So true - LLMs (and agentic AI build on them) are an intermediate step. Despite their sometimes awe-inspiring (or awful) answers they are just a specific skill within many needed to achieve world understanding.

What truly gives enterprises an edge with Generative AI — the power of the engine or the design of the vehicle? Sathya AG explores why success isn’t just about deploying AI, but about engineering unique workflows and proprietary data to turn raw power into strategic acceleration.

Here's a fascinating interview with Sinead Bovell and Alexander Manu, a lecturer about innovation. They discuss the future of AI - less from the lens of how it will automate jobs, but more about its impact on work, creativity, identity, and society. Manu argues that AI is a "mirror" forcing us to redefine who we are beyond our professions, ushering in an era of personalized creativity and technology that blends into the background of our everyday lives. (Link in comments.)

The AI buzz is louder than ever. But for contact centers, not all that buzz turns into results. At Replicant we’ve taken a different approach: Outcomes over optics. Because true enterprise AI shouldn’t just work in theory, it should work on Day 1, Day 1,000 – and beyond.

It is hard to cut through all of the AI hype these days. What’s real, and what was built in some guy’s basement last night? Pro tip: when evaluating AI partners, these may be the two most important questions you ask. - Where have you delivered measurable results, in production and at scale? - What redundancies and fallbacks are in place in case you or your partners experience a disruption in service? Be like Pam 👇

The New Era of Agentic AI and LLM Ecosystems https://lnkd.in/gf75smid The new generation of agentic AI and LLM ecosystems launched a paradigm shift in 2025, electrifying the world of technology. But unlike simple ‘do-as-I-say’ following machines, these hyper-autonomous agents are intelligent collaborators that will fundamentally change workflows, forge competitive edges, and create a future in which AI will become an indispensable coworker for any progressive business. Herein lies your deep dive, powered by state-of-the-art trends, real-world examples, and insider strategies, exclusively for readers of "The TAS Vibe".

Future digitalization in Upper Austria is being discussed today in Hagenberg. The Pro2Future 400-page achievement book demonstrates the embedding of AI into the industry with a focus on being simultaneously human-centered, sustainable, and cognitive.

Predictability Is the New Benchmark In testing, the custom model delivered the same high-quality response even when temperature changed from 0 to 5. That’s not luck — that’s design. Fine-tuned models don’t just answer better; they answer reliably. In generative AI, predictability is creativity under control.

Just shared by Thordur Arnason, a simple yet expressive way to think about: - Automation vs augmentation - The irregular and weird capabilities of AI compared to humans - Agents and where they will be able to operate - Human and AI communication and exchange All of these discussions, with just two squares and and a spiky shape 😅 Nice example of how visual thinking can compress a complex set of interrelated ideas. Be sure to read the article, "Beyond the Jagged Frontier: A new model for Human-AI work" https://lnkd.in/eb3bSVpW

Most people imagine the future of AI as something distant — a horizon full of unknown power. But in truth, it’s arriving quietly, in the small systems we design today. Every process we refine, every node that remembers, every structure that learns — these are fragments of that future. It’s less about creating intelligence and more about teaching our tools how to think alongside us. The real shift won’t be in machines replacing thought, but in thought becoming structured enough to coexist with machines. That’s where the future begins — not in code, but in design. #AI #Future #SystemsThinking