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Ayush Rai

AI Engineer | RLHF | LLM | RAG | AI Product Builder | AI full stack developer | Automation | Agentic AI
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Jam on a problem
AI Engineer with 2+ years of experience building production LLM and GenAI systems. I work across backend, infrastructure, and product to ship practical AI solutions that run reliably at scale.I’ve built RAG systems, AI a...
Pune District, Maharashtra
Ayush Rai

Dmytro Virych

@dmytrovirych

you can use https://buildmac.app to fix this issue easly.

you can use https://buildmac.app to fix this issue easly.
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Ayush Rai

s16r

@griftersingh

the senior engineers at my comapny are single handedly delivering full blown projects in months for which the likes of TCS would charge a gazillion dollars and take two years with a team of 12

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Ayush Rai

Chandan Perla

@Chandan_Perla

Alright folks Wisprflow x Localhosthq We are in the zone!

Alright folks 

Wisprflow x Localhosthq

We are in the zone!
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Ayush Rai

Adwait ✈️ TOKEN2049 SG 🇸🇬

@AdwaitKeshari

Won the @token2049 Singapore Origins Main Track with @Kirchhoff_chain The idea behind KIRCHHOFF is simple A bridge can verify that a message was signed without verifying that the value behind it actually adds up Built with @Chainlink CRE and CCIP 2.0, KIRCHHOFF adds an economic verification layer for cross-chain assets → Junction Rule checks that every destination credit has a corresponding finalized source debit → Loop Rule checks that total backing covers outstanding supply and assets in flight When the accounting breaks, KIRCHHOFF detects the breach, records the state onchain, applies quarantine and can reject further transfers through the protected CCIP path The testnet implementation includes four TypeScript CRE workflows across Ethereum Sepolia, Arbitrum Sepolia and Base Sepolia, with an end-to-end demo showing a transfer rejected with TokenNotConserved The win also came with $10,000 in AWS credits to support the journey ahead The next goal is to take KIRCHHOFF beyond a hackathon prototype and build it into production-grade infrastructure through deeper security validation, independent audits and real-world issuer integrations Would love support from @chainlink through technical guidance, ecosystem collaboration and potential grant funding to help take this further The ambition is to make economic verification a core security layer for cross-chain assets Demo → https://kirchhoff-two.vercel.app Source code → https://github.com/Adwaitbytes/kirchhoff-ccv

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Ayush Rai

Unknown

@twitter.com

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