TeqTalk with Jas

Jas Kaur

TeqTalk is a podcast series by Jas Kaur that explores various topics related to technology, data-driven engagement, and omni-channel marketing. The podcast provides insights and discussions on how AI and advanced technologies are transforming industries, helping businesses enhance customer engagement and drive success. TeqTalk is designed to be an informative and engaging resource for professionals looking to leverage technology for growth, efficiency, and innovation across sectors.

  1. 6d ago

    Jev Explained in 14 Minutes | What is Jev and How It Works

    Jev is a new AI decision model from TypeSafe AI and unlike an LLM, it does not generate text. Instead, it takes context, evaluates a defined set of choices, and gives software a fast decision with a confidence score.  In this episode, Jas Kaur explains what Jev is, how it differs from ChatGPT-style large language models, and where it fits in an enterprise AI workflow. Using a customer support example, we break down how AI can classify, route, score, approve, escalate, and select the next action without asking one large language model to do every job.  You will also learn why calibrated confidence matters for automation, how Jev can support AI model routing, and what businesses should test before using decision models in production: accuracy, confidence, cost, speed, and failure cases using real company data.  If you are building AI agents, workflow automation, support systems, or enterprise AI applications, this is a practical explanation of Jev, System One models, AI decision models, and the future of specialized AI.  ⏱️ Timestamps  00:00 - Why Every AI Workflow Does Not Need an LLM  01:08 - What Is Jev?  02:40 - Jev vs LLMs: Decisions vs Generation  04:26 - How Jev Makes Decisions and Uses Confidence  06:43 - Jev in a Real AI Support Workflow  08:13 - Cost, Speed, and Automation Guardrails  10:37 - Using Jev to Route AI Requests  11:28 - The Jevons Paradox and Cheaper AI Decisions  12:29 - What Jev Cannot Do and What to Test  ---------   🎙️ Host: Jas Kaur | CTO, Teqfocus | Host, TeqTalk & East Bay CXO Meetup Architecting enterprise AI-powered digital transformation and building scalable, data-driven systems that simplify AI adoption across industries.   🔗 LinkedIn: https://www.linkedin.com/in/jas-kaur-5396b237    📩Subscribe to the TeqTalk LinkedIn Newsletter: https://www.linkedin.com/build-relation/newsletter-follow?entityUrn=7140699953898717184   Apply to be a Guest on TeqTalk: https://www.teqfocus.com/teqtalks/  ---------   About the podcast:   TeqTalk is a leading technology podcast hosted by Jas Kaur, focused on the future of AI, data, and digital innovation, especially in healthcare, pharma, and the tech space. Each episode features exclusive conversations with CXOs, CIOs, data architects, and industry experts from across the world. From AI-powered transformation and natural language data access to real-time insights and data integration, TeqTalk explores how modern businesses can bridge the gap between technology and strategy.   Whether you're a tech leader, marketer, or innovation enthusiast, TeqTalk delivers practical knowledge, thought leadership, and cutting-edge trends shaping the future of enterprise solutions.   Subscribe to stay ahead in the world of artificial intelligence, cloud data platforms, healthcare tech, and business innovation.

