repoGitHubTrust 82 · PrimaryPublished 1mo agoLive · 26d ago
ggwhite/4x
Agentic AI development loop that splits Design, Code, Review, and Test into isolated roles with deterministic guardrails
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- PossiblePossibly related (embedding) · 63%Behind the Refusal: Determining Guardrail Activation via Behavioral Monitoring →
- PossiblePossibly related (embedding) · 59%Cheap Code, Costly Judgment: A Case Study on Governable Agentic Software Engineering →
- PossiblePossibly related (embedding) · 58%Criticality-Based Guard Rail Validation for AI Agent Decisions in Autonomous Telecom Networks →
- PossiblePossibly related (embedding) · 57%AgentCore-8B →
- PossiblePossibly related (embedding) · 56%Agentic AI for Robot Teams →
- PossiblePossibly related (embedding) · 52%Air Force, Space Force combine multiple AI tools in latest battle management experiment - DefenseScoop →
- PossiblePossibly related (embedding) · 49%New Research: AI models can give dangerous responses despite output guardrails - The AI Journal →
- PossiblePossibly related (embedding) · 57%Show HN: PlanWright – A control plane for AI coding agents →
Implements
Related to
Covers
Covers (incoming)
newsAir Force, Space Force combine multiple AI tools in latest battle management experiment - DefenseScoopnewsNew Research: AI models can give dangerous responses despite output guardrails - The AI JournalnewsShow HN: PlanWright – A control plane for AI coding agentsnewsSingGuard-NSFA: Open-source guardrails for agentic AI - Help Net SecuritynewsBrex built its AI agent policy by watching what agents actually do, not by writing rules firstnewsAgentic AI Needs Guardrails, Not Guesswork
Related across the graph
newsAgentic AI Needs Guardrails, Not GuessworknewsAir Force, Space Force combine multiple AI tools in latest battle management experiment - DefenseScoopnewsSingGuard-NSFA: Open-source guardrails for agentic AI - Help Net SecuritypaperBehind the Refusal: Determining Guardrail Activation via Behavioral MonitoringnewsNew Research: AI models can give dangerous responses despite output guardrails - The AI JournalnewsBrex built its AI agent policy by watching what agents actually do, not by writing rules firstnewsShow HN: PlanWright – A control plane for AI coding agentspaperCriticality-Based Guard Rail Validation for AI Agent Decisions in Autonomous Telecom NetworksnewsAgentic AI for Robot TeamspaperCheap Code, Costly Judgment: A Case Study on Governable Agentic Software EngineeringmodelAgentCore-8B