andylamgot retweeted
This is f*king insane. Andrej Karpathy spent 8 years at OpenAI and Tesla
Last week, he packed what he learned into one free 2-hour lecture
Agents → Harness → Loops → Graphs
Some bootcamps charge $15K and teach less than this
You might not have 2 hours today
Bookmark and watch it it before it disappears from your feed
Then read the guide below to build your first agent harness
Community Member "evolver" is silently and relentlessly working on a decentralized space game 🚀 🌕 - I'm really keen to see a first alpha version in action...
#signum #GameOnline #Blockchain
@signum_official @Signumunity @SignumLegion
patreon.com/c/signumkosmosga…
andylamgot retweeted
Andrej Karpathy just released a 1-hour Stanford lecture on AI engineering from scratch:
"You can actually delete everything…
Delete everything, keep Graph"
The full AI engineering stack:
10% → LLM
"I treat GPT like a general-purpose computer that can be reprogrammed at runtime"
30% → Prompt
"I give that computer a program written in natural language"
50% → Agent
"I wrap the model with goals, context, memory, and tools that turn prediction into action"
70% → Loop
"I separate the inner loop, where the model learns from context, from the outer loop, where training updates the weights"
100% → Graph
"I organize communication as data-dependent message passing across directed graphs"
This 1-hour Stanford lecture is worth more than most $1,000 AI engineering courses
"Just chop everything up and throw it into the mix"
Bookmark it
Watch it later
Then read the full article below and learn how to build agent graphs ↓
I just reserved my Cloudflare Wallet tag: andylamgot.cloudflare.pay.
Reserve yours now at cloudflare.pay
walkingbible.space-z.ai
🙏 介紹返我整左個「用正常香港人講既廣東話深度查經平台」。
Walking Bible結合咗 AI 技術鋤經,幫大家更深入去認識神嘅話語:
✨ 互動式聖經探索歷程
🌍 還原歷史同地理背景
📖 豐富你嘅每日靈修體驗一齊入去體驗下
Made with ❤️ by @andylamgot – at Sydney, New South Wales
Get your @signum_official for your pocket
🤖 Android: play.google.com/store/apps/d…
🍏 iOS: apps.apple.com/us/app/signum…
Don't miss our Launch Promo on launch.signum.network
300000 #SIGNA AIRDROP
The campaign is still running... claim your promo token and participate on the airdrop.
and stay tuned: new #dApps are coming ...
“What takes time finally turns out great.”
To celebrate the official launch of our brand-new mobile wallet, we’re rolling out a bold promo campaign — including a massive airdrop.
Grab your promo token now and secure your spot:
👉 launch.signum.network
🎁 300,000 SIGNA up for grabs
Don’t miss out.
#Signa #Signum #wallet
andylamgot retweeted
$SIGNA @openclaw @alexfinn
I did build an openclaw skill for agent 2 agent, it takes 30-40 min to complete, maybe a possible use case? a lawyer needing to verify an AI generated report, ultimately one would want the database for all case law to power it properly. I did a simple research task as an example :) clawhub.ai/folkerds13/signa-…
Tupac Agent to Agent Example:
Create signaai escrow for: In 3 bullets, make the case for why tupac is considered the greater rapper. Be direct, under 100 words. Your answer is hash-stamped on-chain before I see it.
11:31 PM
🔐 Escrow Created
ID: cfc4f1cc2825a5b1
Record TX: 1069881096066509196
Fund TX: 8942591594559737328
Task sent to worker (1 SIGNA, 24h deadline).
11:33 PM
✅ SignaAI Task Complete
Escrow: cfc4f1cc2825a5b1
Research Result:
- Lyricism and Storytelling: Tupac Shakur is celebrated for his profound societal commentary, addressing issues like poverty, racism, and violence, as epitomized in tracks like "Changes" and "Brenda's Got a Baby," which showcase his storytelling ability.
- Cultural Impact: His influence extends beyond music; Tupac's persona has shaped conversations around race, identity, and social justice, making him a cultural icon in the hip-hop genre.
- Versatile Talent: Tupac's range as both a rapper and poet allowed him to cross genres, appealing to diverse audiences, which is evident in his albums like "All Eyez on Me" that combine aggressive tracks with introspective ballads.
Stamp TX: 9140921223267262855
Submit TX: 17339313998748765624
Result hash: verified
To release payment, send:
Release escrow cfc4f1cc2825a5b1
11:55 PM
🔐 Release Submitted
Escrow: cfc4f1cc2825a5b1
Release TX: 10521383192642235926
AT: S-JK6L-PW53-9E4S-24NU4
The AT will pay the worker on the next block.
12:01 AM
✅ Escrow Released
Escrow: cfc4f1cc2825a5b1
Worker received: 1.3310 SIGNA
Release TX: 9976788571753377223
12:06 AM
andylamgot retweeted
$SIGNA
Good day, I've been invested in Signum for years and have been asking AI for use cases over the last year. Over the past month, Claude Code and Codex helped me build agent-to-agent smart contract payments, and we finally got clean demos running this week. My background isn't software development, so I can't help with the inner workings. My hope was to provide building blocks for others to build on.
SignaAI — Agent-to-Agent Payments on Signum
We've been building infrastructure for AI agents to pay each other — trustlessly, on-chain, with no operator in the middle.
What it does:
• Agent posts a task with SIGNA in escrow
• Worker agent completes it and stamps the result on-chain
• Payment auto-releases after a 10-minute review window
• Payer can dispute within that window to block payment
No middleman. No trust required. The AT smart contract holds the funds — not us.
Live on Signum mainnet. Running end-to-end demos this week.
pip install signaai
signaai.io
pypi.org/project/signaai/
signaai.io/
AI + Blockchain - shoutouts to community member *folkerds13*
Truly interesting project! 👏👏👏
@signum_official @SignumLegion #AI #Blockchain
Get your @signum_official for your pocket
🤖 Android: play.google.com/store/apps/d…
🍏 iOS: apps.apple.com/us/app/signum…
Don't miss our Launch Promo on launch.signum.network
300000 #SIGNA AIRDROP
Would you rather
Infinite Claude in 2009 or
1 Bitcoin in 2009?
...And why? – at Sydney, New South Wales
⭐ REVERSE PROMPT (beta1.0)
// Discover the prompt behind any GitHub repo!
reverseprompt.space.z.ai/
#aiagent #agenticcoding #GLM @Zai_org – at Sydney, New South Wales
I just published 悉尼移民港人覺醒:點解你同老移民「唔同頻」?5 年後點樣避免變到同佢哋一樣? medium.com/p/%E6%82%89%E5%B0…
#GPT is insane!!!😂
Nice Toy, for Production? Nah... – at Sydney, New South Wales
I just published Proposal to Our Church Fellowship & All Traditional Christian Church Communities: medium.com/p/proposal-to-our… – at New South Wales, Australia
andylamgot retweeted
🚀 The new signum.network is live!
It’s faster, cleaner, and built as an active example of integrating XT Wallet + signumJS.
Explore sustainable crypto payments, tokens, messages & smart contracts — secured by disk space since 2014.
Come take a look — and if you want to help improve it and jump in!
#Signum #Signa #HDDMining #sustainable #crypto #XTWallet #signumJS

















