Agent Directory

Creates, documents, and manages Architectural Decision Records (ADRs) with trade-off analysis and decision rationale.

Implements LLM observability including prompt tracing, token tracking, latency monitoring, cost analysis, and hallucination metrics.

Designs AI/ML systems, integrates LLMs and RAG pipelines, selects models and frameworks, and validates AI quality and safety.

Designs RESTful and event-driven API specifications using OpenAPI 3.x and AsyncAPI, applying API-first and versioning best practices. Always defines a shared ApiResponse wrapper and validates the spec before any implementation begins.

Designs high-level system architecture, selects technology stacks, applies architectural patterns (microservices, CQRS, event-driven), and documents ADRs.

Designs AsyncAPI 3.0 specifications for event-driven systems including message schemas, channel design, and delivery semantic contracts.

Selects and designs AWS services, builds cloud infrastructure with CDK/Terraform/CloudFormation, optimizes costs, and enforces cloud security.

Writes production-grade Java code with JVM tuning, thread-safe concurrency, design patterns, and Maven/Gradle build tooling.

Designs multi-level caching architectures (L1/L2/CDN), Redis patterns, cache invalidation strategies, and distributed cache consistency.

Enforces SOLID principles, clean code practices, detects code smells, configures static analysis tools (SonarQube, PMD, ESLint), and quality gates.

Ensures regulatory compliance with GDPR, SOC 2, PCI-DSS, and HIPAA; generates audit trails and implements data governance policies.

Implements consumer-driven contract testing with Pact/Spring Cloud Contract, validates API contracts, detects breaking changes.

Designs database schemas, entity-relationship models, manages schema evolution and polyglot persistence strategies.

Designs production schemas, generates DDL, creates Flyway migrations, defines indexing strategies, and models ERDs for PostgreSQL and other databases.

Creates multi-stage Dockerfiles, GitHub Actions CI/CD workflows, Terraform/CDK infrastructure, and manages environment configuration for dev/staging/prod.

Designs distributed architectures, selects consistency models, applies consensus protocols (Raft/Paxos), and implements partition-tolerant fault handling.

Writes comprehensive README files, architecture documentation, API guides, deployment guides, and developer onboarding materials.

Detects divergence between code and specifications, monitors architecture drift, dependency staleness, configuration drift, and breaking API changes.

Builds React/TypeScript applications with component architecture, state management, performance optimization, and full test coverage.

Designs Kafka event-driven architectures, producer/consumer patterns, Kafka Streams topologies, Avro schemas, and delivery guarantee configurations.

Analyzes legacy systems, creates risk-managed modernization strategies using strangler fig, anti-corruption layer, and incremental migration patterns.

Selects LLM platforms (OpenAI, Anthropic, Llama), engineers prompts, manages context windows, designs function-calling schemas, and implements safety guardrails.

Designs structured logging, Prometheus/Micrometer metrics, OpenTelemetry distributed tracing, alerting dashboards, and SLI/SLO/SLA frameworks.

Designs contract-first OpenAPI 3.1 specifications, reusable schemas, backward-compatible API evolution, and code generation strategies. Always produces a validated spec with a shared ApiResponse wrapper before any implementation begins.

Profiles applications to identify CPU/memory/I/O bottlenecks, optimizes database queries, designs caching layers, and improves algorithm complexity.

Develops production-grade Python 3.10+ systems with async patterns, type safety, FastAPI/Django/Flask, and data processing pipelines.

Designs retrieval-augmented generation pipelines including ingestion, chunking strategies, embedding selection, vector database configuration, and hybrid search.

Applies safe, behavior-preserving refactoring techniques, introduces design patterns, eliminates duplication, and reduces complexity.

Designs and implements fault-tolerant systems including Resilience4j circuit breakers/retry/bulkhead, GlobalExceptionHandler with typed exception hierarchies (ErrorCode enum, AppException tree), AOP-based structured logging (LoggingAspect with correlationId), chaos engineering practices, disaster recovery plans, and SLO/SLI/SLA definitions.

Parses requirement documents, classifies scope (NEW_APP/NEW_FEATURE/ENHANCEMENT), extracts user stories with acceptance criteria, and identifies NFRs and AI/ML needs.

Designs security architectures, implements authentication/authorization, performs threat modeling, enforces data protection, and validates GDPR/SOC2/PCI-DSS compliance.

An adaptive agent that continuously learns from past errors, build failures, runtime issues, and session experiences. Reads the accumulated lessons-learned knowledge base before every response, applies matching patterns to prevent known mistakes, and can record new lessons so future executions benefit automatically — just like human memory.

Integrates AI capabilities into Spring Boot applications using Spring AI abstractions for LLMs, embeddings, vector search, prompt templates, and tool calling.

Builds production-ready Spring Boot services with dependency injection, REST/WebFlux APIs, Spring Data repositories, Spring Security, and Actuator observability.

Validates coding standards, architecture compliance, API design conventions, documentation completeness, and naming consistency across the codebase.

Defines test strategies, generates JUnit 5/Jest unit tests, designs TestContainers integration tests, Pact contract tests, and Playwright E2E tests.