Elements of Trust

An essential part of the architecture for continuous machine learning are the trust relationships between components and participants of a system and with possible external parties – contributing actors. Content credentials https://contentcredentials.org/ attempts to address trust by placing a mark on content. This assumes that the recipient trusts the mark, and that the marks areContinue reading “Elements of Trust”

Architecture for Continuous Machine Learning

Ainolabs architecture for Continous Machine Learning Systems (CMLS) is designed to support non-interrupted operation, modular construction, system and data integrity, scalability in system design and operation and robust continuous operation. These capabilities result in a machine learning system that can meet requirements on privacy, confidentiality and adapt to changing circumstances. The blocks and the wholeContinue reading “Architecture for Continuous Machine Learning”

Balls, cubes and pyramids

Or — how to create concepts? Consider a robot hand exploring its environment by touch alone. Add visual aspect, or a camera. Then there is verbal side, written and spoken, text seen and voices heard. The hand is given a bunch of objects, the camera is viewing the action and the verbal – bot, chatgptContinue reading “Balls, cubes and pyramids”

How to build a Barista Robot of parts?

Ainolabs’ search for Holy Grail is to build sufficiently advanced system to can replace an experienced professional. That Holy Grail is challenging for several reasons, but mostly because the way to do that would be to collect an immense amount of multi-channel data about professional environment and then to process that into a single, all-encompassingContinue reading “How to build a Barista Robot of parts?”

Procrastination

So many people have written about procrastination. So many people have delayed and postponed writing about procrastination, so why oh why would I bother. Isn’t it better to play one more round of Clash Royale, maybe clean the cupboards, fold linen or whatever. Professionally procrastination comes into play when you lose inspiration. An inspired mindContinue reading “Procrastination”

Innovation and change

What is an innovation? And what is a change in business? Is it a change if prices go up and then down (discount sale)? Under what circumstances would the customers see price changes as something new, as an innovation? How small a change can be to count as novel? The answers depend on the specificsContinue reading “Innovation and change”

Innovation and Black Friday

Black Friday innovation is usually seen mainly from retail, channel and shopper experience perspective. That it is,  similar to singles day and other similar established seasonal shopping sprees. There is an underlying innovation cycle, too. The products are current, latest and greatest, new models and the roll-out is recent so that customer perception of newContinue reading “Innovation and Black Friday”