Researchers from Presidency University have developed JobSphere, a sophisticated AI career assistant for Punjab’s employment platform. Utilising a cost-effective, multilingual Llama 3.2 model with advanced features, the platform aims to significantly improve usability for job seekers through enhanced accuracy, accessibility, and automation. Government employment portals are often fraught with usability…

Enterprise AI in 2026 is shifting focus from massive models to specialised, autonomous systems that enhance operational efficiency, despite adoption challenges and scepticism about business value. In 2026, the generative artificial intelligence (AI) landscape is witnessing a profound shift away from the pursuit of ever-larger models towards more specialised, right-sized…

A novel hybrid metaheuristic, AQSCA, integrates sine-cosine dynamics, Levy flights, and chaotic sequences to enhance exploration and exploitation, outperforming conventional algorithms in high-dimensional and real-world engineering problems. The Sine Cosine Algorithm (SCA), initially proposed by Mirjalili, represents a novel, population-based metaheuristic optimizer designed to solve complex real-world optimization problems through…

Shoppers and engineers are turning to advanced RAG techniques to make LLMs actually useful for real work, not just demos. This guide explains who benefits, what to change in your pipeline, and where to start so your retrieval-augmented generation setup becomes more accurate, faster, and explainable. RAG basics: Combines retrieval…

Shoppers are discovering hybrid search is the missing piece when PostgreSQL meets embeddings, and it matters because combining sparse keyword signals with dense vectors gives much better precision for exact terms, codes or dates. This guide walks through the what, why and how of hybrid sparse‑dense search with pgvector, reciprocal…

Shoppers and developers are turning to hybrid search to get the best of both worlds , precise keyword results plus contextual LLM-powered relevance , and it matters because modern apps, from travel planners to RAG systems, need reliable retrieval. If you want a top-rated, affordable way to add accurate search…

Shoppers, sorry, readers, are discovering how multi-agent supervisor systems are changing the way companies like BASF Coatings scale AI across teams and plants. This guide explains what a production-ready, governed multi-agent setup looks like, why it matters for organised businesses, and how it ties into Databricks tools like Genie and…

Shoppers of enterprise AI are discovering how TP ICAP turned thousands of dusty CRM meeting notes into instant, actionable answers with Amazon Bedrock , a fast, secure way to build Retrieval Augmented Generation (RAG) and text-to-SQL workflows that cut research time from hours to seconds and keeps audit trails intact.…

Shoppers and builders are leaning into smarter AI decisions as teams choose between fine-tuning, RAG, or advanced prompting for real projects. This practical guide explains who should pick which approach, where it pays off, and how to balance cost, accuracy and speed so your next model actually delivers value. Start…

Shoppers and execs alike are turning to smarter AI architectures to cut bills and get usable results sooner. Enterprise teams in the UK and beyond are testing mixed RAG/SLM stacks, tighter evaluation, and human-centred hiring to reduce total cost of ownership and speed return on investment without sacrificing security or…

Shoppers of AI tooling and developers are discovering smarter ways to build Retrieval Augmented Generation systems that actually answer complex questions. This practical guide covers four advanced indexing techniques , self‑querying retrieval, parent document retrieval, multi‑vector retrieval and content‑aware chunking , and explains when each one is worth the cost…

Shoppers of AI solutions and enterprise teams are discovering that plugging a Large Language Model into corporate systems rarely works out of the box. This guide explains who’s affected, what the mismatch looks like, and why getting a semantic layer, RAG strategy and tight governance in place matters if you…