Lingbao Huang

Lawyer building in the age of AI.
Exploring AI, law, first principles, and systems thinking.
Building AI agents. Sharing what I learn.
Read. Think. Build.

[Lingbao Huang @qishui12]

https://t.co/mNwYlZTei5

[Arena.ai @arena]

US vs China update. Stanford's AI Index put the US–China gap at 2.7%. Here's what two years of real-world use from the Text Arena shows.

Gap three years ago: +278. Today: +29.

@AnthropicAI's Claude Opus 4.6 Thinking vs. Baidu's
@ErnieforDevs Ernie 5.1 at the top.

The US has never lost #1, but the race keeps closing.

[NVIDIA AI @NVIDIAAI]

How much can an LLM memorize?

This ICML paper separates unintended memorization from generalization and estimates GPT-style model capacity at about 3.6 bits per parameter, offering a sharper way to reason about data, scaling, and privacy.

You can read the full paper here 👉 https://t.co/c8KeGPZ3Fk

[Lingbao Huang @qishui12]

Besides code migration & heavy tasks: How should I best use Feble before July 7?
Prompt like this :
Based on our chat history, what you know about me, and my goal to become a super individual — before Feble5 gets taken down, what important tasks should I run and what prompts would you recommend? 🚀

[Lingbao Huang @qishui12]

A great tool!!

[Developers @XDevelopers]

Announcing the hosted X MCP.

Agents now have access to the best real-time information source in the world.

Connect Grok, Cursor, or any MCP-compatible AI tool to the X API without any setup!

Check it out here: https://t.co/5MzPYwGFzD

[Lingbao Huang @qishui12]

Don’t take shortcuts. Every shortcut comes with a hidden cost.
AI is a shortcut too. Don’t let it replace your understanding or your ability to create. Read books yourself. Write articles yourself. Build something yourself.

[Lingbao Huang @qishui12]

Meta has been cooking something up

[AI at Meta @AIatMeta]

We’re sharing the next major milestone in our non-invasive brain-to-text decoder research: Brain2Qwerty v2.

Building on v1, which was published today in @Nature, Brain2Qwerty v2 is the highest-performing end-to-end pipeline capable of real-time sentence decoding from raw brain signals. It advances beyond character-level performance to decoding words and semantics, enabling accuracy for overall communication.

We believe this research has the potential to make a real difference for the millions of people who suffer from brain lesions or disorders that prevent them from communicating.

🧵👇

[Lingbao Huang @qishui12]

https://t.co/4LJEJGfXRR

[Lingbao Huang @qishui12]

It suddenly occurred to me how forunate we are to live in a universe governed by laws.
Imagine a world without order.
Imagine if the laws of physics changed every day. Imagine if nature had no patterns and no consistency.
We wouldn't even know what beauty is.

[Lingbao Huang @qishui12]

That is true

[Ryan McKeen @ryanmckeen]

The future belongs to lawyers who can think across angles: legal, economic, business, psychological, technological. The hardest specialty is being a generalist.

[Lingbao Huang @qishui12]

https://t.co/oVIaLWjMwe

[Codez @0xCodez]

A senior Anthropic engineer just dropped 11-page PDF on "Loop Engineering" for agentic systems.

The shift: you stop prompting the agent. You build the system that prompts it instead.

Schedule → Discover → Build → Verify → Repeat

Every loop runs one turn, five moves:

• Discovery: it finds its own work - failing CI, open issues, recent commits - instead of being handed a list.

• Handoff: each task gets an isolated git worktree so parallel agents don't collide.

• Verification: a second agent, told to assume the code is broken, reviews the first. The "thing that can say no."

• Persistence: results get written to disk, never left in a context window that gets flushed.

• Scheduling: an automation wakes it on a timer. That's what makes it a loop.

The key insight: an agent grading its own work always praises it.

This 11-page PDF changed how I'm building agentic systems today.

Read it now, then explore the article below.

[Perplexity @perplexity_ai]

Introducing Computer for Counsel.

Computer now connects the research databases, document tools, and matter-management systems lawyers use every day. Pull citable sources from @midpageAI, @LegalZoom, @Docusign, @netdocuments, and more.

Available for all Pro and Max subscribers.

[Avid @Av1dlive]

https://t.co/Trt5X89PiX

[Lingbao Huang @qishui12]

Building a demo is easy.
Maintaining a product is far more difficult.

[Lingbao Huang @qishui12]

Being in a large market is very important. That is why Nvidia choose gaming and produces GPU.

[NeilXbt @neil_xbt]

https://t.co/aAz9MPgF9X

[Elon Musk @elonmusk]

Looking forward to taking our exciting partnership with Nvidia to the next-level

[Charly Wargnier @DataChaz]

Hands down the absolute best Claude Cowork tutorial you’ll watch in under 25 minutes!

Made by Tina Huang (@hellotinah), former Meta data scientist turned content creator 👇

[danny @agintender]

https://t.co/2ASoaxrXM6