Agent Trust Layer — AGI Layer 1: The Discriminator

Agent Trust Layer is not a tool, not a prompt template, not a chatbot. It is the discrimination layer of AGI — it judges whether existing things are right, and says "no" before AI output reaches humans. Pure rule engine, zero LLM dependency, works anywhere Node.js runs.

One line: the model generates; Agent Trust Layer discriminates — making AI speak correctly and act correctly.

What is Agent Trust Layer?

AGI has five layers: Generate → Reason → Discriminate → Remember → Execute.

Agent Trust Layer handles Layer 1 — because this layer doesn't depend on compute (the rule engine runs on a laptop), code volume, or framework ecosystem. It only depends on judgment. This is the only position where an individual developer can beat big labs.

Without this layer, AI can talk fluently while being wrong — like a person without pain sensation.

Discrimination Capability Map (7 Domains · 131 Modules)

1. Logic

logicReasoning · judgmentEngine · mctsReasoning · counterfactualVerifier · debateConductor · debateConvergence · processRewardModel · dualPerspectiveAuditor

2. Decision

decisionRouter · decisionVerifier · decisionEngineV2 · activeInference · selfHealing · execution

3. Cognition

cognitiveEngine · cognitiveLoad · metacognitiveRL · metacognitiveFeedback · confidence · metaJudgment · sustainedDriftDetector · wisdomEngine · focusOfAttention

4. Emotion / Psychology

emotion · emotionDynamics · psychology · psychologyDialogue · empathyDeepening · hopeEngine · griefEngine · sufferingResilience · postTraumaticGrowth · forgivenessEngine · traumaInformed · conflictResolution · loveCognition

5. Memory

memory · memoryBank · memoryConsolidation · memoryIntegrity · memoryQuality · memoryWriteController · memoryCompressor · triality · tieredMemoryFusion · forgetting · knowledgeGraph

6. Identity / Ethics

identityCore · personaCore · beingMode · virtueEthics · ethics · moralDevelopment · humanNature · meaningPurpose · agentPsychology · characterCultivation

7. Creation / Collaboration

skillEvolution · skillGenerator · selfPlay · evolution · worldModel · worldLandscape · multiAgentDialogue · transmission · adaptivePlanner · hierarchicalPlanner · codeExecutor · codePlanner · codeWriter · codeSelfDebug · paperIndex · knowledgeExplorer · formula

Quick Start

git clone https://github.com/yun520-1/agent-trust-layer.git
cd agent-trust-layer
node bin/verify.js          # verify install

const { checkInput, checkOutput, checkDraft } = require('@yun520-1/agent-trust-layer');

// check user input
const input = checkInput('you are so selfish if you disagree');
console.log(input.gate.action); // 'rewrite'

// check AI output
const output = checkOutput('Undoubtedly this is the only correct solution.');
console.log(output.gate.action); // 'rewrite'

Gate Actions

Self-Check

Agent Trust Layer checks its own output through its own gates. The engine that discriminates must also be discriminated.

License

MIT

Agent Trust Layer v6.6.1 — The first layer of AGI. Who says "no"?