A short thread:
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Traditional video compression moves pixels more efficiently.
The human brain doesnโt store pixels at all โ it stores meaning.
Faces. Motion. Objects. Relationships.
A police officer watched this Arlo footage of a package theft and said:
"With video it really helps to attach people with crimes once they are caught for something else."
That footage matters. So we ran it through MForja.
9.5 MB โ 3.3 MB. 65.1% reduction. Evidence intact. Faces clear. Mailbox accomplice still visible in the background.
Quality that solves crimes shouldn't cost more to store than it has to.
@Arlo โ let's talk.
Compare original vs. distilled: ๐บ youtube.com/@MForja
Credit: Arlo Community
Caitlin Clark hits from 31 feet at the buzzer.
Still doubters.
MForja distills video files 59.6% smaller with zero codec swap.
Still doubters.
4.1 MB โ 1.7 MB. Same shot. Same crowd. Same magic.
Some things just look impossible until the tape proves otherwise.
Compare original vs. distilled: [link] ๐บ youtube.com/@MForja
Credit: @barstoolsports@CaitlinClark22
My parents said the mouth trumpet would never lead anywhere.
@suno said "the distance between in your head and out loud is smaller than ever."
MForja said: 3.3 MB โ 816 KB. 75.1% reduction on your demo video.
Nobody saw any of this coming.
Suno โ your bills could be 75% smaller. Call us. ๐บ
๐บ youtube.com/@MForja
A baby. A burning building. A second-story window. An officer who didn't flinch.
Body cam caught every second of it.
We ran the footage through MForja: 90.2 MB โ 28.9 MB. 68% gone.
Because footage this important shouldn't cost a byte more than it has to.
No codec change. Evidence intact. Savings real.
๐บ youtube.com/@MForja
Full credit: @CollinRugg ๐
Somewhere a police department budget director is approving another invoice for body cam storage.
48.6% of it is waste.
We ran Axon body cam footage through MForja: 2.0 MB โ 1.0 MB No codec swap. Evidence untouched.
Your officers record the same. Your storage bill doesn't have to be the same.
How many officers does your department have? Multiply by $1.90 GB saved per shift.
๐บ youtube.com/@MForja | linkedin.com/company/mforja/ | x.com/mforjatech
Credit: @illtanaa
A squirrel in Tulsa defended a chicken from two hawks. Completely unprompted. Just showed up.
MForja is that squirrel.
Your video files are the chicken. The waste hawks? Storage costs. Bandwidth bills. Compute charges.
We distilled this Arlo clip: 9.2 MB โ 1.4 MB. 84.3% gone. No codec change. No pipeline swap. Just the waste, removed.
Compare original vs. distilled yourself ๐ [source video link]
๐บ youtube.com/@MForja
Credit: JasonFarque, Arlo Community
Mama possum. Babies on her back. Arlo security cam.
Adorable? Yes. Efficient? Not even close.
402 KB โ 83 KB. 79.3% reduction.
MForja distillation removes the waste your codec left behind โ fog, blur, dead pixels you're still paying to store and stream.
Not a codec. Not a replacement. Just cleaner video.
Compare original vs. distilled โ see for yourself.
๐บ youtube.com/@MForja | ๐ linkedin.com/company/mforja/ | x.com/mforjatech
Credit: Arlo security camera footage, sourced online.
Airbnb built a $75B company on one idea:
You should only pay for the space you need.
Not a hotel room with 6 pillows you won't use. Not a suite with a jacuzzi you'll never touch. Just the right room. Right size. Right price.
MForja does the same thing for video. ๐
@bchesky just dropped the Airbnb 2026 Summer Release. Beautiful announcement video. We distilled it.
๐ Source: 8.9 MB (HD 720p) โจ MForja Output: 3.7 MB ๐ Reduction: 58.7%
No extra storage space you didn't book. No bandwidth you never needed. Just the video โ checked into the right size room.
MForja isn't a codec. libx265 ran this exactly as configured. We distill out the entropy waste โ the invisible extra rooms in your file that nobody ever uses but everyone pays for.
Brian, if you're adding video across the Airbnb platform and the costs are stacking up โ we have availability. No cleaning fee. ๐๏ธ
๐ Compare source vs. output: youtube.com/@MForja Follow us: x.com/mforjatech | linkedin.com/company/mforja/
Credit: @bchesky โ Airbnb 2026 Summer Release
#MForja#Airbnb#VideoDistillation#VideoTech#Bandwidth#SummerRelease2026
AI video generation just hit a new ceiling. ๐
@higgsfield_ai launched Grok Imagine 1.5 โ #1 on the Artificial Analysis Image-to-Video leaderboard at 1,404 Elo. Cloth dynamics. Water simulation. Hair motion. Glass rendering.
