AI / MLAvançado

Self-Improving Agent

porcharon-fan·charon-fan· v1.0.0 · atualizado em 2026-04-10

Score

A universal self-improving agent that learns from ALL skill experiences. Uses multi-memory architecture (semantic + episodic + working) to continuously evolve the codebase. Auto-triggers on skill completion/error with hooks-based self-correction.

self-improvementlifelong-learningai-agentmemory-architecturepattern-recognitionskill-evolutionfeedback-loop

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Documento do Skill

SKILL.mdself-improving-agent/workflow

Skill Event — : A skill is used and either completes successfully or encounters an error.

Experience Extraction — : Relevant information about the skill execution is extracted.

Pattern Abstraction — : The extracted experience is converted into reusable patterns.

Skill Updates — : The appropriate skill files are updated with the new patterns and evolution markers.

Memory Consolidation — : Semantic and episodic memories are updated, and pattern confidence is adjusted.

Self-Correction (on error) — : If an error occurs, the system attempts to identify the root cause and correct the skill's guidance.

Self-Validation — : Periodically validate skill accuracy.

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

Uso por Plataforma

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Árvore do Skill

Self-Improving Agent

self-improving-agent

Fases Cognitivas6

1.SENSE

2.CONTEXTUALIZE

3.HYPOTHESIZE

4.EVALUATE

5.ACT

6.REFLECT

Triggers8

self-improvelearn from experienceanalyze today's experiencesummarize lessons learnedimprove a specific skilldetect skill guidance errorscontinuously improve capabilitiesaccumulate patterns and insights

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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 self-improving-agent

$ synaptic skills detail self-improving-agent

$ synaptic skills live self-improving-agent

Links

GitHub Repository