    Jev Explained in 14 Minutes | What is Jev and How It Works
  2. Sep 30

    How to Build an AI Native Company in 2026

    AI models are becoming easier to access. The real enterprise advantage is increasingly determined by what surrounds them: data architecture, business processes, governance, security, decision infrastructure, and the systems required to move AI into production. In this episode of TeqTalk, Parul shares lessons from 25+ years across infrastructure, consulting, product development, IT leadership, and operating at Uber scale. The conversation explores why enterprise AI adoption is harder than simply deploying a model and why smaller businesses can sometimes move faster than large organizations. You’ll hear practical perspectives on: • Building the right AI and data foundation before scaling AI agents • Enterprise AI governance, security, identity, compliance, and guardrails • Build vs. buy decisions for AI agents and internal platforms • Connecting CRM, Salesforce, finance, HR, ERP, and GTM systems • Using product thinking to improve sales technology and employee experience • Vibe coding and AI adoption across enterprises and small businesses • Designing reliable, scalable systems with monitoring, alerting, business continuity, and fallback plans • Leadership, resilience, and keeping people at the center of technological change ⏱️ Timestamps: 00:00 - What Makes a Company AI-Native in 2026? 03:00 - Why AI Exposes Broken Data and Business Processes 06:00 - How Small Businesses Are Moving Faster with AI 08:00 - Enterprise AI: Build, Buy, and Govern AI Agents 11:00 - Building Connected GTM Systems from Lead to Cash 16:00 - What Uber Taught Parul About AI at Enterprise Scale 19:00 - Reliability, Recovery, and Business Continuity 24:00 - From Uber IT Leader to AI Ally Works 29:00 - Making AI Practical for Small Businesses 34:00 - AI, Leadership, and the Human Side of Work 39:00 - A Hopeful View of the AI Future --------- 🎙️ Guest: Parul Saini, CIO | AI & Enterprise Transformation | Founder, AI Ally Works | Host, The Courage Curve | Board Advisor 🔗 LinkedIn: https://www.linkedin.com/in/parul-saini-it-management-leadership/ 🎙️ Host: Jas Kaur | CTO, Teqfocus | Host, TeqTalk & East Bay CXO Meetup 🔗 LinkedIn: https://www.linkedin.com/in/jas-kaur-5396b237 📩Subscribe to the TeqTalk LinkedIn Newsletter: https://www.linkedin.com/build-relation/newsletter-follow?entityUrn=7140699953898717184 Apply to be a Guest on TeqTalk: https://www.teqfocus.com/teqtalks/ --------- About the podcast: TeqTalk is a leading technology podcast hosted by Jas Kaur, focused on the future of AI, data, and digital innovation, especially in healthcare, pharma, and the tech space. Each episode features exclusive conversations with CXOs, CIOs, data architects, and industry experts from across the world. From AI-powered transformation and natural language data access to real-time insights and data integration, TeqTalk explores how modern businesses can bridge the gap between technology and strategy. Whether you're a tech leader, marketer, or innovation enthusiast, TeqTalk delivers practical knowledge, thought leadership, and cutting-edge trends shaping the future of enterprise solutions. Follow to stay ahead in the world of artificial intelligence, cloud data platforms, healthcare tech, and business innovation.

    How to Build an AI Native Company in 2026
  3. Sep 24

    Multi Agent Orchestration Explained for Enterprise AI

    Multi agent orchestration is not simply putting several AI agents in the same workflow. It is the architecture that coordinates specialized reasoning, applies business policy, manages missing evidence, and turns multiple perspectives into one accountable decision.  In this episode, Jas Kaur, CTO of Teqfocus uses a high-stakes $10 million customer renewal to explain multi-agent orchestration for enterprise AI. Inside Agentforce, a Renewal Orchestrator works with specialist agents for customer relationship context, pricing and margin, risk, and contract constraints. You will see how the system routes work, reconciles conflicting findings, prepares a governed recommendation, and determines when human approval is required.  The episode also explains why one powerful AI agent is not always the right design, how to create meaningful specialization boundaries, and what should happen when trusted information is missing. From approval thresholds to blocked decisions and recovery paths, this is a practical look at how enterprise AI agents can operate with coordination, control, and accountability.  ⏱️ Timestamps: 00:00 - The $10M Renewal Problem   00:54 - What Multi-Agent Orchestration Really Means   03:12 - Designing 4 Specialist AI Agents   06:05 - Building the Renewal Orchestrator in Agentforce   10:00 - Reconciliation, Approval and Blocked Decisions   15:35 - The 6 Jobs and 3 Rules of Enterprise Orchestration  ---------  🎙️ Host: Jas Kaur | CTO, Teqfocus | Host, TeqTalk & East Bay CXO Meetup Architecting enterprise AI-powered digital transformation and building scalable, data-driven systems that simplify AI adoption across industries.   🔗 LinkedIn: https://www.linkedin.com/in/jas-kaur-5396b237    📩Subscribe to the TeqTalk LinkedIn Newsletter: https://www.linkedin.com/build-relation/newsletter-follow?entityUrn=7140699953898717184   Apply to be a Guest on TeqTalk: https://www.teqfocus.com/teqtalks/  ---------   About the podcast:   TeqTalk is a leading technology podcast hosted by Jas Kaur, focused on the future of AI, data, and digital innovation, especially in healthcare, pharma, and the tech space. Each episode features exclusive conversations with CXOs, CIOs, data architects, and industry experts from across the world. From AI-powered transformation and natural language data access to real-time insights and data integration, TeqTalk explores how modern businesses can bridge the gap between technology and strategy.   Whether you're a tech leader, marketer, or innovation enthusiast, TeqTalk delivers practical knowledge, thought leadership, and cutting-edge trends shaping the future of enterprise solutions.  Subscribe to stay ahead in the world of artificial intelligence, cloud data platforms, healthcare tech, and business innovation.  #enterpriseai #aiagents #agentforce #aigovernance #multiagent #multiagentorchestration #teqtalk

