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The traditional GitHub-style pull request review is a waste of opportunity cost for most code changes in the agentic era. Yet simply removing it without a replacement invites complexity death spirals and unbounded product behaviour that agents cannot unwind. James McGill and Haziq Nordin join Yaniv to argue that engineers should stop reading diffs line-by-line and instead scan for architectural complexity, shift accountability to spec quality, and build new verification patchworks of end-to-end tests, fuzzing, and product review. The conversation is for any engineer or founder trying to extract real leverage from AI coding tools rather than bottlenecking them with cargo-cult process.
Key takeawaysJames McGill is a founding engineer at Actuals, building AI-native finance tools; Haziq Nordin is founder and CTO at Enhance Labs, working on product guardrails for agent-generated code.
This episode is presented by SparkLaunch and Dam Secure.
Companies now use an average of 12 models per month, yet the biggest hidden variable isn't which model you pick—it's the inference provider serving it and whether your cache hit rate stays above 85%. Peter Walker from OpenRouter explains how the same open-weight model can have wildly different cost and performance depending on the provider's caching policy, latency tail, and whether a stealth provider is reselling your prompts. The conversation covers why agentic workloads broke cache economics in February 2026, how ZDR policies vary even among "zero data retention" claims, and why the frontier labs are now competing across price and intelligence spectrums simultaneously. For engineers choosing production models, this is a practical map of the dimensions that actually move the bill.
Peter Walker is Head of Insights at OpenRouter, where he analyses global model usage patterns across the inference layer.
This episode is presented by SparkLaunch and Dam Secure.
Follow Applied Wizardry on its new feed to keep getting every episode.
Dave Slutzkin, co-founder of Antiburn, joins Yaniv to break down what actually drives token costs in agentic development and how to bring them down. They cover how caching differs between Anthropic and OpenAI, when to reach for which model and thinking mode, and why the habit of compaction matters more than any other optimisation. If you're spending real money on AI-assisted development, you'll come away with concrete tactics for cutting token burn without cutting capability.
Key takeaways
Chapters
Links and tools mentioned
About Dave Slutzkin
Co-founder of Antiburn, a company that helps developers understand and optimise their token spend for AI-assisted coding.
This episode is presented by SparkLaunch and Dam Secure.
Credits
After nearly 300 episodes of The Startup Podcast, Chris Saad is bringing everything he's learned about building world-class products and product strategy into a single tool: ScaleStudio. In what may be our final episode (unless a white knight sponsor appears), Chris walks Yaniv through the product that could fundamentally change how founders approach strategy; from problem statement all the way to positioning, roadmap sequencing, and org design.
Chris demonstrates how this one AI tool, housing his vast knowledge of Silicon Valley startup strategy, can give an overwhelming process a navigable structure, allowing founders to plot a deliberate course through the chaos.
In this episode, you will:
Discover how Scale Studio turns Chris's 30 years of product strategy expertise into an AI tool that guides you from problem statement through to roadmap and positioning
See the complete strategy development workflow in action: from mapping all possible problem domains and solutions, to building the org structure required to execute
Learn why mapping the entire solution space upfront prevents the "thrash" that derails most startups when customer requests pull the team in conflicting directions
Understand the customer terrain framework that reveals which customer segments are easy wins and which are death traps, allowing you to carve the narrowest viable wedge into your market
See how Scale Studio integrates with your development workflow through exports and MCP connections, turning high-level strategy into actionable execution roadmaps
Explore how AI can now handle the heavy lifting of strategy generation and iteration in around an hour, while keeping guardrails in place to maintain quality and coherence across every section
Timestamps
00:14 On Today's Show: The Last Startup Podcast?
01:39 Turning Our Advice Into A Product (ScaleStudio)
03:18 Homepage And Templates
04:40 Problem Statement
05:36 Copilot And Collaboration
08:10 Solutions And Editing
09:49 'How It Works' Stage
11:22 Building Strategy From Seed
13:32 Mapping The Solution Space
18:53 Customer Segments and Personas
20:46 Wedges And Customer Terrain
23:07 Customer Roadmap View
26:32 Org Design
28:03 How Does AI Change Hiring?
31:18 Roadmap To Unlocking Cohorts
33:51 Market Sizing
37:25 Planning the Future of ScaleStudio… in ScaleStudio?
39:08 The Future of Agentic Orgs
42:11 Closing Thoughts: 4 Years of TSP
Resources mentioned in this episode
ScaleStudio (Chris’s AI-powered product strategy tool): https://scalestudio.io/
Vera (Yaniv's Startup): https://vera.guide
The Pact
Honor the Startup Podcast Pact! If you have listened to TSP and gotten value from it, please:
Follow, rate, and review us in your listening app
Secure your official TSP merchandise at https://shop.tsp.show/
Follow us on YouTube for full video episodes: https://www.youtube.com/@startup-podcast
Give us a public shout-out on LinkedIn or anywhere you have a social media following
Key links
This episode of the Startup Podcast is sponsored by .tech domains. Forget weird prefixes and creative misspellings; the availability for .tech domains is simply way better than .com. For a clean name that highlights your tech credentials, get a .tech domain at your favorite registrar.