Stunning output.
We ran it through MForja.
๐ Source: 11.3 MB (Full HD 1080p) โจ MForja Output: 3.9 MB ๐ Reduction: 65.4%
The lighting fidelity? Still there. The cloth dynamics? Preserved. The water and glass? Intact. 65% less data to store and deliver.
Here's the thing about AI video generation at scale: the better your model gets, the more video you generate, and the more it costs to store, serve, and stream every frame.
MForja isn't a codec โ libx265 ran this exactly as requested. We distill out the invisible entropy waste your encoder lets through. You keep building the best AI video in the world. We handle the delivery economics.
Build great. Distill the rest.
๐ Compare source vs. output: youtube.com/@MForja Follow us: x.com/mforjatech | linkedin.com/company/mforja/
Credit: @higgsfield_ai โ Grok Imagine 1.5
#MForja#VideoDistillation#AIVideo#HiggsField#GrokImagine#GenerativeVideo#VideoTech
Every robo taxi has 6 cameras running all day. Every camera generates a river of video.
Here's what that costs โ and what MForja does to it.
This mountain highway: 18.7 MB โ 833 KB. 95.5% reduction. Same road. Same quality.
Now do the math. ๐งฎ
๐ท 6 cameras per vehicle ร 20 hrs/day:
Without MForja: ~158 GB/vehicle/day
With MForja: ~7 GB/vehicle/day
Savings: ~151 GB/vehicle/day
For a fleet of 10,000 robotaxis โ that's 43 petabytes saved every month.
Storage savings alone: $12.2M/year.
That's before bandwidth. Before compute. Before cellular data. Before energy.
MForja isn't a codec. libx265 ran this exactly as configured. We distill out the entropy waste that passes through every encode undetected โ and at autonomous vehicle scale, that waste is worth billions.
The road ahead just got a lot cheaper. ๐
๐ Compare source vs. output: youtube.com/@MForja Follow us: x.com/mforjatech | linkedin.com/company/mforja/
Credit: Mixkit โ Going Down a Curved Highway Through a Mountain Range
#MForja#RoboTaxi#AutonomousVehicles#VideoDistillation#AV#Waymo#Tesla#VideoTech
If your job is to deliver high-quality video โ this one's for you. ๐๏ธ
๐ Source: 13.9 MB (Full HD 1080p) โจ MForja Output: 1.2 MB ๐ Reduction: 91.2%
Same perfect swing. Same lush fairway. 91.2% less data to move.
When your pipeline delivers results like that, your company might just be so happy they give you more time to practice your golf swing. โณ
MForja isn't a codec โ libx265 ran this exactly as it always does. We distill the waste out of the file before it ever hits storage or bandwidth. Less cost. Less compute. Less energy.
You get the credit. Maybe even an afternoon off.
๐ Compare source vs. output: youtube.com/@MForja Follow us: x.com/mforjatech | linkedin.com/company/mforja/
Credit: Pexels โ Golf Swing on a Scenic Outdoor Course
#MForja#VideoDistillation#VideoEngineering#Streaming#Bandwidth#Golf
"Sunday is bath day even for dragons." ๐๐
But @guicastellanos1 โ you missed a spot.
A lot of spots, actually.
Not visible to the human eye. Not caught by any machine. They just ride along in the file, invisible entropy waste that takes up space and costs you bandwidth every single time that video moves.
We distilled them out.
๐ Source: 3.0 MB (HD 720p) โจ MForja Output: 1.3 MB ๐ Reduction: 55.5%
Same dragon. Same rubber duck. Same bath. 55% less data.
This is what entropy distillation does. MForja doesn't touch your codec โ libx265 ran this exactly as requested. We find the invisible waste your encoder lets through and remove it before it ever costs you a cent.
Cleaner video. Lighter file. Every time.
๐ Compare source vs. output: youtube.com/@MForja Follow us: x.com/mforjatech | linkedin.com/company/mforja/
Credit: @guicastellanos1 โ original video Source: video.twimg.com/amplify_videโฆ#MForja#VideoDistillation#Entropy#VideoTech#Bandwidth
You can get to San Francisco without the Golden Gate Bridge.
It's just slower. A lot slower.
Sending video without MForja distillation is the same idea.
