Second Brain AI Salon #15-When AI Agents Become Systems: Harness Engineering, Agent Graphs & Intelligent Collaboration
Second Brain AI Salon#15
When AI Agents Become Systems: Harness Engineering, Agent Graphs & Intelligent Collaboration
A Conversation on Harness Engineering, Agent Graphs, Multi-Agent Systems & the Future of Intelligent Work
Date: Friday, November 13, 2026
Time: 4:00 PM – 5:30 PM PST
Location: LinkedIn San Francisco — 1st Floor Public Space
Special Guest
Santhosh Suresh, PhD
VP of Machine Learning & AI at Joulent
Hosted by: Keeping Up with the Kendalls + Second Brain Lab
About the Conversation
As AI agents advance, the challenge is shifting from building smarter individual models to engineering reliable systems where multiple agents coordinate, share context, execute tools, and deliver enterprise-grade results.
This salon explores two emerging architectural paradigms:
1. Harness Engineering
The infrastructure, execution environments, memory layers, evaluation loops, and safeguards that enable reliable autonomous agents.
2. Agent Graphs
The architecture connects agents, tools, tasks, and shared states across complex workflows.
Together, these concepts represent a transition from single-prompt assistants to interconnected intelligent systems.
About Our Guest
Santhosh Suresh, PhD, is Vice President of Machine Learning & AI at Joulent, an energy infrastructure company supporting next-generation data centers and large-scale AI operations.
His professional background includes:
PayPal: Led initiatives in generative AI, personalization, causal inference, and product analytics.
McKinsey & Company: Former Senior Engagement Manager.
Education: PhD in Operations Management from the University of Michigan, with an academic background connected to IIT.
Santhosh brings a multidisciplinary perspective spanning machine learning research, enterprise architecture, and the energy infrastructure powering modern AI.
Professional Profiles
LinkedIn: santhoshsuresh8
GitHub: Santhosh-Suresh
X: SandySureshJi
Personal Blog: https://sandysuresh.dev/
Company Website: https://www.joulent.com/
Joulent LinkedIn: joulentofficial
Conversation Topics
1. From Isolated Models to Coordinated Systems
Limitations of single-agent architectures in enterprise environments
Understanding the harness: tools, context, execution loops, and safeguards
Moving from scripted workflows to dynamic agent execution
2. Harness Engineering & Production Reliability
Designing reliable execution environments for autonomous agents
Debugging, monitoring, and evaluating multi-agent workflows
Human-in-the-loop safeguards and automation
3. Agent Graphs & Multi-Agent Collaboration
Agent graphs versus linear execution chains
Task delegation, state sharing, and dynamic routing
Managing errors, infinite loops, and context degradation
4. Persistent Memory & AI Infrastructure
Persistent memory as the foundation for long-term agent intelligence
Data center computing demands and energy infrastructure
Lessons from scaling AI across fintech and industrial energy systems
Event Agenda
4:00 – 4:10 PM: Welcome & Opening Remarks
4:10 – 4:50 PM: Fireside Conversation with Santhosh Suresh
4:50 – 5:20 PM: Interactive Q&A & Open Discussion
5:20 – 5:30 PM: Closing & Networking
Who Should Attend?
AI founders and entrepreneurs
AI engineers and software developers
Researchers exploring multi-agent systems
Data scientists and quantitative researchers
Product leaders building AI-powered workflows
Students interested in AI and machine learning
Professionals exploring AI infrastructure and energy
Anyone curious about autonomous AI and human-AI collaboration
No specific technical background is required. Both experienced builders and curious newcomers are welcome.
About the Hosts
Second Brain Lab is a San Francisco-based AI community exploring AI memory systems, agentic intelligence, human-AI collaboration, and cognitive infrastructure.
Keeping Up with the Kendalls documents conversations with founders, engineers, researchers, and innovators shaping the AI ecosystem.
Together, we bring technology builders and curious minds together to exchange ideas, explore emerging technologies, and build meaningful connections.
Community Guidelines
By registering for this event, you agree to follow the Second Brain AI Salon Community Guidelines.
Second Brain AI Salon — Community Guidelines