    Multi Agent Orchestration Explained for Enterprise AI
  4. Sep 16

    Why Enterprise AI Struggles to Reach Production | Inside CoreWeave’s Playbook

    How do you scale enterprise AI without turning access, governance, and production readiness into bottlenecks?    In this episode, Prashant Motewar, Head of Business Technology and enabling Data/AI at CoreWeave, joins Jas Kaur to share how CoreWeave is democratizing AI across the organization, giving employees access to AI tools, enterprise data, and a structured path to build, deploy, and improve internal applications.    The conversation explores how business users are becoming AI builders, how CoreWeave moves ideas from experimentation to production, and how security guardrails, MCP-enabled context, observability, and governance are built into the process.     Prashanth also explains CoreWeave’s approach to build vs. buy, why AI usage can signal which applications are solving meaningful business problems, and why speed with precision matters when scaling AI.    ⏱️ Timestamps  00:00 - Scaling enterprise AI beyond adoption  02:57 - From Equinix to CoreWeave: Democratizing AI  05:08 - CoreWeave’s AI platform: Tools, context and internal apps  10:12 - Speed, business engineers and low-friction adoption  18:50 - Enterprise AI use cases and the build-vs-buy decision  22:43 - Scaling AI enablement and predictive data center operations  25:39 - Governance by design, token usage and app support  28:56 - Leadership, AI culture and what drives innovation     ---------     🎙️ Guest: Prashant Motewar, Head - Business Technology, and enabling Data/AI at CoreWeave  Prashant Motewar is a transformational IT executive leading enterprise systems, data, and AI enablement at CoreWeave. With nearly three decades of experience across global Fortune 500 companies, he develops business-outcome-driven technology strategies that use data and AI to drive measurable impact.  🔗 LinkedIn: https://www.linkedin.com/in/prashant-motewar/    🎙️ Host: Jas Kaur | CTO, Teqfocus | Host, TeqTalk & East Bay CXO Meetup Architecting enterprise AI-powered digital transformation and building scalable, data-driven systems that simplify AI adoption across industries.   🔗 LinkedIn: https://www.linkedin.com/in/jas-kaur-5396b237        Apply to be a Guest on TeqTalk: https://www.teqfocus.com/teqtalks/    ---------     About the podcast:     TeqTalk is a leading technology podcast hosted by Jas Kaur, focused on the future of AI, data, and digital innovation, especially in healthcare, pharma, and the tech space. Each episode features exclusive conversations with CXOs, CIOs, data architects, and industry experts from across the world. From AI-powered transformation and natural language data access to real-time insights and data integration, TeqTalk explores how modern businesses can bridge the gap between technology and strategy.     Whether you're a tech leader, marketer, or innovation enthusiast, TeqTalk delivers practical knowledge, thought leadership, and cutting-edge trends shaping the future of enterprise solutions.     Subscribe to stay ahead in the world of artificial intelligence, cloud data platforms, healthcare tech, and business innovation.    #enterpriseai #aigovernance #agenticai #coreweave #teqtalk

