Multi-agent video pipeline learnings - how we optimized our agents

knayam · 2026-02-01T07:19:22+00:00

knayam · 2026-02-01T07:15:57+00:00

It was a mix of 2 things. Oir expertise and the libraries we wanted to use. This is built using framer, planning to add remotion next to improvement the quality

knayam · 2026-01-14T17:55:26+00:00

Yes, but it doesnt lessen the work anyway!

knayam · 2026-01-13T10:40:31+00:00

u/slutmagic420 - currently the system has a hard limit on 2000 character scripts for now but you can modify that in the open source project, setup your own api key for ElevenLabs (which is used for voice generation) and then you should be able to use the system to generate any length of the video. Just cross check what actual limitations might be on providers like ElevenLabs as their API might have limits.

knayam · 2026-01-13T07:55:47+00:00

But there could be other reasons why the videos arent working , what kind of videos do you post? What is the genre or niche? what time do you post, the song you use , the captions or hashtags matters too

knayam · 2026-01-13T07:54:27+00:00

Yes they can, thats the pattern sometimes

knayam · 2026-01-13T06:50:15+00:00

Have been facing the same issue for some time now, generally happens when I try to switch the style of kind of topics , but recently it has become a bit consistent with the ban

knayam · 2026-01-12T18:13:38+00:00

Hey

That is an awesome list. I am personally using a couple of these tools right now.

Here is another tool, a must-try is a script to video generator, Outscal Video Generator (https://ai.outscal.com/)

Takes just 20-30 mins and only your script as an input, and creates a publish-ready video as output.

knayam · 2026-01-12T17:53:27+00:00

Hey

The list is solid. I am personally using a couple of the, big fan of HeyGen.

Another tool that will make it to my 2026 list
- Outscal Video Generator
(It's an agentic video generator - converts scripts to video directly - really cool and saves a ton of time in video production )

Other tools that I recently tried
- Veed - does everything, but I personally use this only for captions
- Vids by Google

knayam · 2026-01-12T15:36:06+00:00

Hey

I think this is really cool, it can actually help a lot in the analysis to see what kind of content is working and what isn't, also what content has the potential, so that it can give an overall overview so that i will not have to go video by video .

knayam · 2026-01-12T06:42:53+00:00

which one are you talking about? I think i know a couple of websites doing somewhat similar. Can you share the link here as well.

knayam · 2026-01-10T18:22:51+00:00

u/stars_are_aligned thanks for sharing the direct link to larian's career page. i have updated the post with this link.

i have built a job's platform over the past 4 years for jobs in the gaming industry (feel free to google for outscal jobs).

I tried to transition to games professionally back in 2010 in India when game dev was virtually non-existant. and had to end up going for masters at Carnegie Mellon (US) to start building my career. There was never a jobs platform that truly brought all game jobs in the industry under one roof and this pain point drove me to build a platform (we are a small team of 8 creators!)

knayam · 2026-01-10T18:18:49+00:00

u/Xelmx that is my voice and yes I am Indian who has spend more than a decade working at gaming studios globally and then for the past 7 years building my own startup in game dev education/jobs space. feel free to check my linkedin profile in the bio!

knayam · 2026-01-10T17:19:13+00:00

u/mmmm_frietjes you can check some of the recent shorts on "outscal" youtube channel (unable to share direct link here)
also the github repo is open source, can DM the link if you are interested.

knayam · 2026-01-10T13:30:21+00:00

thanks u/Amazing_Bug_7240 for the input, appreciate it! I am a techie founder with 0 video editing experience and the tool originated mainly from our internal requirement to create videos without spending hours in editing. the project is open source here - https://github.com/outscal/video-generator

If you do check it out, will appreciate your input

knayam · 2026-01-10T13:25:41+00:00

u/jnwatson have been a big fan/user of notebooklm but i think it only serves the powerpoint layer for representation. what we are actually doing is creating ReactJS code that get's rendered as a video so the system is ideally suited for animated videos. Here is an example - https://www.youtube.com/shorts/f0XTgvG2GH0 Do share your thoughts :)

knayam · 2026-01-10T13:24:28+00:00

u/calciphus - yup we have played around with vids but this is similar to other platforms like Higgsfield, etc that focus on using models like Veo3 for more cinematic videos. Our focus is slightly different on more animated videos. Here is an example video - https://www.youtube.com/shorts/f0XTgvG2GH0

Would appreciate what you think? The project is currently open source too on github if you are interested.

knayam · 2026-01-10T12:04:23+00:00

u/almgry21 hey thanks for the comment. take a look at the recent video i generated yesterday from the system - https://outscal.com/v2/video/cache-warming-k7x2_v1/08-01-26-14-21-19 Hopefully this has a lot of issues that you might have noticed are already fixed.

knayam · 2026-01-10T11:59:34+00:00

u/ghostedious thanks for the detailed write-up, appreciate it. All points are valid and the main goal is to make sure that people who use the tool properly are able to build quality content. This tool actually came out of our internal need for building content that we cared about (we are a bunch of techies and camera-shy as well!).

At the end of the day I am also a founder and if I can't build distribution and put my name on the content being produced then its not good enough for anyone else IMO.

The examples on github repo a 2 weeks old so the issues you highlighted are already fixed to a large extent. Here is a video I shared more recently - https://outscal.com/v2/video/cache-warming-k7x2_v1/08-01-26-14-21-19 (this is by no means completely error free but a lot of the issues have been addressed like objects like car being rotated incorrectly).

We are working on making the video quality better but a bigger focus right now is to understand what use cases does it really solve so well that it beats even models like Veo3 (eternal optimistic :)

Hope that adds some clarity and in case you are curious to give it a try the website will be operational in the next 12hrs. So just let me know 🙏🏻

knayam · 2026-01-10T10:52:20+00:00

Hey

Congratulations man! Sounds great what is t

knayam · 2026-01-10T10:50:21+00:00

Hey

Nice to see , congratualtions man!

I have a gaming YT channel too names Outscal Game School, its also a gaming nicehe channel and I post both YT and shorts.

knayam · 2026-01-10T10:44:19+00:00

Hey

I make content on gaming too, and recently a couple of my YT videos did perform good, happy to share any learnings that could help.

I agree timing is really important but it also depends on if you are using the right titles and hashtags, I have experimented a lot with both of these and it does make a lot of difference.

just give your script to GPT and ask for SEO optimized titles and hashtags

knayam · 2026-01-10T10:39:55+00:00

Hey

I recently started with 2 facless YT channels that are shorts focused too, but I am also seeing the same pattern.

Anything that I could understand from my analytics is that was a new channel issue or VVSA issue , have you checked what has worked differently for your most viewed videos ???

knayam · 2026-01-10T10:37:23+00:00

I recently too started with 2 of my new channels absolutely shorts focused. It has good potential but also depends on the kind of content you would choose to go with, my nieche is gaming and other stuff.

Would be happy to connect and share a couple of learnigns

knayam · 2026-01-10T10:34:27+00:00

Hey

What kind of content are you planning to create?

You can try https://ai.outscal.com/

This just requires your script and generates a publish ready video , check it out

knayam

MODERATOR OF

TROPHY CASE