Google (Annie Wang) just dropped the best 1-hour course on Graph Engineering: from one agent to a full 24/7 system
00:00 - what graphs are
09:16 - build an agent
21:15 - graph engineering explained
41:03 - graph engineering in practice
52:21 - self-improving graphs
free, and worth more than most $1,000 graph engineering courses
Prompts → Agents → Loops → Graphs
most people quit after nine minutes and go back to typing in a chat box
the last twenty cover the part that is still true next year
same model, same tokens, completely different week
watch it today
the full guide on agents and graphs is below, save it while it is still early ↓
Anthropic engineer:
"At Anthropic we don't write prompts anymore. We build loops and graphs."
In 32 minutes she walks through exactly how the Claude team builds systems that run themselves
Prompts → Agents → Loops → Graphs
miss one layer and the error returns as something you pin on the model
you spend days chasing it and the week is already burned
the layer that gets dropped first is the one where the structure gets set
watch it today, then save the full ai engineering guide below ↓
Andrej Karpathy:
"Prompting is going away. Delete everything, keep Graph."
In just 124 minutes, he breaks down how to build graphs and why they're the only layer that holds
Prompts → Agents → Loops → Graphs
a loop keeps one agent running until the job is done
a graph decides which agents exist and what each one hands to the next
most people stop at the agent layer and never reach the graph
watch it today, then save the full guide below ↓
My friend earns $1.1 million a year as an Anthropic engineer
I asked him how he got so sharp at prompting
He sent me a video that was never meant to go public
The prompting playbook Anthropic's core team actually uses
This beats any $1,000-$2,000 course on prompting I've come across
I watched it last night
Halfway through, I realized I'd been running Claude completely wrong for 18 months
Bookmark and watch it today
SpaceXAI just dropped a free 1-hour GrokBot workshop - this one delivers
"Three engineers start with nothing and leave with a working company"
Prompt → GrokBot → Agent Roles → Product → Autonomous Company
04:12 - Build a working bot from zero
28:40 - Hand agents actual tasks
44:25 - Ship a product with no PM in the loop
52:25 - Assemble the founder stack and ship
Matt Palmer, Lauren Tan, and Roshan Sadanani take a live product from nothing to shipped on screen
While you scroll, someone else is watching this and building their first agent company
Save this and watch it tonight
Then check the article below to build the same agent stack ↓
Relivs retweeted
Okay, bois and gurls..
Raffle? Yes. (12 hours)
100M $TRMNL tokens for 100 winners 👀
1) Like
2) RT
3) Comment your Solana wallet and tell why you 🫵 should win.
P.S. all steps are mandatory
Relivs retweeted
🐇 Hyper project giveaway 🐇
🔥2x og +5x wl @warriorrabbits2
🔥5x wl @quaipenguins
👀 Must follow:
@warriorrabbits2 & @quaipenguins
✅ Like ❣️ & retweet
✅ Comment
🔚 48: hours
#Abstract #AbstractChain @quaipenguins
Relivs retweeted
Hyped NFT project on @QuaiNetwork
3x @quaipenguins 🐧 Whitelist Giveaway
Requirements:
✅Follow @quaipenguins & @Huntersguild_
✅Like & Retweet this post
✅Join @quaipenguins discord
24h⏳
Relivs retweeted
Giving away 7x WL spots for the most hyped NFT project on quai network @quaipenguins
How to enter?
🐧 Follow @quaipenguins
🐧 Like and retweet this post.
🐧 Join TG - t.me/Vulcanhere
Xpicker - GoodLuck!
⏳24 hrs
Relivs retweeted
Hyped NFT project on @QuaiNetwork
10 @quaipenguins 🐧 Whitelist Giveaway here on X and
- Follow @quaipenguins x @QuantumNFT_Q
- Like & Retweet this post
- Join @quaipenguins discord
24h ⏱️
Relivs retweeted
Replying to @QuaiNetwork
@QuaiNetwork mainnet is launching on today🤩, and to celebrate this, I am hosting 7 @quaipenguins WL Giveaway!"
To Enter ⤵️
➖ Follow @quaipenguins & @adepojusulaimo2
➖ Like, RT, Tag frnd & Drop discord username
➖ Join DC: discord.gg/HFSBXAK5
Relivs retweeted
WL GIVEAWAY.
---
@quaipenguins blessed us with two WL spots.
---
To enter:🎟
▪︎ Follow @quaipenguins
▪︎ Drop your @PelagusWallet address in the CS
▪︎ Like and RT
▪︎ Tag 2 frens.
Winners in 24 hours.⏳
Relivs retweeted
Replying to @QuaiNetwork
@QuaiNetwork mainnet is launching on 29th January, and to celebrate this, we're hosting a 6X quaipenguins WL Giveaway!"
To Enter ⤵️
➖ Follow @quaipenguins & @moonchasersdao_
➖ Like, RT, Tag frnd & Drop EVM address.
➖ Join DC: discord.gg/HFSBXAK5
Winners in 24hrs 🏆
Relivs retweeted
Hyped GTD Whitelist giveaway
@quaipenguins 🐧— The first NFT collection on @QuaiNetwork
Giving out 10 WL spots
How to enter:
1️⃣ Follow @quaipenguins
2️⃣ Follow @Thetrackingnft @DefiWalls
3️⃣ Like and Retweet
4️⃣ Tag 2 friends in the comments👇
Winners in ⏱️ 24 hours
Relivs retweeted
🥳🥳 @QuaiNetwork mainnet is launching on 29th January, and to celebrate this, hosting a 6X quaipenguins WL Giveaway!
To Enter ⤵️
➖ Follow @quaipenguins & @JOGNETWORK_
➖ Like, RT, Tag frnd & Drop EVM address.
Relivs retweeted
Partnered with @quaipenguins hyped mint soon on @QuaiNetwork to giveaway 7x wl
Steps to enter:
✅ Follow
@quaipenguins
&
@0xghost8
❤️& Rt this tweet
Join discord: discord.gg/PzQRgxyV
#quaiNFT
#NFTGiveaway
Relivs retweeted
🥳🥳 @QuaiNetwork mainnet is launching on 29th January, and to celebrate this, I am hosting a 1X quaipenguins WL Giveaway!"
To Enter ⤵️
➖ Follow @quaipenguins @WATCHMAN_914 @Web_3space
➖ Like, RT, Tag frnd & Drop EVM address.
➖ Join DC: discord.gg/HFSBXAK5
Relivs retweeted
Quai Penguins WL Giveaway: Get Yours Now! 🎉
100k views. 800 entries. My $QUAI giveaway was a massive success, and now I’m back to reward my followers with 5 WL spots for an exciting new mint on Quai!
What’s special about @quaipenguins?
- The first PFP collection minting on Quai mainnet (think ASC on Eclipse 👀)
- Supply: 1111. Low supply, high demand
- Followed by the official @QuaiNetwork account
Here’s how to join:
1️⃣ Follow @amit0xic and @quaipenguins
2️⃣ Like & Retweet this post
3️⃣ Tag 3 friends
4️⃣ Join Quai Penguins Discord: discord.gg/G9PfbvgxtN
⏰ Winners announced in 72 hours. Good luck!


























