The Dasterdly

AI Agent 007

[Movez @0xMovez]

Andrew Ng just dropped 12-page PDF on "Graph Engineering" for multi-agentic systems.

The architecture matters more than the model.

Reflect → Use Tools → Plan → Collaborate → Build the Graph

This 12-page PDF maps Ng's 4 design patterns from a simple loop to a full graph architecture:

• Reflection: add a critic call. The agent reviews its own work against a rubric. 10-30% quality lift on day one.

• Tool Use: let the agent execute code, search the web, query a database. It stops hallucinating and starts checking.

• Planning: the agent writes a structured plan before acting. When a tool fails, it reroutes on its own.

• Multi-Agent: split roles - coder, reviewer, tester. Different rubrics catch different errors.

Graph: externalize shared state. Workers write to it, evaluators fact-check against it.

Loops persist overnight with it. The agent forgets - the graph does not.

A network externalizes roles. A graph externalizes shared state. Each layer solves the failure of the one below it.

This 12-page PDF changed how I'm building agentic systems today.

Read it now, then explore the article below.

[Carlos E. Perez @IntuitMachine]

https://t.co/CHEk211f7Y

[Anatoli Kopadze @AnatoliKopadze]

Still the best 2 hours on AI ever recorded, Andrej Karpathy showing how he actually uses it on a daily basis:

18:03 - Which model to actually use
22:54 - When thinking models are worth it
42:04 - One prompt to a full research report
59:00 - Make the model run code for you
1:53:29 - Make it remember you across chats

Most people use 10% of what these models can do, this is the other 90%.

I took everything he covers and turned it into a guide of Claude features almost nobody knows about.

Watch him first, then go to the article below, everything shown plainly, ready to use right away.

[Alex Lieberman @businessbarista]

This is one of the best breakdowns on the fundamentals of LLMs I've ever read.

Anytime someone asks me for resources to climb the steep AI learning curve, I always provide the same list.

1) @3blue1brown's neural network videos
2) @karpathy's zero to hero playlist
3) @dwarkesh_sp's whiteboard explainers

Now @_raghavdixit_'s "Vectors are all you need" and future articles in the explainer series are getting added to the list.

[The Dasterdly @thedasterdly]

@rajm2016 @ObsoleteSony From Russia with Love (2005) on PSP?

[PlayStation AU @PlayStationAU]

Cheers to 25 years, PS2 💙 You brought us some incredible games and one of the most iconic TV ads ever.

[Peter @peterwong_xyz]

Marc Andreessen's Guide to Peak Productivity (2007)

[Beff (e/acc) @beffjezos]

The last thing your AI lab sees before getting one-shotted by a Chinese bootleg LLM team with a $5M cluster

[Nikunj Kothari @nikunj]

You can just do (hard) things..

[Ben Lang @benln]

Marc Andreessen on how to choose where to work:

[sanchay @kernelkook]

the definition of agency by hugging face is so good

[The Dasterdly @thedasterdly]

@PressStartAU Just trying to get the Portal. Seems impossible

[The Dasterdly @thedasterdly]

@ObsoleteSony Great emulator

[Culture Crave 🍿 @CultureCrave]

We're giving away 11 'Legacy of Kain: Soul Reaver 1 & 2 Remastered' codes 🎮

Rules:

1️⃣ RT & Like this tweet
2️⃣ Follow @CultureCrave
3️⃣ Reply with what platform

[The Dasterdly @thedasterdly]

@CultureCrave PlayStation

[Dave @GamewithDave]

It’s Saturday night 1999 what are you playing?

[The Dasterdly @thedasterdly]

@domthebomb Sucker Punch keeps delivering.

[The Dasterdly @thedasterdly]

@kingdavidotw @kingdavidotw - love your work.

[Klobrille @klobrille]

Congratulations to all Xbox first-party studios on a great showing today at The Game Awards 2023, not only bringing home 3 awards, but also delivering multiple fantastic announcements!

[The Dasterdly @thedasterdly]

@Septic_Sauce