    Why Enterprise AI Struggles to Reach Production | Inside CoreWeave’s Playbook
  5. Sep 9

    Enterprise AI Architecture Explained in 13 Minutes

    Your enterprise AI agents can execute a workflow perfectly and still make the wrong decision. In this episode of TeqTalk, Jas Kaur, CTO at Teqfocus, unpacks the shift from workflow automation to intelligent decision systems, and what that shift demands from enterprise AI architecture.  ️Timestamps:  00:00 - Enterprise AI: Beyond Workflow Automation  01:32 - The Evolution of Enterprise Intelligence  03:19 - Enterprise AI Architecture: Events, Context and Decisions  05:12 - Agent Harnesses, Governance and Feedback  07:33 - How to Measure Enterprise AI Success  09:45 - Outcome Intelligence with Agently AI  Jas breaks down three things enterprise AI leaders need to measure before calling any AI agent a success:  • Why AI agent governance and bounded autonomy matter more than raw automation  • The Outcome Intelligence framework: system performance, decision quality, and business outcome, measured separately  • Why AI observability has to expand past uptime and latency to actually track AI decision making  Teqfocus has it’s own agentic AI practice, where these Outcome Intelligence principles are built directly into how enterprise AI agents are deployed, governed, and measured as real AI in production.  For CIOs, CDOs, enterprise architects, business systems leaders, and technology executives scaling enterprise AI agents, this episode offers a practical framework for building, governing, and measuring AI in production.  ---------     🎙️ Host: Jas Kaur | CTO, Teqfocus | Host, TeqTalk & East Bay CXO Meetup Architecting enterprise AI-powered digital transformation and building scalable, data-driven systems that simplify AI adoption across industries.   🔗 LinkedIn: https://www.linkedin.com/in/jas-kaur-5396b237        Apply to be a Guest on TeqTalk: https://www.teqfocus.com/teqtalks/  ---------     About the podcast:     TeqTalk is a leading technology podcast hosted by Jas Kaur, focused on the future of AI, data, and digital innovation, especially in healthcare, pharma, and the tech space. Each episode features exclusive conversations with CXOs, CIOs, data architects, and industry experts from across the world. From AI-powered transformation and natural language data access to real-time insights and data integration, TeqTalk explores how modern businesses can bridge the gap between technology and strategy.     Whether you're a tech leader, marketer, or innovation enthusiast, TeqTalk delivers practical knowledge, thought leadership, and cutting-edge trends shaping the future of enterprise solutions.     Subscribe to stay ahead in the world of artificial intelligence, cloud data platforms, healthcare tech, and business innovation.

