AI Engineering

Agentica Prompt Engineering helps you write prompts that Claude/REPL agents follow reliably by removing ambiguous instructions and using explicit handoff patterns. Use it for multi-agent orchestration, structured outputs, and prompt templates for research, planning, review, and debugging.

Agentica SDK builds Python agents with decorators, spawned agent instances, state persistence, tool scope, and MCP integration. Use it when creating agentic functions, multi-agent workflows, or debugging agent behavior.

Agentica Server helps set up and debug Agentica SDK with a local Claude proxy backend. Use it to start the server, verify health checks, and troubleshoot tool access or connection issues.

Agentica Spawn launches Agentica multi-agent patterns such as Swarm, Hierarchical, Generator/Critic, and Jury. Use it after choosing a pattern for research, implementation, refinement, or validation tasks.

API Patterns covers REST and GraphQL design, versioning, validation, pagination, error responses, and contract testing. Use it when building consistent APIs that need stable schemas and predictable behavior.

Art Director directs image generation models with structured prompts for banners, diagrams, logos, screenshots, and social visuals. Use it when Claude needs to plan artwork and send a prompt to Gemini, DALL-E, Flux, or Stable Diffusion.

Async Repl Protocol defines how to write responses for Agentica's async REPL harness. Use await for Future-returning tools and keep compute and return in a single code block.

Delegation Principle defines the main agent as a coordinator that parses input, reads context, and delegates all work to subagents. Use it when an agent must avoid direct implementation and route each phase to the right specialist.

Ralph Specum coordinates spec-driven coding phases for Ralph workflows, including triage, research, requirements, design, tasks, and implementation. Use it when explicitly invoking $ralph-specum, asking for autonomous or quick mode, or resuming a named phase.

Ralph Specum Design coordinates the design phase for an active spec and delegates all architecture work to an architect-reviewer sub-agent. Use it when explicitly invoking the Ralph design phase for a spec.

Ralph Specum Help explains the Ralph Specum surface in Codex and when to use each helper command. Use it when a user explicitly asks for $ralph-specum-help or asks for Ralph Specum command guidance.

Ralph Specum Refactor delegates spec updates to a refactor-specialist sub-agent after implementation learnings. Use it to revise requirements, design, tasks, and progress notes for an active spec.