AI Insights & Research
Latest AI Research & Insights
Stay updated with the latest trends, research, and insights in artificial intelligence, machine learning, and emerging technologies that are shaping the future of business.
Research / Blogs
The Hidden Cost of LLM APIs: A Practical Cost Optimization Guide
Your AI feature works. Your AI bill does not. A field-tested playbook for cutting LLM spend by 50–80% without sacrificing quality — caching, routing, batching, and the prompt patterns that quietly eat your budget.
Why Open-Source AI is the Smarter Bet for SMBs in 2026
Closed APIs got you to the demo. Open-source AI gets you to a defensible business. A pragmatic look at when to switch, what it costs, and why the gap between proprietary and open models is now small enough to matter.
From PoC to Production: Closing the 80% AI Deployment Gap
Most enterprise AI proofs-of-concept never reach production. The reasons are predictable and avoidable. A practical guide to the seven gaps that kill PoCs — and how to design the demo so it survives the trip.
Building Production-Ready AI Agents with the Model Context Protocol (MCP)
MCP is becoming the USB-C of AI integrations. Here's how to use it to build agents that talk to real systems — without writing a custom adapter for every API.
RAG vs Fine-tuning: Which One Does Your Business Actually Need?
A practical, no-hype guide to choosing between Retrieval-Augmented Generation and fine-tuning, with decision criteria, cost trade-offs, and a hybrid pattern that works in production.
Smart Contract Security: A Pre-Audit Checklist for Solidity Devs
Audits are expensive and slow. The cheapest way to make yours go well is to walk in already prepared. A practical checklist of the issues, tooling, and patterns that auditors flag most often — and how to fix them before you submit.
Tokenization for Non-Crypto Businesses: Real Use Cases Beyond the Hype
Tokenization is finally interesting to companies that have nothing to do with crypto. A grounded look at where it actually pays off — invoice finance, supply-chain provenance, loyalty, and real-world assets — and the questions to ask before you build.
Enhancing Model Performance: The Impact of Fine-tuning with LoRA & QLoRA
My first post on my new blog.