๐ Source: 42.6 MB โจ MForja Output: 3.6 MB ๐ Reduction: 91.5%
Same stunning view. Same Golden Gate. 91.5% less data to move.
MForja isn't a codec โ libx265 ran this just as it always does. We're the bridge. We find the fastest, lightest path for your video without changing your workflow.
Less storage. Less bandwidth. Less compute. Less energy.
๐ Compare the source and output yourself: youtube.com/@MForja
Follow us: x.com/mforjatech | linkedin.com/company/mforja/
Credit: @Pexels โ Golden Gate Bridge in Vibrant Daylight
Tim Cook's Good Morning video at #WWDC26 is a vibe โ celebrities, energy, and a whole lot of Apple hype. โ๏ธ
We distilled it.
๐ Source: 11.7 MB โจ MForja Output: 3.6 MB ๐ Size reduction: 69.1%
Same smiles. Same energy. 69% less data.
This is what MForja distillation does โ it's not a codec, it doesn't replace your codec (libx265 still ran the show here). We remove the waste in the pipeline: storage, bandwidth, compute, energy. All of it.
Tim, if Apple ever wants to change the way the world sees video โ we're ready. ๐
๐ Compare the source and output yourself: youtube.com/@MForja Follow us: x.com/mforjatech | linkedin.com/company/mforja/#WWDC26#MForja#VideoTech#Distillation#Apple#WWDC2026
Finding a waterfall mid-hike is hard to beat. ๐
So is opening your CDN bill after running MForja.
4.8 MB โ 724 KB. 85% smaller. One pass. No codec change.
Every file. Every serve. Every edge node. Forever.
That's not a compression trick. That's distillation.
๐น Source (Mixkit): mixkit.co/free-stock-video/wโฆ ๐ฌ youtube.com/@MForja | ๐ฆ x.com/mforjatech
A great subway is hard to beat.
Safe. On time. Quietly efficient. Infrastructure that just works.
Have you tried living with MForja running on your video? ๐
30.1 MB โ 2.2 MB. 92.8% smaller. 4K UHD. One pass. No codec change. Forever.
That's not compression. That's distillation.
๐น Source (Pexels): pexels.com/video/sunset-subwโฆ ๐ฌ youtube.com/@MForja | ๐ฆ x.com/mforjatech
Most people never see a fire rainbow in their lifetime.
A circumhorizontal arc โ hexagonal ice crystals, cirrus clouds, perfect solar angle. Spotted by a hiker in Austria. Captured by masked07. ๐
That's one first.
Here's another: this is the first fire rainbow ever distilled by MForja.
One pass. No codec change. 5.9 MB โ 1.7 MB. 71% smaller. Forever.
Every stream. Every archive. Every playback โ already smaller. That never changes.
๐น Credit: @konstructivizm / masked07 ๐ฌ youtube.com/@MForja | ๐ฆ x.com/mforjatech
.@chrispavlovski โ we just hit a distillation result you need to see on a Rumble Short.
A BBQ video from Austin. SD 480p. 43.4 MB โ 5.3 MB. 87.8% reduction. Zero quality drop. No codec swap.
87.8% of that file was overhead your infrastructure vendors bill for on every view.
30 minutes with your engineers. Demo. That's all we need.
The money you stop paying for waste bytes could go to your creators instead.
๐บ youtube.com/@MForja | mforja.com
We took a rock concert clip and ran the math on what MForja saves at real concert scale. ๐ธ
This Full HD clip: 11.9 MB โ 1.8 MB. 84.7% smaller.
Scale that to a 2-hour show:
๐ท 8 cameras โ saves 51.5 GB per night ๐ค 50-show tour โ saves 2.5 TB in storage ๐บ 1M streams โ saves 6,292 TB in bandwidth
Every. Single. Replay.
That's distillation. Not a codec. MForja.
๐น Source (Pexels): pexels.com/video/energetic-lโฆ ๐ฌ youtube.com/@MForja | ๐ฆ x.com/mforjatech
The ISS orbits Earth every 90 minutes at 27,500 km/h. ๐ฐ๏ธ
We have no idea how @konstructivizm visualizes that. Incredible work.
To be fair โ they probably don't know how MForja makes video 52.9% smaller without touching a codec either.
When satellites are transmitting data from orbit, every megabyte counts.
7.5 MB โ 3.5 MB. They'll find out. ๐
๐น Credit: @konstructivizm ๐ฌ youtube.com/@MForja | ๐ฆ x.com/mforjatech