I CAN'T STOP PLAYING THE GAME MY FRIEND VIBE CODED IN 10 MINUTES
Andrew Ng just put out a free 2 hour course on graph engineering, from a single loop all the way to systems that run themselves
it walks you through building your first agent, then loop engineering, then full graph engineering
it even covers agents that rewrite their own code as they go
the last section pulls it together into a complete graph system you can copy
i went in knowing loops and came out building graphs that fix themselves
best thing on graph engineering i have watched all year
I CAN'T STOP PLAYING THE GAME MY FRIEND VIBE CODED IN 10 MINUTES
Andrew Ng just put out a free 2 hour course on graph engineering, from a single loop all the way to systems that run themselves
it walks you through building your first agent, then loop engineering, then full graph engineering
it even covers agents that rewrite their own code as they go
the last section pulls it together into a complete graph system you can copy
i went in knowing loops and came out building graphs that fix themselves
best thing on graph engineering i have watched all year
THIS GUY REPLACED HIS ENTIRE VIDEO EDITOR WITH CLAUDE CODE
he fed it his raw footage and got back a fully cut video that looks like a 2000 dollar edit, jump cuts, captions, zooms and all
here is exactly how you copy him
step 1 drop your raw clips into a folder on your desktop
step 2 open Claude Code in that folder and tell it to edit the video the way you want, the pacing, the caption style, the b roll cuts
step 3 let it wire up ffmpeg and the editing scripts on its own and process every clip
step 4 tell it to auto add captions, punch ins and remove the dead air between words
step 5 export the finished cut and push it straight to your channel
a freelance editor charges 300 a video and takes 3 days per turnaround
you can do the same for free
check more marketing tips in the article below
THIS GUY REPLACED HIS ENTIRE VIDEO EDITOR WITH CLAUDE CODE
he fed it his raw footage and got back a fully cut video that looks like a 2000 dollar edit, jump cuts, captions, zooms and all
here is exactly how you copy him
step 1 drop your raw clips into a folder on your desktop
step 2 open Claude Code in that folder and tell it to edit the video the way you want, the pacing, the caption style, the b roll cuts
step 3 let it wire up ffmpeg and the editing scripts on its own and process every clip
step 4 tell it to auto add captions, punch ins and remove the dead air between words
step 5 export the finished cut and push it straight to your channel
a freelance editor charges 300 a video and takes 3 days per turnaround
you can do the same for free
check more marketing tips in the article below
THIS ENTIRE VIDEO WAS EDITED BY TALKING TO CLAUDE
DAPI is a video editing CLI that plugs straight into your coding agent
you type what you want and Claude does the editing
it builds motion graphics from a prompt
it cuts through hours of footage on command
it is open source and runs on any platform
bookmark and check the full guide on AI marketing & editing below
THIS ENTIRE VIDEO WAS EDITED BY TALKING TO CLAUDE
DAPI is a video editing CLI that plugs straight into your coding agent
you type what you want and Claude does the editing
it builds motion graphics from a prompt
it cuts through hours of footage on command
it is open source and runs on any platform
bookmark and check the full guide on AI marketing & editing below
THIS DEV MADE A DRONE FLY EXACTLY WHERE HE DRAWS
you draw a line on any image and the camera flies that exact path
drop in a photo
sketch the line where the shot should move
watch it fly the route you drew
that's 1 of 87 tools my AI agents use to replace a $20K marketing agency
check the full guide below
THIS DEV MADE A DRONE FLY EXACTLY WHERE HE DRAWS
you draw a line on any image and the camera flies that exact path
drop in a photo
sketch the line where the shot should move
watch it fly the route you drew
that's 1 of 87 tools my AI agents use to replace a $20K marketing agency
check the full guide below
I BUILT A CAMERA THAT TEXTS ME THE SECOND MY GRANDMA FALLS
it watches the room, sees her hit the floor and fires an alert to my phone in under 2 seconds
the whole thing runs on YOLO, a bit of Python and one old webcam pointed at her living room
here is exactly how it works
step 1 a camera feed runs through a YOLO model that tracks the body in real time
step 2 the code watches the body position and speed, so a slow sit down reads as normal and a sudden drop reads as a fall
step 3 the moment a fall is detected it sends a text and a snapshot straight to my phone
step 4 it logs every event so you can see patterns before something worse happens
care homes pay thousands a month for hardware that does exactly this
you can put the same safety net on your own parents this weekend for the price of a used webcam
the families still waiting on a phone call are the ones who find out hours too late
I BUILT A CAMERA THAT TEXTS ME THE SECOND MY GRANDMA FALLS
it watches the room, sees her hit the floor and fires an alert to my phone in under 2 seconds
the whole thing runs on YOLO, a bit of Python and one old webcam pointed at her living room
here is exactly how it works
step 1 a camera feed runs through a YOLO model that tracks the body in real time
step 2 the code watches the body position and speed, so a slow sit down reads as normal and a sudden drop reads as a fall
step 3 the moment a fall is detected it sends a text and a snapshot straight to my phone
step 4 it logs every event so you can see patterns before something worse happens
care homes pay thousands a month for hardware that does exactly this
you can put the same safety net on your own parents this weekend for the price of a used webcam
the families still waiting on a phone call are the ones who find out hours too late
NVIDIA WILL PAY YOU $1,100 A MONTH TO PUT A DATA CENTER ON YOUR HOUSE
it looks like a normal AC unit sitting in the yard
