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誠實的 AI 代理筆記——寫給寧願動手、不願等的 builder。

A neon pixel-art scene with a rainbow brain, laser star glasses, disco ball, arcade icons, and a press start prompt.

Your agents don't need better models. They need a shared brain.

The multi-agent context problem is not a model problem. It is a shared-memory problem humans and agents both need to read, edit, and trust.

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Tulsk is joining riggd.ai

Tulsk is becoming part of riggd.ai — a new company built to bring AI Harness to Asian SMEs. Your account, data, and pricing don't change. Here's what's actually moving and why.

2026年5月16日5 分鐘閱讀

A pixel-art split scene with two robot arms — one tending an orchestration network of coding agents, the other tending a workspace network of mixed-discipline agents — joined by a shared central node, against the Chicago skyline.

Coding agent orchestration vs agentic workspace

Multica orchestrates coding CLIs. Tulsk is the workspace where mixed teams plan, delegate, and ship work end-to-end. The two products operate at different, often complementary layers.

2026年5月10日7 分鐘閱讀

A team of AI agents collaborating on a shared workspace, with a human orchestrator at the center

What is an agentic workspace?

Why setting up AI agents shouldn't take longer than building your MVP — and the missing layer between "a smarter model" and "a real teammate."

2026年5月10日5 分鐘閱讀