Code Story: Insights from Startup Tech Leaders

Noah Labhart - Startup Founder & CTO

Code Story is a startup podcast for technical founders building and scaling software products. Each episode features SaaS founders, engineers, and product leaders sharing how they built their product, found product-market fit, and navigated early-stage growth. We explore: Early engineering decisions and MVP developmentLanding the first customersPricing and go-to-market experimentsScaling challenges and infrastructure bottlenecksHiring the first teamLessons learned from growing a startupFrom first commit to first scale, Code Story focuses on the critical transition from building software to building a scalable business. If you’re a founder, engineer, or product leader interested in SaaS, startups, and scaling technology companies, this podcast breaks down how great products are built — and how they grow.

  1. S12 E21: Marco Benitez, ROOK

    6d ago

    S12 E21: Marco Benitez, ROOK

    Marco Benitez lives in Naples, Florida. In the past he lived in Miami, but found Naples much more family friendly. He is originally from Mexico, along with many of his family members and businesses. Outside of tech, he is married with 2 kids. As a family, they love to go outside, be outdoors and visit the great beaches around Florida. In addition, Marco is a black belt in Taekwondo, and also does Jiu Jitsu. Marco and his team was building a wearable in the past, centered around fitness. They figured out that the real value was around feeding data into these types of wearables. When they were approached by a company who was excited about this type of solution, they started to accelerate. This is the creation story of ROOK. Sponsors UnblockedTECH DomainsMezmoBraingrid.aiLinks https://www.tryrook.io/https://www.linkedin.com/in/marcobzg/ Our Sponsors: * Check out Cash App and use my code CASHAPP10 for a great deal: https://click.cash.app/ui6m/mt82fpxl #CashAppPod. Cash App is a financial services platform, not a bank. Banking services provided by Cash App’s bank partner(s). Prepaid debit cards issued by Sutton Bank, Member FDIC. See terms and conditions at https://cash.app/legal/us/en-us/card-agreement. Cash App Green, overdraft coverage, borrow, cash back offers and promotions provided by Cash App, a Block, Inc. brand. Visit http://cash.app/legal/podcast for full disclosures. * Check out Plaud AI and use my code CODESTORY for a great deal: https://plaud.ai Advertising Inquiries: https://redcircle.com/brands Privacy & Opt-Out: https://redcircle.com/privacy

    25 min
  2. Founder Chats - Daulet Amirkhanov

    May 29 ·  Bonus

    Founder Chats - Daulet Amirkhanov

    Today, we are dropping another episode in our "chats" series, specifically on the founder side - hearing from those scaling the companies themselves. In this episode, we are talking with Daulet Amirkhanov, Founding Engineer of Bead AI. Daulet is going to take us through his years at Meta and Cognee, leading into how he is building Bead AI, to take on compliance audits and AI automation. Questions Tell me and my audience a little bit about you. You've gone from three years on high-throughput reliability infrastructure at Meta, to engineering the GraphRAG engine and semantic memory systems at Cognee, and you're now Founding Engineer at Bead AI — an a16z-backed startup building autonomous agent infrastructure for compliance audits. How did that journey shape the way you think about engineering for the age of autonomous systems?Let's zoom into the Meta years. For listeners who haven't worked at that scale — what was the exact piece of logging and reliability infrastructure you owned, what does "high-throughput" actually mean in numbers there, and what's one specific architectural decision from those years that still shapes how you build today?A lot of infra engineers stay in infra. You made a deliberate move from human-scale systems at Meta to agent-scale systems at Cognee. What did you see in that moment that convinced you AI agent infrastructure was the next distributed systems frontier — and not just the current hype cycle?Cognee is a GraphRAG and semantic memory company, and your work there was on the agent infrastructure side. Your biggest design call was decoupling the MCP architecture so multiple agentic systems can share unified memory through a standalone process, rather than each one coupling to its own Python runtime. Walk us through what problem that was solving and the key design decision you made.Give us a concrete example: an agent task that breaks when each agent has its own vector store, but works once they share unified state through the decoupled MCP architecture you built. What's the actual mechanism that makes the difference?Most engineers in this space come from an ML or applications background. You're coming at agent infrastructure from a pure distributed systems lens. What does that lens let you see that the ML-native crowd is missing?Bead is a16z-backed and going after compliance audits, which isn't the obvious first market for autonomous agents. You joined as Founding Engineer in January and are shaping the technical core now. From your seat: what makes compliance audits the right wedge for agent infrastructure, and what are the foundational decisions you're making today that will define what the product can do two years from now?Make a technical claim about agent infrastructure that most people in this space would push back on — and defend it. Where are you the dissenting voice?Without breaking anything confidential — what's the hardest unsolved problem on your plate at Bead AI right now, and how are you approaching it?Two years from now, what's the piece of agent infrastructure that we'll consider "obviously necessary" but doesn't exist yet? Who builds it, and what does it look like?Sponsors UnblockedBraingrid.ai.TECH DomainsMezmoLinks https://usebead.ai/https://www.linkedin.com/in/amirdnur/ Our Sponsors: * Check out Cash App and use my code CASHAPP10 for a great deal: https://click.cash.app/ui6m/mt82fpxl #CashAppPod. Cash App is a financial services platform, not a bank. Banking services provided by Cash App’s bank partner(s). Prepaid debit cards issued by Sutton Bank, Member FDIC. See terms and conditions at https://cash.app/legal/us/en-us/card-agreement. Cash App Green, overdraft coverage, borrow, cash back offers and promotions provided by Cash App, a Block, Inc. brand. Visit http://cash.app/legal/podcast for full disclosures. * Check out Plaud AI and use my code CODESTORY for a great deal: https://plaud.ai Advertising Inquiries: https://redcircle.com/brands Privacy & Opt-Out: https://redcircle.com/privacy