but inside are 16 Nvidia Blackwell GPUs and Dell servers
a startup called Span builds them, backed by Nvidia
they bolt onto your house and you get paid for the power and the Wi-Fi
some estimates put that near 1,100 dollars a month landing in your pocket
that is rent money for hosting a box outside
Span says it goes up way faster and cheaper than a real data center
the AI boom is moving straight into the suburbs
save this, the grid is getting rebuilt right in front of us
NVIDIA WILL PAY YOU $1,100 A MONTH TO PUT A DATA CENTER ON YOUR HOUSE
it looks like a normal AC unit sitting in the yard
but inside are 16 Nvidia Blackwell GPUs and Dell servers
a startup called Span builds them, backed by Nvidia
they bolt onto your house and you get paid for the power and the Wi-Fi
some estimates put that near 1,100 dollars a month landing in your pocket
that is rent money for hosting a box outside
Span says it goes up way faster and cheaper than a real data center
the AI boom is moving straight into the suburbs
save this, the grid is getting rebuilt right in front of us
THIS GAME RUNS IN YOUR BROWSER
it's a full web app built with WebGL and Three.js, nothing to download and it stays smooth even on your phone
there's multiplayer too, so other people are running around the same world with you
open https://t.co/Lv7CPsy4kF and just start playing
full guide on how to build and sell such games in the article below
THIS GAME RUNS IN YOUR BROWSER
it's a full web app built with WebGL and Three.js, nothing to download and it stays smooth even on your phone
there's multiplayer too, so other people are running around the same world with you
open https://t.co/Lv7CPsy4kF and just start playing
full guide on how to build and sell such games in the article below
YOU CAN NOW MAKE FULL MOTION GRAPHICS WITH AI AND SELL IT FOR $1-2K
I dropped in my logo and a single reference clip and got back a finished animated brand loop in under 2 minutes
the kind of intro a motion designer charges 400 for and takes a week to deliver
here is exactly how you do it
step 1 upload your logo, product shot or brand assets straight off your desktop
step 2 grab any motion style you like as a reference, a smooth liquid intro, a kinetic text burst, a 3D spin
step 3 feed both into the AI tool and let it blend your brand with that style into one full motion version
step 4 tweak the pace and colors until it matches your look
step 5 export it clean and push it to your reels, ads and channel intros
one afternoon of this gives you a month of animated content
the studios still quoting a week and an invoice are about to watch that whole line disappear
YOU CAN NOW MAKE FULL MOTION GRAPHICS WITH AI AND SELL IT FOR $1-2K
I dropped in my logo and a single reference clip and got back a finished animated brand loop in under 2 minutes
the kind of intro a motion designer charges 400 for and takes a week to deliver
here is exactly how you do it
step 1 upload your logo, product shot or brand assets straight off your desktop
step 2 grab any motion style you like as a reference, a smooth liquid intro, a kinetic text burst, a 3D spin
step 3 feed both into the AI tool and let it blend your brand with that style into one full motion version
step 4 tweak the pace and colors until it matches your look
step 5 export it clean and push it to your reels, ads and channel intros
one afternoon of this gives you a month of animated content
the studios still quoting a week and an invoice are about to watch that whole line disappear
MY LITTLE BROTHER MAKES $8K A MONTH MAKING VIDEOS LIKE THIS FOR CAR DEALERS
Here's how to copy him:
he never touches a single bolt
he shoots a stock car from every side on a phone, feeds the photos into AI and gets back a flying camera clip where the wheels, grill and rear swap mid move like a 40 thousand dollar body kit render
the car spins, the light tracks across it and every part morphs while the camera never breaks its move
here is exactly how he does it
step 1 walk around the car and shoot it from every angle so AI works off real photos instead of guessing
step 2 drop those shots into an image model like Nano Banana and generate hundreds of design variations
step 3 pick the best wheels, front grill and back end from the batch
step 4 load the favorites into Seedance 2.5 with image and video references so the camera path stays locked across every shot
step 5 let it stitch one hyper smooth fly around where the parts keep switching mid move
a custom shop charges 2 weeks and thousands for a single render like this
he pulls it off in an afternoon off a phone and a stock car
the people shipping these car edits now are the ones landing brand deals while everyone else is still booking a photographer
MY LITTLE BROTHER MAKES $8K A MONTH MAKING VIDEOS LIKE THIS FOR CAR DEALERS
Here's how to copy him:
he never touches a single bolt
he shoots a stock car from every side on a phone, feeds the photos into AI and gets back a flying camera clip where the wheels, grill and rear swap mid move like a 40 thousand dollar body kit render
the car spins, the light tracks across it and every part morphs while the camera never breaks its move
here is exactly how he does it
step 1 walk around the car and shoot it from every angle so AI works off real photos instead of guessing
step 2 drop those shots into an image model like Nano Banana and generate hundreds of design variations
step 3 pick the best wheels, front grill and back end from the batch
step 4 load the favorites into Seedance 2.5 with image and video references so the camera path stays locked across every shot
step 5 let it stitch one hyper smooth fly around where the parts keep switching mid move
a custom shop charges 2 weeks and thousands for a single render like this
he pulls it off in an afternoon off a phone and a stock car
the people shipping these car edits now are the ones landing brand deals while everyone else is still booking a photographer