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Mar 24, 2026
Introduction When building AI systems for companies, one of the most common questions is whether to use RAG vs fine tuning for business AI. Both approaches allow businesses to customize LLMs, but they solve very different problems. Many SMBs try fine tuning when they actually need retrieval, while others build RAG systems when model training […]
Mar 24, 2026
Introduction A RAG system for company knowledge base allows businesses to use AI with internal documents, SOPs, emails, and databases without training a custom model.Instead of storing knowledge inside the model, a RAG architecture retrieves relevant information at runtime and sends it to the LLM. This approach is becoming the standard for SMBs building internal […]
Feb 26, 2026
Operational AI systems are becoming the new competitive baseline for enterprises in 2026. The question is no longer whether companies adopt AI. The real question is how deeply AI is embedded into core operations. Across industries, AI has moved beyond experimentation. It is no longer a chatbot, a dashboard feature, or a pilot initiative. It […]
Nov 19, 2025
Introduction Agentic commerce is emerging as the next major shift in artificial intelligence and digital product development.After the rise of generative AI, the industry is now moving toward agentic AI systems that can reason, plan, and act autonomously. At Avinya Labs, we see agentic commerce as the evolution of e-commerce from static websites to intelligent […]
Nov 11, 2025
A Founder’s Guide to Building Products Users Actually Want For years, startups were told to build an MVP: the simplest version of a product that can exist and still work.But the truth is—“viable” is not enough anymore. Users don’t fall in love with “viable.”They fall in love with something that feels good to use, solves […]
Sep 12, 2025
As blockchain and Web3 technologies grow, smart contracts are transforming how agreements and transactions are executed online. These digital agreements offer automation, security, and trust, which are crucial in today’s decentralized systems. At Avinya Labs, we help businesses and developers harness the potential of blockchain by offering expert solutions for contract development and security. This […]
Aug 07, 2025
Crypto for Humans: Why Simplicity is the Missing Link in Web3 Crypto for Humans isn’t just a catchy phrase. It’s a necessary shift in mindset — a call to redesign the crypto experience so it finally makes sense for the people it’s meant to serve. At Avinya Labs, this principle shapes everything we build. Let’s […]
Jun 13, 2025
The lines between traditional e-commerce and blockchain-based finance are blurring faster than ever. In a landmark announcement, global e-commerce platform Shopify has rolled out early access to stablecoin payments using USDC (USD Coin) on Coinbase’s Base Layer-2 (L2) network. This isn’t just a niche upgrade—it’s a defining moment for the future of borderless, instant, and […]
Apr 11, 2025
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