The Startup Podcast website: https://www.tsp.show/episodes/
Learn more about Chris and Yaniv
Work 1:1 with Chris: http://chrissaad.com/advisory/
Follow Chris on Linkedin: https://www.linkedin.com/in/chrissaad/
Follow Yaniv on Linkedin: https://www.linkedin.com/in/ybernstein/
Producer: Justin McArthur https://www.linkedin.com/in/justin-mcarthur
Assistant Producer: Steph Hefferan https://www.linkedin.com/in/steph-heff/
Intro Voice: Jeremiah Owyang https://web-strategist.com/
A few weeks ago, Rob Snyder came on the pod to introduce his PULL framework for identifying real product-market fit. Now, Yaniv turns the tables and subjects his own startup, Vera, to the same scrutiny.
Yaniv and Rob strip away the noise around Vera's mission to help adult children care for aging parents and get brutally honest about where the product actually has pull, where it doesn't, and what needs to change immediately. They identify a specific, unavoidable moment in the customer journey and pinpoint that is where the real business begins, and discuss more macro issues, such as AI vs. human expertise, founder blind spots, and more.
In this episode, you will:
Understand the difference between an aspiration and a project, and why this distinction is vital for PULL
Learn how the PULL framework cuts through startup theory to identify the exact moment when customers will actually pull your product from your hands, before they have to wait for a crisis
Discover why Vera's original problem was too abstract, and how narrowing to a specific market segment with intense, unavoidable need becomes your path to revenue and growth
Hear the truth behind what really pushes your customers to adopt earlier: reality does the convincing, not your marketing
Understand the challenge of reputation in AI: how do human-shaped applications build trust the way human experts do?
Timestamps
00:00 Coming Up
01:38 On Today's Show: Yaniv Applies PULL to Vera
04:42 Defining PULL and Projects
05:54 Vera's Customer Goals
08:00 Unavoidable Moments and Crisis
11:25 Real Users and Traction
16:58 Mission vs Push Marketing
24:07 Why Isn't Google Enough?
28:21 Nailing the Specific Project
34:02 Testing Market With Ads
37:06 Bill Gates And AI Shift
38:47 Human Shaped Software Design
43:45 Trust And Reputation In Bots
48:48 About The Book
Resources mentioned in this episode
The Power of Pull by Rob Snyder: https://www.amazon.com/Power-Pull-Customer-Successful-Founders/dp/1541705955
Rob Snyder's website: https://www.robsnyder.org
The Pact
Honor the Startup Podcast Pact! If you have listened to TSP and gotten value from it, please:
Follow, rate, and review us in your listening app
Secure your official TSP merchandise at https://shop.tsp.show/
Follow us on YouTube for full video episodes: https://www.youtube.com/@startup-podcast
Give us a public shout-out on LinkedIn or anywhere you have a social media following
Key links
This episode of the Startup Podcast is sponsored by .tech domains. Forget weird prefixes and creative misspellings; the availability for .tech domains is simply way better than .com. For a clean and memorable name, go to https://get.tech/tsp
This episode of the Startup Podcast is sponsored by Vanta. Vanta helps businesses get and stay compliant by automating up to 90% of the work for the most in demand compliance frameworks. With over 200 integrations, you can easily monitor and secure the tools your business relies on. For a limited time offer of US$1,000 off, go to https://www.vanta.com/tsp
The Startup Podcast website: https://www.tsp.show/episodes/
Learn more about Chris and Yaniv
Work 1:1 with Chris: http://chrissaad.com/advisory/
Follow Chris on Linkedin: https://www.linkedin.com/in/chrissaad/
Follow Yaniv on Linkedin: https://www.linkedin.com/in/ybernstein/
Producer: Justin McArthur https://www.linkedin.com/in/justin-mcarthur
Assistant Producer: Steph Hefferan https://www.linkedin.com/in/steph-heff/
Intro Voice: Jeremiah Owyang https://web-strategist.com/
This is a remastered Replay of one of our most popular episodes, "What Startups Can Learn From Poker", which was originally published on 21 December 2022. Enjoy!
Original description:
All season, Chris and Yaniv have talked about the mindset that is needed to succeed at venture-backed startups. For the final episode of Season 1, we tie it all together with an analogy: tournament poker.
It is amazing how many things poker and startups have in common, so in this episode we use the lens of poker to discuss the big picture of how to approach building a successful startup.
We dive into each of the following commonalities between poker and startup life:
01:56 Playing an iterative game
10:00 Burning cash
13:31 Making decisions based on uncertain information
18:46 Progressive learning
28:44 Avoiding 'resulting'
35:02 The relatively low probability of a successful outcome (and why that’s OK!)