    23 min
  3. S12 E20: Ofir Stein, Apono

    May 26

    S12 E20: Ofir Stein, Apono

    Ofir Stein is based in Tel Aviv, Israel, born and raised in Jerusalem. He spent many years in the Israeli air force, in infrastructure and security, before he moved to Tel Aviv. He's a tech guy through and through, bragging about his raspberry pi setup at home, which adjust the AC settings based on the temp outside. Outside of tech, he is married with a daughter and a dog. He's connected and close to his family, which he notes is how he refreshes and reloads as a founder, alongside playing tennis from time to time. Ofir and his cofounder started interviewing CISO's and security professionals on how they feel about access management. The found out that this was the first line of attack for bad actors, but from a business standpoint, access management is a slow to value feature. They decided to build a platform that was based on just in time access, over the slow to value setup plaguing the industry. This is the creation story of Apono. Sponsors UnblockedTECH DomainsMezmoBraingrid.aiLinks https://www.apono.io/https://www.linkedin.com/in/ofir-stein/ Our Sponsors: * Check out Cash App and use my code CASHAPP10 for a great deal: https://click.cash.app/ui6m/mt82fpxl #CashAppPod. Cash App is a financial services platform, not a bank. Banking services provided by Cash App’s bank partner(s). Prepaid debit cards issued by Sutton Bank, Member FDIC. See terms and conditions at https://cash.app/legal/us/en-us/card-agreement. Cash App Green, overdraft coverage, borrow, cash back offers and promotions provided by Cash App, a Block, Inc. brand. Visit http://cash.app/legal/podcast for full disclosures. * Check out Plaud AI and use my code CODESTORY for a great deal: https://plaud.ai Advertising Inquiries: https://redcircle.com/brands Privacy & Opt-Out: https://redcircle.com/privacy

    25 min
  4. S12 E19: Thomas Schlegel, Built

    May 19

    S12 E19: Thomas Schlegel, Built

    Thomas Schlegel lives in Nashville, TN, but grew up in rural Virginia. He didn't have the internet for a large portion of his childhood - but, his friends did! So that meant he was spending more time at his friends place, and eventually when MySpace came around, he was the guy to build everyone's custom site. He's always been the wild idea guy amongst his friends, always the tinkerer. Today, he's married with twins on the way. He loves to run, either on the road or the trails. And when he gets the chance, he enjoys a good conversation with good people, contemplating or pondering the bigger things in life. In the past, Thomas was a lead engineer at a professional services organization in Tennessee. While at a conference, he met the CEO of his current venture, and they hit it off. He was intrigued by their company, and several years later, he started working for the company as an individual contributor - and quickly activated his entrepreneur DNA to solve ALL the problems. This is the creation story of Built. Sponsors UnblockedTECH DomainsMezmoBraingrid.aiLinks https://getbuilt.com/https://www.linkedin.com/in/thomas-schlegel-678772215/ Our Sponsors: * Check out Cash App and use my code CASHAPP10 for a great deal: https://click.cash.app/ui6m/mt82fpxl #CashAppPod. Cash App is a financial services platform, not a bank. Banking services provided by Cash App’s bank partner(s). Prepaid debit cards issued by Sutton Bank, Member FDIC. See terms and conditions at https://cash.app/legal/us/en-us/card-agreement. Cash App Green, overdraft coverage, borrow, cash back offers and promotions provided by Cash App, a Block, Inc. brand. Visit http://cash.app/legal/podcast for full disclosures. * Check out Plaud AI and use my code CODESTORY for a great deal: https://plaud.ai Advertising Inquiries: https://redcircle.com/brands Privacy & Opt-Out: https://redcircle.com/privacy

    38 min

Trailers

5
out of 5
213 Ratings

About

Code Story is a startup podcast for technical founders building and scaling software products. Each episode features SaaS founders, engineers, and product leaders sharing how they built their product, found product-market fit, and navigated early-stage growth. We explore: Early engineering decisions and MVP developmentLanding the first customersPricing and go-to-market experimentsScaling challenges and infrastructure bottlenecksHiring the first teamLessons learned from growing a startupFrom first commit to first scale, Code Story focuses on the critical transition from building software to building a scalable business. If you’re a founder, engineer, or product leader interested in SaaS, startups, and scaling technology companies, this podcast breaks down how great products are built — and how they grow.

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