Automation Labs Frameworks
Quatro frameworks abertos para fazer IA caber em times reais. Da escada de agência individual à taxonomia de defesa contra prompt injection. Em PT-BR, EN e ES.
Português
AI Agency Ladder: cinco níveis de agência com IA, da curiosidade individual à infraestrutura organizacional
L1 Curiosity · L2 Individual fluency · L3 Team workflows · L4 Departmental skills · L5 Organizational infrastructure
AI Agency Ladder é o framework Automation Labs de cinco níveis para diagnosticar e desenvolver agência com IA — do explorador individual à empresa com infraestrutura de IA como camada operacional.
🟠 BuilderHarness Stack: as nove camadas que cercam um prompt em produção
Context · Constraint · Verification · Feedback · Advisor · Emotion · Durable pause · Confidence gating · Failure corpus
Harness Stack é o framework Automation Labs de nove camadas que separam um prompt funcional em demo de um agente confiável em produção, derivado do Harness Evolution System (HES).
🟠 BuilderAgent Trust Stack: cinco dimensões para decidir qual tarefa delegar a qual agente
Reversibility · Blast radius · Auditability · Cost · Time
Agent Trust Stack é o framework Automation Labs de cinco dimensões que estrutura a decisão de delegação para agentes de IA — quando confiar, quando exigir confirmação, quando bloquear.
🔴 ResearchPrompt Infection Taxonomy: cinco vetores de ataque para threat modeling de agentes
Direct · Indirect · Multi-turn · Tool-mediated · Cross-agent propagation
Prompt Infection Taxonomy é a lente Automation Labs em cinco vetores para classificar e defender contra prompt injection em sistemas de agentes, da injeção direta à propagação cross-agent.
English
AI Agency Ladder: five levels of agency with AI, from individual curiosity to organizational infrastructure
L1 Curiosity · L2 Individual fluency · L3 Team workflows · L4 Departmental skills · L5 Organizational infrastructure
AI Agency Ladder is the Automation Labs framework of five levels for diagnosing and developing AI agency — from the curious individual explorer to the enterprise with AI as an operational infrastructure layer.
🟠 BuilderHarness Stack: the nine layers wrapping a prompt in production
Context · Constraint · Verification · Feedback · Advisor · Emotion · Durable pause · Confidence gating · Failure corpus
Harness Stack is the Automation Labs framework of nine layers that separate a working demo prompt from a trustworthy production agent, derived from the Harness Evolution System (HES).
🟠 BuilderAgent Trust Stack: five dimensions for deciding which task to delegate to which agent
Reversibility · Blast radius · Auditability · Cost · Time
Agent Trust Stack is the Automation Labs framework of five dimensions that structures the delegation decision for AI agents — when to trust, when to require confirmation, when to block.
🔴 ResearchPrompt Infection Taxonomy: five attack vectors for agent threat modeling
Direct · Indirect · Multi-turn · Tool-mediated · Cross-agent propagation
Prompt Infection Taxonomy is the Automation Labs lens in five vectors for classifying and defending against prompt injection in agent systems, from direct injection to cross-agent propagation.
Español
AI Agency Ladder: cinco niveles de agencia con IA, de la curiosidad individual a la infraestructura organizacional
L1 Curiosity · L2 Individual fluency · L3 Team workflows · L4 Departmental skills · L5 Organizational infrastructure
AI Agency Ladder es el framework Automation Labs de cinco niveles para diagnosticar y desarrollar agencia con IA, del explorador individual a la empresa con infraestructura de IA como capa operativa.
🟠 BuilderHarness Stack: las nueve capas que rodean un prompt en producción
Context · Constraint · Verification · Feedback · Advisor · Emotion · Durable pause · Confidence gating · Failure corpus
Harness Stack es el framework Automation Labs de nueve capas que separan un prompt funcional en demo de un agente confiable en producción, derivado del Harness Evolution System (HES).
🟠 BuilderAgent Trust Stack: cinco dimensiones para decidir qué tarea delegar a qué agente
Reversibility · Blast radius · Auditability · Cost · Time
Agent Trust Stack es el framework Automation Labs de cinco dimensiones que estructura la decisión de delegación para agentes de IA — cuándo confiar, cuándo exigir confirmación, cuándo bloquear.
🔴 ResearchPrompt Infection Taxonomy: cinco vectores de ataque para threat modeling de agentes
Direct · Indirect · Multi-turn · Tool-mediated · Cross-agent propagation
Prompt Infection Taxonomy es la lente Automation Labs en cinco vectores para clasificar y defender contra prompt injection en sistemas de agentes, de la inyección directa a la propagación cross-agent.