The latest articles on DEV Community by Adithya Bukkineni (@cbaiu4cps25057). https://dev.to/cbaiu4cps25057 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fthepracticaldev.s3.amazonaws.com%2Fi%2F99mvlsfu5tfj9m7ku25d.png https://dev.to/cbaiu4cps25057 en Adithya Bukkineni Thu, 08 Oct 2026 10:39:53 +0000 https://dev.to/cbaiu4cps25057/clawback-using-gemma-4-to-help-indian-exporters-recover-their-share-of-us-tariff-refunds-3h12 https://dev.to/cbaiu4cps25057/clawback-using-gemma-4-to-help-indian-exporters-recover-their-share-of-us-tariff-refunds-3h12 <p>ClawBack is an AI-powered platform built to help exporters understand and recover tariff costs they may have absorbed. It uses Gemma 4 to extract important information from invoices, price-revision emails, bank receipts, and other documents, turning scattered business records into structured evidence.</p> <p>The extracted information is then verified and processed through a deterministic calculation engine, rather than relying on an LLM for financial calculations. ClawBack calculates the potential amount recoverable and organizes the evidence into an absorption ledger and claim/negotiation package, making it easier for exporters to understand what they are owed and negotiate with buyers.</p> <p>Built with Gemma 4, Next.js, React and TypeScript.<br> This is our project : <a href="https://clawback-ynt3.onrender.com" rel="noopener noreferrer">https://clawback-ynt3.onrender.com</a><br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fllnv8t3mb5aek5qn93no.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fllnv8t3mb5aek5qn93no.png" alt=" " width="800" height="410"></a><br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F8wq7qjmhazozke224guc.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F8wq7qjmhazozke224guc.png" alt=" " width="800" height="411"></a><br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fh4cok1le203jh1n6h73q.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fh4cok1le203jh1n6h73q.png" alt=" " width="799" height="412"></a><br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Ftxcpyyskg8ufbqrd95c2.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Ftxcpyyskg8ufbqrd95c2.png" alt=" " width="800" height="408"></a><br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fa3yovgnodbtgpi79kw19.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fa3yovgnodbtgpi79kw19.png" alt=" " width="800" height="411"></a><br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F618xk5qnnwjqp3mqicwn.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F618xk5qnnwjqp3mqicwn.png" alt=" " width="799" height="410"></a></p> ai llm nextjs react