory directives, and token budget bloat across Cursor, Claude Code, Windsurf, and Codex.
The Modern Fullstack Web Architecture & Anti-Hallucination Standard
Production-grade behavioral constraints for modern Next.js 15 App Router applications. Enforces asynchronous cookies, pure CSS variables in Tailwind v4, React 19 compiler hooks, anti-N+1 Prisma queries, and non-root Docker builds.
High-Throughput Async Python API & Microservices Standard
Enforces async I/O integrity in FastAPI, Pydantic v2 model_validate patterns, SQLAlchemy 2.0 select syntax, and zero-privilege Docker containerization.
Enterprise Cloud-Native Go Concurrency & High-Availability Standard
Enforces explicit Go error handling, goroutine context cancellation, GORM thread-safe session branching, and minimal scratch Docker containers.
Memory-Safe, Zero-Overhead Async Rust Systems Standard
Production behavioral rules for Rust backend engineering. Guards against blocking the Tokio executor, enforces Send + Sync state, and mandates zero unwrap() in production paths.
Cross-Platform iOS & Android Mobile Engineering Standard
Architectural rules for React Native and Expo SDK 52. Guards native bridge performance, enforces Expo Router typed routes, and prevents plain-text storage of API keys on mobile clients.
Mission-Critical Smart Contract Security & Gas Optimization
Zero-tolerance security guardrails for EVM smart contracts. Enforces Checks-Effects-Interactions, custom errors over string reverts, and strictly audited OpenZeppelin contracts.
Industrial Architecture Standard for AI Agents, Tool Protocols & RAG
Ironclad behavioral invariants for autonomous AI agents, Model Context Protocol (MCP) tool servers, durable LangGraph state machines, and high-recall PostgreSQL pgvector HNSW indexing.
Cloud-Native GitOps Delivery & Distributed Telemetry Architecture
Enterprise Kubernetes continuous delivery and distributed observability stack. Enforces Git as the single source of truth via ArgoCD self-healing, type-safe Helm schema validation, W3C distributed trace propagation, and automatic ACME edge TLS termination.
Bank-Grade Payment Processing & Zero-Trust Authentication Architecture
Financial-grade payment webhook ingestion and identity authentication architecture. Mandates raw-buffer HMAC verification, RS256 JWT rotation in HttpOnly cookies, atomic Redis sliding-window DDoS protection, and recursive PII log sanitization.
High-Throughput Event Streaming & Billion-Row Vectorized OLAP Architecture
Industrial high-throughput data streaming, vectorized in-situ analytics, and hybrid lexical/vector search. Enforces ClickHouse ReplacingMergeTree append-only tables, RabbitMQ Dead Letter Exchange (DLX) resilience, DuckDB zero-copy Parquet queries, and cached Lucene BitSet filters.
Production LLM Serving & Structured Multi-Agent RAG Architecture
Enterprise generative AI serving architecture. Enforces CFG grammar-constrained JSON generation with zodResponseFormat, vLLM continuous batching with PagedAttention, async streaming LCEL chains, and indirect prompt injection boundaries.
Zero-Trust Mesh & Event-Driven Cloud Infrastructure Architecture
Defense-in-depth cloud platform architecture. Replaces open public IP ports with Tailscale WireGuard mesh tunnels, synthesizes least-privilege AWS CDK v2 infrastructure, autoscales worker pods on message queue lag via KEDA, and enforces strict Istio SPIFFE mTLS.
Production RAG Retrieval & Continuous Automated LLM Quality Guardrails
Enterprise architecture for hallucination-resistant RAG systems. Combines structural markdown chunking, Cross-Encoder reranking, automated DeepEval regression test suites in CI/CD, strictly typed Zod JSON outputs, and sandboxed Model Context Protocol execution.
FinTech High-Throughput Idempotency & Financial Auditing Architecture
Financial-grade transaction processing architecture. Mandates IETF Idempotency-Key header enforcement with atomic Redis distributed locks, declarative Casbin PERM authorization, cryptographic Stripe webhook verification, and SOPS secret encryption in GitOps.
High-Throughput Distributed Messaging & Zero-Data-Loss Ingestion Pipeline
Production event streaming and analytics ingestion architecture. Mandates asynchronous batch commits with rebalance listeners in Kafka, explicit Pending Entries List (PEL) recovery in Redis Streams, argMax version deduplication in ClickHouse, and context-aware error propagation with Go errgroup.
Next-Gen Web Performance, Partial Prerendering & Server Actions CSRF Hardening
Modern frontend performance and security standard. Mandates Next.js 15 Partial Prerendering (PPR) with experimental dynamicIO, cryptographic Origin/CSRF verification on Server Actions, non-urgent state slicing via useTransition, and strict satisfies type narrowing.