Kocoro 解决了 AI 工具最烦人的「失忆」问题,做自动化工作流的开发者可以直接用开源内核构建持久化记忆,省去每天重复上下文的痛苦。
Kocoro 是一款 Mac 原生开源 AI 智能体引擎,旨在解决 AI 会话每次重启都会遗忘上下文的问题。它每晚在本地回顾工作内容,通过 TensorLogic 在云端训练轻量记忆模型,次日自动恢复工作状态,无需重复粘贴或解释。Kocoro 能访问项目文件、操作浏览器和桌面应用、跨应用执行任务,且内核完全开源,确保可审计和可控。用户可通过命令行或桌面应用使用,强调透明度和用户控制权。
A new open-source agent engine is trying to make A…
A new open-source agent engine is trying to make AI sessions continuous across days.
🧠 Kocoro is a Mac-native AI agent trying to fix one of the most annoying problems in daily AI work: every new session forgets what happened before.
Kocoro reviews your workday locally every night, then trains a light memory model over the cloud (by using TensorLogic), downloads it back, and the next morning picks up exactly where you left off — no re-pasting, no re-explaining.
It knows where your projects live, what you were changing yesterday, which tools you reach for. It can open the browser, operate desktop apps, organize files, update documents, and carry a task across several apps without you stitching the steps together by hand.
And what's cool is that they have made Kocoro's kernel is open source with a Github repo. Because an AI that operates your computer has to be verifiable, auditable, and under your control. Something that drives your machine shouldn't get there on "trust us."
You can run the kernel from the command line with Shannon, or you can install the desktop app and never touch a terminal. Either way, the process is meant to be open — visible enough to inspect, editable enough to bend, and easy enough to switch off.
Real memory isn't keeping every word. It's knowing what matters, what will shape the next decision, and what changes over time. You don't remember every sentence your colleague said last quarter — you remember that they hate surprise meetings, that the Q3 launch slipped