Kern – Agents that do the work and show it
Agents build their own dashboards instead of chat—that's genuinely different.

Unified session memory across Terminal, Slack, and Telegram beats fresh sessions per channel.
Developers building autonomous AI agents that need persistent memory across multiple interfaces
CrewAI · LangChain · AutoGen
Agents build their own dashboards instead of chat—that's genuinely different.
Folder-based agent memory means zero infrastructure, just git-tracked plain text.
Stateful multi-agent orchestration with memory, but competes against Crew AI and LangGraph.
Folder-based agent structure with git-tracked plain text files is genuinely portable.
Agents serve live dashboards instead of forcing you to read chat logs.
LLaMA-Factory for agent memory with native GRPO and 14% performance gains.