Väinämöinen is in semi-autonomous mode instead of full autonomous

Internal testing found couple of structural issues which needs some heavy duty engineering before autonomous system can be re-enabled. It is multi-fold challenge, and a recurrent one with the backend system we have been using. To maintain the quality at the highest of standards we have to put it on semi-autonomous mode for a while, for human in ... Read More »

15th Mar 2026
Väinämöinen Support Response Time Variability, daily challenges

Support response median 57minutes, down from 1h 33minutes a day ago. We just wrote yesterday about the Memory System, and the memory system is already better than yesterday. New deterministic, and cheap fuzzy search layer AND vastly improved performance on the first cheap layer. Shows up long term. Everyday, new challenge arises. Today it was ... Read More »

13th Mar 2026
Please, Please Make Support Tickets! -- No Wait!! I Am Serious

We are starving for support tickets right now. Hungry, insatiated. Please send them! We are starving!   No, i am not joking. I ... kind of wish ... well i do not even wish i was.   So with Väinämöinen, we are not getting too much of data right now to tune the internal systems, build the knowledge etc. and there is a distinct ... Read More »

4th Mar 2026
Meet Väinämöinen: Your Autonomous Support Agent

Meet Väinämöinen, the legendary Finnish wizard who inspired Tolkien's Gandalf—now autonomously managing Pulsed Media's 400 servers, two datacenters, and customer support tickets in 35 minutes, 24/7. Discover how this groundbreaking AI transformed our service quality and ticket economics overnight. For you this means you get faster and more ... Read More »

28th Feb 2026
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