Andrew Ng just released 2-hour course on 100% Graph engineering: 1 prompt → 100 agents → loops → graphs from scratch:
10% → 9:14 - build your first agent from scratch
30% → 33:11 - Loop engineering
55% → 1:02:46 - Graph engineering
75% → 1:30:15 - agents that rewrite themselves
100% → 1:49:05 - full graph system that work without you
most graph tutorials stop at the diagram - this one has you running one in the first 20 minutes
watch this brilliant course, build the graph - then read the full architecture below ↓
show them this video when they ask, "how will his resignation stop paper leaks?"
this man is a threat to the right to education for every child in this country
We spent two years building an AI that takes one goal all the way to the inbox.
That required inventing a new email language. One that renders perfectly in Gmail, Apple Mail, dark mode, even Outlook 2003.
Introducing @Migma_AI
It designs one campaign and adapts it for different audiences and languages. You approve it, and it sends.
It also sends from your own domain, learns from every send, and connects to Cursor, Claude Code or Codex so your agent can wire up your app's emails.
Migma Pro is free for 7 days and 50% off forever for first 200 supporters.
Repost and comment "Migma" and we'll send the access over.
Live today ↓
Anthropic just dropped 5 workshops on building self-improving agentic systems from scratch:
00:00 - Ship your first Claude agent
36:44 - Build memory for Claude agents
1:05:06 - Make your agent autonomous
1:26:46 - Set up a proactive agent
2:03:35 - self-improving agents (tools,skills)
These 3-hours of free Claude workshops will replace 10 paid agentic courses.
Watch today, then read article below on how to build a self-improving agentic system with Fable 5.
As engineering, product, design, DS, etc. melt into a new kind of role, I was reflecting on what roles might look like in the future. For example, when I look at the Claude Code team I see what I think is five archetypes:
1. Prototyper: comes up with brand new ideas; churns out many ideas, most of which don't ship
2. Builder: quickly turns a prototype/idea into production-grade product/infra
3. Sweeper: cleans up the UI, simplifies the code and system, unships, optimizes performance
4. Grower: takes a product that has been built and iterates on it to improve Product-Market Fit
5. Maintainer: owns a mature system to make it secure, reliable, fast, and efficient as it scales
Many people span across 2 roles, and sometimes 3 roles. I also notice that these roles are not really tied to job function -- eg. across Anthropic, some designers match category 1, some 2, some 3; same for engineers, PM, DS.
A healthy team needs a mix of these, depending on the product:
- A product that is new and pre-PMF needs people that are strong at 1+2+3
- A product that is growing and has found PMF needs 2+3+4 and some 5
- A product that has strong PMF needs 3+4+5 and some 2
Maybe product roles of the future will look more like this, and less like the domain-specific roles of today?
This is wild 👉, Harshit Anand built https://t.co/hu56KnIzFp in a weekend- 30K organic visits in 5 days. No ads.
Problem: Brokers quote random rents in Blr.
Solution: Anonymous map where renters share actual prices.
1500+ users already
Simple idea. Real problem. Fast execution.
Twitter peeps!
Looking for a flatmate in 3 BHK at a gated society ‘Signature Apartments’, Kormanagala 1st block. Furnished flat plus swimming pool/TT/snooker table!
Rent: 25k
Immediate movers
RT for good karma! 🙏
#LockDown4 begins today: Domestic, international air travel, metro services, educational institutes, hospitality services, cinema halls, shopping malls, gyms, swimming pools will remain closed.
Follow LIVE Updates on #CoronavirusOutbreak: https://t.co/UCguzpPSSz