@sekachov@atlasformac Atlas is great! Is there a shortcut to drag/pan a zoomed-in image? Looking for something like Figma’s Space + Drag. Cmd + Scroll works for zoom, but navigating the zoomed view is a bit tricky right now.🫡
We finally cracked it!
We built an open-source video editor that turns every edit into code.
I got tired of agents:
→ Losing context
→ Giving me outputs I couldn’t modify
So we flipped it:
→ Code is the new database.
Scaling self-verification with DeepSeek V4 Flash beats Claude Fable 5 on Terminal-Bench 2.1, while being 11x cheaper 💰
As open-source models become more capable, they can now generate large numbers of high-quality candidate solutions and verify their own outputs at very low cost.
For example, we find that sampling just 5 solutions with DeepSeek V4 Flash and ranking them using the same model with LLM-as-a-Verifier can lead to a significant boost in accuracy (79% → 88%), outperforming closed frontier models on Terminal-Bench.
Try it out today: https://t.co/UhudjKDaYI
More on verification scaling in my previous post.
I just automated the entire "brain rot" video creation process that's making creators $50K-$100K per month on autopilot
can’t believe I’m about to give you the exact system for free…
these split-screen videos (podcast clip + Minecraft parkour) are absolutely DOMINATING tiktok and youtube shorts right now
faceless channels are pulling 6-figure months consistently
the psychological trigger is insane
the background gameplay creates unconscious dopamine hits that make viewers physically unable to scroll away
here's what my n8n automation does:
- takes any YouTube video/podcast
- analyzes transcript with AI to find the most viral moments
- auto-generates timestamped clips
- downloads and processes everything
- combines clips with random background gameplay
- adds auto-generated subtitles
- renders final videos ready for upload
the entire process that used to take creators 4-6 hours per video now happens in 5 minutes
ZERO manual work
ZERO video editing skills needed
ZERO content creation required
just feed it a podcast URL and you are done
the math is stupid simple:
3 videos per day = 90 videos per month
average 150K views per video = 13.5M monthly views
the workflow includes:
- AI content analysis agent
- automatic video downloading
- smart clip generation
- background video integration
- subtitle automation
this is the exact system printing money for the biggest faceless channels
and you're getting it for free
Comment “CLIP” + repost this + follow me and I'll DM you the complete JSON file plus the full setup guide
don't sleep on this
every day you wait is money left on the table
Here's a plug-and-play AI Agent that finds what’s actually trending on YouTube in any niche using n8n.
– Searches the last 2 days of content
– Pulls views, likes, comments, tags
– Filters short-form noise
– Stores & analyzes trends across 3 searches
– Returns links + a smart summary (not just raw vids)
Follow + Repost + Reply “YT Agent” and I’ll DM you the full workflow (free, no email bs).
We have incorporated HeyGen's avatar model to work seamlessly with Sora, and the results are truly next-level. This is probably the most advanced talking avatar video to date—outperforming real actors in many scenarios. With this, we can precisely fine-tune movements, expressions, and actions without the hassle of repeatedly reshooting real actors. Plus, there's no limit to how long these videos can be.
This isn't a digital clone—it's a fully AI-generated human avatar.
Check it out!