Machine Dreams

Kolawole Samuel Adebayo & Leah Stern

Machine Dreams is a weekly dive into the real world of AI. Hosts Kolawole Samuel Adebayo and Leah Stern talk with the founders, researchers, investors, engineers, and stakeholders shaping the future of intelligent machines. These are unfiltered, human conversations about what’s working in AI, what isn’t, and what might reshape the world next. From databases and infrastructure to agents, regulation, the future of work, and more, Machine Dreams brings clarity to arguably the most important tech story of our time.

  1. What Happens When AI Starts Making Decisions Without You?

    3D AGO

    What Happens When AI Starts Making Decisions Without You?

    AI agents are already deployed across enterprises. They touch company data, hold permissions, and perform actions on behalf of employees. But most organizations have no visibility into what these digital workers are actually doing. This isn't shadow IT where someone installs unauthorized software. This is shadow AI, and it's moving faster than any governance framework was built to handle. Shahar Tal is a veteran of Israel's elite 8200 unit and former senior executive at Checkpoint and Celebrite. In 2024, he co-founded Cyata (https://cyata.ai) with fellow 8200 alumni to solve agentic security. The company raised $8.5 million in seed funding and seven months out of stealth got acquired by Checkpoint Software Technologies. Shahar and his researchers have been mapping vulnerabilities in major agentic frameworks that most organizations don't know exist yet. They'll disclose findings at Black Hat this August. We discuss why AI agents represent the biggest enterprise shift since the cloud, what agentic identity actually means, and why demand is outrunning governance. Shahar explains how prompt injection enables real exploits at scale, why security teams need to stop being the brake pedal and start enabling safe AI use, and what CISOs should ask internally before agents run blind. If you're building AI systems, running enterprise security, or trying to understand where the real risk lies, this conversation matters.

    24 min
  2. AI Agents Are Coming For The Security Operations Center

    APR 30

    AI Agents Are Coming For The Security Operations Center

    Security teams are buried. Alerts pile up faster than analysts can triage them. Investigations take days or weeks. By the time threats get contained, the damage is done. Meanwhile, adversaries are starting to use AI agents to find vulnerabilities at machine speed. The defense is still running at human speed. That imbalance is about to break the entire security model. Tom Findling is CEO and co-founder of Conifers, a company building AI SOCs that don't just assist human defenders but take ownership of security investigations in real time. Tom comes from deep roots in Israeli cybersecurity and has been tracking how AI is shifting the threat landscape faster than most people realize. Anthropic's Mythos release made it clear: any 12-year-old with a thousand dollars in API tokens now has nation-state-level capabilities to uncover zero-day vulnerabilities. If attackers have that kind of power and defenders don't, the gap becomes unsurvivable. We discuss what Tom calls the agentic blue team, a future where AI handles threat intelligence, continuous threat hunting, detection engineering, investigation, and response without waiting for human analysts to catch up. Tom explains why agents today make fewer mistakes than humans in certain tasks, why there's a double standard when AI gets something wrong, and what the role of human defenders will actually look like when machines are doing the front-line work. If you're in security, building defense tools, or trying to understand where this industry is headed, this conversation matters.

    26 min

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About

Machine Dreams is a weekly dive into the real world of AI. Hosts Kolawole Samuel Adebayo and Leah Stern talk with the founders, researchers, investors, engineers, and stakeholders shaping the future of intelligent machines. These are unfiltered, human conversations about what’s working in AI, what isn’t, and what might reshape the world next. From databases and infrastructure to agents, regulation, the future of work, and more, Machine Dreams brings clarity to arguably the most important tech story of our time.