Vlad Masslove @VLCAM

🚨 NOW: Figure AI launches a live 10-hour "Man vs. Machine" package sorting challenge, with the intern currently in the lead.

Community is introducing Handshakes Introducing Handshakes 🤝 in the Polygon L2 network for verified Community network members. explore.publme.com/post/54/commun… #PublMe #PublMeNews #Community #Blockchain

🚨 BREAKING: A new role is quietly emerging and it’s about to dominate the next 5 years. It’s not “AI engineer.” It’s not “prompt engineer.” It’s the Agent Operator. And it will sit inside almost every organization. Most people are still thinking about AI as a tool. That framing is already outdated. What’s actually happening is a shift from: humans using software to humans managing autonomous agents that execute work This is a fundamental redesign of how work gets done. So what is an Agent Operator? An Agent Operator is the person who: • Designs how agents interact with real workflows • Connects tools, data, and systems into agent pipelines • Translates business problems into executable agent behavior • Monitors, corrects, and improves agent performance over time They don’t just “use AI.” They orchestrate outcomes. and this matter because Every function marketing, legal, finance, biotech is becoming “agent-compatible.” Not because companies want it. Because they won’t have a choice. Agents can: • Run research loops • Execute multi-step workflows • Integrate across tools without APIs breaking the flow • Operate 24/7 at near-zero marginal cost The bottleneck is no longer capability. It’s implementation inside real-world systems. Required skills for AI Agent Operator role: → MCPs (Model Context Protocols) Understanding how agents access tools, memory, and structured context. → CLIs (Command Line Interfaces) Because serious agent workflows won’t live in GUIs—they’ll run in programmable environments. → Writing skills (the file kind) Clear specs, instructions, and structured documents. Agents run on precision, not vibes. → agents dot md fluency The ability to define agent roles, constraints, memory, and tool usage in persistent formats. → Business acumen Knowing what actually matters: Where automation creates leverage, not noise. What happens next Enterprises will begin to redesign workflows: Not around employees using dashboards… But around agents executing tasks. That means: • SOPs → Agent playbooks • Teams → Human + agent hybrids • Tools → Composable agent systems When that shift happens, companies won’t just need engineers. They’ll need operators who understand both the system and the business. The leverage is asymmetric One strong Agent Operator can: • Replace fragmented SaaS workflows • Multiply team output without adding headcount • Turn ideas into execution systems in days This is not incremental productivity. It’s operational transformation.

Frequency masking is important to understand and logically use or not for blending in #musicproduction and #Mixing to get best possible results publme.space/reactions/v/63…

(2/2) and some people use the tool for profit, but what's next and what an asset is? musicgateway.com/blog/spotify/i…

(1/2) When we started creating PublMe I was thinking quite a lot about Spotify's success and the main message from Daniel too. The #MusicIndustry economy and #Technology already changed and for #artists now the key is sustainability, otherwise, it is just a hobby. #AI is cool

How to set up and play "Fallout: New Vegas" on PC #Games pcgamer.com/fallout-new-ve…

Linux Audio Conference as #Opensource #musictech this year publme.space/reactions/v/62…

NAMM features the first #MusicTechnology innovation hub on the show, Yamaha had also opened #Music innovation hub, it is the new #MusicBusiness publme.space/reactions/v/62…

Napster is no longer a music streaming service, which is shutting down. It becomes an #AI #Music "platform for creating and experiencing music in new ways." #MusicBusiness publme.space/reactions/v/62…

(3/3) good for #MusicBusiness and it is not. Be totally fair - ask yourself - who are the global biggest rightsholders nowadays? Same as... publme.space/reactions/v/62…

(2/3) Frankly I can't believe they care about unknown creators/artists and their income, even the authorship model is completely reversed and there are not many real good sales channels for our music. IT investors and AI companies started the #MusicIndustry revolution, it is

(1/3) Happy New Year 2026 🎄 I have read the recent post on Hypebot and I can't say I agree with all written and I don't know the person, but there are surely some interesting points regarding #AI which majors would like to implement for keeping their stable profits.

Great, but #PublMe publme.com platform is since 2021 ✌ publme.com

Soyuz are the great mics, sound and look both good #musicproduction publme.space/reactions/v/61…

Because it's only GENERATIVE thing #AI for #Production and #Music not a "magic button". Need to consider both: rights and quality publme.space/reactions/v/61…

(2/2) musicbusinessworldwide.com/ascap-bmi-and-…

(1/2) In principle, what needed to be proven, if you think about it logically, is that “only ‘partially’ created AI music can be registered in PRO” was decided in the US and Canada by ASCAP, BMI, SOCAN #Music #MusicIndustry #Authors #Producers #AI

And UDIO now partners with UMG #music #majorlabels #AI #artists publme.space/reactions/v/60…

Wise is going to #crypto? publme.space/reactions/v/59…