    Enterprise AI Architecture Explained in 13 Minutes
  6. Sep 1

    AI Harness: What Makes Agents Reliable, Not Just Smart

    AI agents are getting smarter, but intelligence alone does not make them reliable. This episode breaks down Harness Engineering, the operating system around AI agents that determines what they know, what they can do, what they remember, how they recover, and how safely they act in production.    Using a real refund-agent scenario, we unpack the 9 layers of reliable enterprise AI agents:  Context, orchestration, sub-agents, tools, skills, state and memory, permissions, verification and observability, and recovery.    You’ll also see what production lessons from OpenAI and Anthropic reveal about agent reliability, human approval fatigue, guardrails, durable state, and why traditional software engineering becomes even more important when AI starts taking real-world actions.    Timestamps:  00:00 Two Teams. Same AI Model. Wildly Different Results — Why?  01:06 It's Not the Model. It Never Was.  04:27 What Is Harness Engineering? (The Operating System Nobody Builds)  10:31 The Single Most Important Rule in AI Agent Design  11:56 Why Your Vector Database Is NOT Your Competitive Moat  19:57 OpenAI's 5-Month Experiment: 3 Engineers, 1,500 Pull Requests  21:20 97% Approval Rate. 13.6% Actual Safety. The Data Is Alarming.  24:39 The 9-Question Checklist: Run This on Any AI Agent You're Building  25:43 Prompt Engineering vs. Context Engineering vs. Harness Engineering  26:44 Intelligence Proposes. The Harness Decides What Actually Happens.    If you are building or deploying enterprise AI agents, this episode gives you a practical architecture checklist for evaluating whether your agent is actually ready for production.    ---------     🎙️ Host: Jas Kaur | CTO, Teqfocus | Host, TeqTalk & East Bay CXO Meetup Architecting enterprise AI-powered digital transformation and building scalable, data-driven systems that simplify AI adoption across industries.   🔗 LinkedIn: linkedin.com/in/jas-kaur-5396b237     📩Subscribe to the TeqTalk LinkedIn Newsletter: https://www.linkedin.com/build-relation/newsletter-follow?entityUrn=7140699953898717184     Apply to be a Guest on TeqTalk: https://www.teqfocus.com/teqtalks/     ---------     About the podcast:   TeqTalk is a leading technology podcast hosted by Jas Kaur, focused on the future of AI, data, and digital innovation, especially in healthcare, pharma, and the tech space. Each episode features exclusive conversations with CXOs, CIOs, data architects, and industry experts from across the world. From AI-powered transformation and natural language data access to real-time insights and data integration, TeqTalk explores how modern businesses can bridge the gap between technology and strategy. Whether you're a tech leader, marketer, or innovation enthusiast, TeqTalk delivers practical knowledge, thought leadership, and cutting-edge trends shaping the future of enterprise solutions.     Subscribe to stay ahead in the world of artificial intelligence, cloud data platforms, healthcare tech, and business innovation.    #HarnessEngineering #AgenticAI #AIAgents #EnterpriseAI #teqtalk

    AI Harness: What Makes Agents Reliable, Not Just Smart
  7. Aug 19

    Can FQHCs Fix America’s Healthcare Access Problem? 

    The U.S. healthcare industry represents approximately $5.3 trillion, yet community health centers serve millions of people with a fraction of that spending. Mallika Madakasira shares what this looks like on the ground at a community health center serving roughly 30,000 patients. She explains why healthcare outcomes can depend on something as fundamental as food, housing, transportation, or having someone available to help a vulnerable patient navigate the system.    The conversation also goes inside the technology challenge. How can healthcare organizations use AI, ambient scribes, data warehouses, dashboards, and automation when there is little room for failed experimentation?    Timestamps:  00:00 Why Community Healthcare Matters  03:47 The $5.3 Trillion Healthcare Paradox  11:18 The Surprising 80% Behind Health Outcomes  12:04 Healthcare Beyond the Doctor's Office  14:12 What Vulnerable Patients Actually Need  22:17 Is Healthcare AI Solving the Right 20%?  24:38 AI That Gives Clinicians Time Back  26:50 Turning Healthcare Data Into Decisions  30:26 Has Healthcare Become a Luxury?  34:24 What Would It Take to Fix the System?    For healthcare leaders, clinicians, population health teams, and health technology professionals, this episode offers a practitioner-level look at the gap between the healthcare innovation conversation and the reality of delivering care.    ---------     🎙️ Guest: Mallika Madakasira, Director of Population Health, MCHC Health Centers  🔗 https://www.linkedin.com/in/mallika-madakasira-877b76/    🎙️ Host: Jas Kaur | CTO, Teqfocus | Host, TeqTalk & East Bay CXO 🔗 LinkedIn: linkedin.com/in/jas-kaur-5396b237   Resources used: https://docs.google.com/document/d/16Pbdq1XRg-CPJGYKXYKFRvpe2SFkjaxrmqaqcQzymlc/edit?usp=sharing   📩Subscribe to the TeqTalk LinkedIn Newsletter: https://www.linkedin.com/build-relation/newsletter-follow?entityUrn=7140699953898717184     Apply to be a Guest on TeqTalk: https://www.teqfocus.com/teqtalks/    ---------     About the podcast:   TeqTalk is a leading technology podcast hosted by Jas Kaur, focused on the future of AI, data, and digital innovation, especially in healthcare, pharma, and the tech space. Each episode features exclusive conversations with CXOs, CIOs, data architects, and industry experts from across the world.     From AI-powered transformation and natural language data access to real-time insights and data integration, TeqTalk explores how modern businesses can bridge the gap between technology and strategy. Whether you're a tech leader, marketer, or innovation enthusiast, TeqTalk delivers practical knowledge, thought leadership, and cutting-edge trends shaping the future of enterprise solutions. Subscribe to stay ahead in the world of artificial intelligence, cloud data platforms, healthcare tech, and business innovation.

