AgentsAvançado

Continuous Learning v2 - Instinct-Based Architecture

poraffaan-m·affaan-m· v1.0.0 · atualizado em 2026-04-10

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Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents.

continuous-learningai-agentinstinct-basedskill-evolutionhomunculusprompt-engineeringllm-customization

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Documento do Skill

SKILL.mdcontinuous-learning-v2/workflow

Enable Observation Hooks: — Configure the agent to capture prompts and tool usage.

Initialize Directory Structure: — Set up the necessary directories for storing observations, instincts, and evolved skills.

Run Observer Agent: — Start the background agent to analyze observations and create/update instincts.

Evolve Instincts: — Cluster related instincts to generate new skills, commands, or agents.

Monitor Confidence: — Track the confidence scores of instincts and adjust them based on user feedback and observed behavior.

Export/Import Instincts: — Share or import instincts to enhance the agent's knowledge base.

Telemetria de Agentes

Execuções

total

Taxa de Sucesso

últimos 30d

Latência Média

0.0s

p50

Alucinação

0.0%

detecção

Tokens Entrada

avg 0/exec

Tokens Saída

avg 0/exec

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Árvore do Skill

Continuous Learning v2 - Instinct-Based Architecture

continuous-learning-v2

Fases Cognitivas6

1.SENSE

2.CONTEXTUALIZE

3.HYPOTHESIZE

4.EVALUATE

5.ACT

6.REFLECT

Triggers7

teach the agent new behaviorscontinuously learn from user interactionsevolve agent skills over timecreate reusable knowledge from sessionsobserve and learn from tool usagecustomize agent behavior based on observationsimprove agent performance through learning

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Score Breakdown

⭐Avaliação Humana0%

🤖Sucesso de Agentes0%

🕐Atualidade100%

🔗Saúde de Dependências100%

🕸️Centralidade no Grafo0%

🛡️Segurança50%

CompositeScore = α·Humano + β·Agente + γ·Recência + δ·Deps + ε·Centralidade + ζ·Segurança

Instalação

$ synaptic mcp download continuous-learning-v2

$ synaptic skills detail continuous-learning-v2

$ synaptic skills live continuous-learning-v2

Links

GitHub Repository