Pratham Singla

21, Final year student at IIT Roorkee | ML-DL enthusiast | Core Member @VLG & @ACM

[Sarnav @Chainer_Rio]

Presenting our @lablabai Band of Agents hackathon submission with @ps_1506

We built a self-teaching AI for market surveillance. An adversary AI invents new trading evasions, and a blue-team AI catches them. The rulebook automatically updates itself. #BandOfAgents

[Pratham Singla @ps_1506]

@beingamanFF @huggingface @a4dex @Shivank2108 Thanks dawg!

[Pratham Singla @ps_1506]

Presenting our @huggingface build small hackathon submission with @a4dex @Shivank2108

We built a Hindi-first AI for Indian corner shops. The owner talks, or snaps a photo of a paper ledger, and the books keep themselves. All with open-weight models under 32B. #BuildSmall

[Pratham Singla @ps_1506]

@Chainer_Rio @huggingface @a4dex @Shivank2108 Thanks Sarnav!

[Pratham Singla @ps_1506]

@a4dex @huggingface @Shivank2108 Thanks!

[Pratham Singla @ps_1506]

Try it, read the build, see the code.
- Blog: https://t.co/W6sN1adWsB
- Code: https://t.co/4vRQNbIqyb

[Pratham Singla @ps_1506]

How it works. All open-weight models, each well under 32B, no proprietary cloud AI. Gemma-4-12B with vision on llama.cpp, a deepagents loop, faster-whisper for Hindi speech, Veena + SNAC for one steady voice, Surya OCR on bills.

[Pratham Singla @ps_1506]

@insanekrishnaa Dm

[Pratham Singla @ps_1506]

@beingamanFF Glad it helped!
You were already doing solid work, just needed some sharper tooling around it 😄