From Bots To Agents: Building Trustworthy Autonomy With Hakkōda, an IBM Company
Release Date: 09/13/2025
Tech Talks Daily
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AI is quickly moving from boardroom buzzword to boardroom headache. Enterprises are waking up to the fact that bringing large language models in-house is not just about performance or cost, but about control, accountability, and trust. In this episode of Tech Talks Daily, I sit down with Octavian Tanase, Chief Product Officer at Hitachi Vantara, to unpack what this shift really means for business and technology leaders. Octavian explains why governance has become the defining challenge of the AI era. Companies are under pressure not only to innovate but also to meet new regulatory demands and...
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I recorded this episode at Barracuda TechSummit25 in Alpbach, Austria, a mountain village that looks like a postcard and hosts some of the most grounded security conversations you will hear all year. My guest is Richard Flanders, Commercial Director at Aura Technology, a managed service provider on the south coast of England that supports public sector organisations and tightly regulated commercial clients. Richard arrived as part of Barracuda’s Partner Advisory Board, which means he spends as much time feeding customer reality back into product teams as he does comparing notes with peers in...
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I recorded this conversation at Barracuda TechSummit25 in Alpbach, Austria, where the mountains feel close enough to touch and the discussions get very real very quickly. My guests are Adam Khan, VP of Global Security Operations at Barracuda XDR, and Eric Russo, Director of SOC Defensive Security. Together they run the teams that watch, interpret, and act when attacks move across email, identity, network, cloud, and endpoints. Their keynote used the language of sport to make sense of modern defense, and it worked. You will hear why football tactics map cleanly to security, how roles and...
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I recorded this conversation in Alpbach, Austria, a village that looks like a postcard and hosts a very serious tech gathering. TechSummit25 is Barracuda’s deeply technical event, and it shows. The rooms are packed with solution architects, product managers, and engineers comparing notes with customers who run these systems every day. It is the kind of environment where product direction and real-world pain points meet over a coffee, then head straight into a lab to test an idea. My guest today is Neal Bradbury, Chief Product Officer at Barracuda, who leads engineering, product management,...
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In this episode of Tech Talks Daily, I’m joined by Todd Grabowski from Johnson Controls to unpack the physics, products, and design choices shaping the next generation of data center cooling. It’s a practical conversation that moves from chips and compressors to water, power, and land constraints, and what it really takes to keep modern infrastructure reliable at scale. Todd brings three decades of experience to the table and a front-row view of how Johnson Controls and the York brand have kept their focus on energy efficiency, reliability, and sustainability for more than a century. That...
info_outlineI invited Atalia Horenshtien to unpack a topic many leaders are wrestling with right now. Everyone is talking about AI agents, yet most teams are still living with rule based bots, brittle scripts, and a fair bit of anxiety about handing decisions to software. Atalia has lived through the full arc, from early machine learning and automated pipelines to today’s agent frameworks inside large enterprises. She is an AI and data strategist, a former data scientist and software engineer, and has just joined Hakoda, an IBM company, to help global brands move from experiments to outcomes. The timing matters. She starts on the 18th, and this conversation captures how she thinks about responsible progress at exactly the moment she steps into that new role.
Here’s the thing. Words like autonomy sound glamorous until an agent faces a messy real world task. Atalia draws a clear line between scripted bots and agents with goals, memory, and the ability to learn from feedback. Her advice is refreshingly grounded. Start internal where you can observe behavior. Put human in the loop review where it counts. Use role based access rather than feeding an LLM everything you own. Build an observability layer so you can see what the model did, why it did it, and what it cost.
We also get into measurements that matter. Time saved, cycle time reduction, adoption, before and after comparisons, and a sober look at LLM costs against any reduction in FTE hours. She shares how custom cost tracking for agents prevents surprises, and why version one should ship even if it is imperfect. Culture shows up as a recurring theme. Leaders need to talk openly about reskilling, coach managers through change, and invite teams to be co creators. Her story about Hakoda’s internal AI Lab is a good example. What began as an engineer’s idea for ETL schema matching grew into agent powered tools that won a CIO 100 award and now help deliver faster, better outcomes for clients.
There are lighter moments too. Atalia explains how she taught an ex NFL player the basics of time series forecasting using football tactics. Then she takes us behind the scenes with McLaren Racing, where data and strategy collide on the F1 circuit, and admits she has become a committed fan because of that work.
If you want a practical playbook for moving from shiny demos to dependable agents, this episode will help you think clearly about scope, safeguards, and speed. Connect with Atalia on LinkedIn, explore Hakoda’s work at hakoda.io, and then tell me how you plan to measure your first agent’s value.