Ligaya Beebe

Building | AI Enablement & Programs at

[Ligaya Beebe @ligayabeebe]

Each half of the project landed on the right side of that trade. Proper filing and detailed metadata work can't survive skipped steps. Analysis is judgment work anyway, and I always check what it did.

[Ligaya Beebe @ligayabeebe]

My longest-running AI agent has never once told me a job was done when it wasn't. It was built the old way: blocks and nodes. It's the intake half of my document archive: a Google Apps Script renames and files every attachment from my email. Meanwhile, a MindStudio workflow

[Ligaya Beebe @ligayabeebe]

The code-based blocks in MindStudio fail loudly. When Claude Code fails a skill, it might do that confidently incorrect thing.

[Ligaya Beebe @ligayabeebe]

@stevenbjohnson Thanks for sharing this story, especially the bit about the weird little robot. And thanks for NotebookLM! It is a wonderfully useful and easy to use product.

[Ligaya Beebe @ligayabeebe]

Source: https://t.co/wr0mHVE21q

[Ligaya Beebe @ligayabeebe]

Researchers tricked GitHub's new AI agent into leaking private data with one word.

Noma Labs alerted GitHub that its recently launched Agentic Workflows leaked data out of its private repository.

[Ligaya Beebe @ligayabeebe]

Their recommendations for builders/AI security officers are worth reading in full. It read as familiar territory from security discussions in our OpenClaw working group.

[Ligaya Beebe @ligayabeebe]

@iudinbuilds Very good points. It is sending to WordPress as a draft, not a live post. So human-in-the-loop occurs in the WordPress platform.

[Ligaya Beebe @ligayabeebe]

I built an AI slop engine and I'm not sorry.

[Ligaya Beebe @ligayabeebe]

Still not sorry.

(okay, maybe a tiny bit sorry)

[Ligaya Beebe @ligayabeebe]

This content isn't really written for humans first. It's written for other AIs, so they can surface it for the humans who actually need it.