AgentToolkit/altk-evolve

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AgentToolkitApache-2.0Updated 20d agoGitHub

Self improving agents through iterations

Blog posts: IBM announcement | Hugging Face blog Coding agents repeat the same mistakes because they start fresh every session. Evolve gives agents memory — they learn from what worked and what didn't, so each session is better than the last. Evolve is a system designed to help agents improve over time by learning from their trajectories. The Lite version is designed to effortlessly slot into…

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92GitHub stars
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20d agoLast update
Package
AuthorAgentToolkit
LicenseApache-2.0
Sourcegithub
GitHubAgentToolkit/altk-evolve
Trust Status
B
60/100Good
✓Listed in Forge index+10/10
—Publisher identity verified+0/25
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Paste into Claude Code, Cursor, or any AI assistant to fix all gaps
StatusCommunity-indexed
PublisherUnverified
SignatureUnsigned
Domain—
Provenance—
DependenciesNot audited
Tool surface—
Security scan✓ CleanvHEAD · 19d ago
EvalsNone
IndexedJun 14, 2026

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About

Blog posts: IBM announcement | Hugging Face blog Coding agents repeat the same mistakes because they start fresh every session. Evolve gives agents memory — they learn from what worked and what didn't, so each session is better than the last. Evolve is a system designed to help agents improve over time by learning from their trajectories. The Lite version is designed to effortlessly slot into existing agent assistants like Claude Code and Codex. It uses a combination of an MCP server for tool…

Keywords
agent-learningagent-memoryagentic-workflowsai-agentsclaude-codeclaude-code-pluginclaude-code-pluginscodexcontext-managementepisodic-memoryllmmcpmemorymodel-context-protocolobservabilityself-evolutionself-learning-aitrajectoryvector-databasecollection