    Can FQHCs Fix America’s Healthcare Access Problem? 
  8. Aug 12

    The Smartest AI on Earth Forgets You Every Morning?

    The smartest AI on earth forgets you every morning and fixing that is the biggest race in the industry right now.      In this TeqTalk deep-dive, Jas Kaur break down how AI memory actually works, why today's models have "amnesia," how engineers are giving machines episodic, semantic, and procedural memory, and the store-retrieve-reflect loop (RAG, vector databases, embeddings) that turns a forgetful chatbot into an autonomous agent. Plus the three real risks nobody talks about: privacy, compounding errors, and cost.    This is the concept behind the conversation. Watch the companion executive episode on AI memory here: https://youtu.be/j6EAaCn4Vbo    Timestamps:   00:00 — The AI that forgets you exist   01:35 — The amnesia problem   04:00 — The four types of memory (CoALA)   07:30 — How AI memory actually works (RAG, embeddings)   11:00 — Why memory unlocks agentic AI   14:30 — The three risks: privacy, bad memories, cost   17:00 — Where AI is really going    If you are a CIO, CTO, CDO, AI leader, enterprise architect, data leader, technology executive, or anyone building AI agents inside real business workflows, this deep dive will help you understand the concepts behind AI memory without unnecessary complexity.    ---------      🎙️ Host: Jas Kaur | CTO, Teqfocus | Host, TeqTalk & East Bay CXO Meetup Architecting enterprise AI-powered digital transformation and building scalable, data-driven systems that simplify AI adoption across industries.    🔗 LinkedIn: linkedin.com/in/jas-kaur-5396b237       Resources used:     https://docs.google.com/document/d/1HXFXmuJlcM21P9UAYRZMWfW_yoyE0ojVwgLZpQtuGFY/edit?usp=sharing     📩Subscribe to the TeqTalk LinkedIn Newsletter: https://www.linkedin.com/build-relation/newsletter-follow?entityUrn=7140699953898717184     Apply to be a Guest on TeqTalk: https://www.teqfocus.com/teqtalks/      ---------       About the podcast:   TeqTalk is a leading technology podcast hosted by Jas Kaur, focused on the future of AI, data, and digital innovation, especially in healthcare, pharma, and the tech space. Each episode features exclusive conversations with CXOs, CIOs, data architects, and industry experts from across the world.       From AI-powered transformation and natural language data access to real-time insights and data integration, TeqTalk explores how modern businesses can bridge the gap between technology and strategy. Whether you're a tech leader, marketer, or innovation enthusiast, TeqTalk delivers practical knowledge, thought leadership, and cutting-edge trends shaping the future of enterprise solutions. Subscribe to stay ahead in the world of artificial intelligence, cloud data platforms, healthcare tech, and business innovation.

    The Smartest AI on Earth Forgets You Every Morning?

About

TeqTalk is a podcast series by Jas Kaur that explores various topics related to technology, data-driven engagement, and omni-channel marketing. The podcast provides insights and discussions on how AI and advanced technologies are transforming industries, helping businesses enhance customer engagement and drive success. TeqTalk is designed to be an informative and engaging resource for professionals looking to leverage technology for growth, efficiency, and innovation across sectors.