This episode was inspired by the book 'Thinking in Bets' by former pro poker player Annie Duke.
The Pact
Honor the Startup Podcast Pact! If you have listened to TSP and gotten value from it, please:
Follow, rate, and review us in your listening app
Secure your official TSP merchandise at https://shop.tsp.show/
Follow us on YouTube for full video episodes: @startup-podcast
Give us a public shout-out on LinkedIn or anywhere you have a social media following
Key links
This episode of the Startup Podcast is sponsored by .tech domains. Forget weird prefixes and creative misspellings; the availability for .tech domains is simply way better than .com. For a clean and memorable name, go to https://get.tech/tsp
The Startup Podcast website: https://www.tsp.show/episodes/
Learn more about Chris and Yaniv
Work 1:1 with Chris: http://chrissaad.com/advisory/
Follow Chris on Linkedin: https://www.linkedin.com/in/chrissaad/
Follow Yaniv on Linkedin: https://www.linkedin.com/in/ybernstein/
Producer: Justin McArthur https://www.linkedin.com/in/justin-mcarthur
Assistant Producer: Steph Hefferan https://www.linkedin.com/in/steph-heff/
Intro Voice: Jeremiah Owyang https://web-strategist.com/
#TheStartupPodcast #startups #poker #texasholdem #investment #venturecapital #resulting #probability #ChrisSaad #YanivBernstein
Is hiring a person still your default answer to a problem? For a growing number of startups, it shouldn't be.
In this episode, Yaniv Bernstein is joined by returning guest Matt Cook, co-founder of Scouut, one of Australia's most respected engineering recruiters for early-stage startups, to unpack what's changed in engineering hiring since Matt's last visit. They cover ‘team debt’ (the AI-era sequel to tech debt), why AI is acting as an appetite suppressant for headcount, why the best engineers are now worth $400K+, and why the ‘software factory builder’ is becoming the most sought-after hire in tech.
In this episode, you will:
Understand "team debt", and why teams built to solve today's problems are already becoming obsolete
Learn why "removing the crutch" (like scrapping a QA gating function) forces the kind of AI-native change that timid, incremental adjustments never will
Discover why most startups were already overstaffed before AI, and why AI now acts as an ‘appetite suppressant’ for hiring rather than just an efficiency tool
Hear why hiring should now be treated as a last resort, and what that actually means in practice for founders
Understand why compensation banding and headcount-based budgeting are breaking down, and what smart companies are replacing them with
Learn about the rise of the ‘software factory builder’: the rare, highly-paid engineer who uses their judgment to build airtight, AI-based infrastructure the rest of the team can lean on
Timestamps
00:00 Coming Up...
00:58 On Today's Show: Matt Cook on 'Team Debt'
02:36 What is Team Debt?
05:12 Refocusing on AI Native Solutions
10:40 Unlearning Old Hiring Ladders
12:04 Why Companies Are Oversized
14:59 AI, the 'Corporate Ozempic'
19:25 Layoffs and Team Composition
24:02 Disrupting Yourself at Series B
28:12 The Salary Race for AI Engineers
34:01 Limitations of Headcount Budgeting
38:16 How Downsizing Can Help You Grow
41:13 ClickUp's 'Hail Mary' Pivot
44:26 Software Factory Builders and 'Forward Deployed' Automation
49:14 Maintaining Safe Internal Software
54:25 Closing Thoughts
Resources mentioned
Scouut (Matt Cook's engineering recruitment firm for early-stage startups): https://scouut.com.au/
Matt Cook on LinkedIn: https://www.linkedin.com/in/matthewmarkcook/
'Corporate Ozempic' by Scott Galloway — the essay behind the AI/hiring analogy Yaniv references: https://www.profgalloway.com/corporate-ozempic/
The Pact
Honor the Startup Podcast Pact! If you have listened to TSP and gotten value from it, please:
Follow, rate, and review us in your listening app
Secure your official TSP merchandise at https://shop.tsp.show/
Follow us on YouTube for full video episodes: https://www.youtube.com/@startup-podcast
Give us a public shout-out on LinkedIn or anywhere you have a social media following
Key links
This episode of the Startup Podcast is sponsored by .tech domains. Forget weird prefixes and creative misspellings; the availability for .tech domains is simply way better than .com. For a clean and memorable name, go to https://get.tech/tsp
This episode of the Startup Podcast is sponsored by Vanta. Vanta helps businesses get and stay compliant by automating up to 90% of the work for the most in demand compliance frameworks. With over 200 integrations, you can easily monitor and secure the tools your business relies on. For a limited time offer of US$1,000 off, go to https://www.vanta.com/tsp
The Startup Podcast website: https://www.tsp.show/episodes/
Learn more about Chris and Yaniv
Work 1:1 with Chris: http://chrissaad.com/advisory/
Follow Chris on Linkedin: https://www.linkedin.com/in/chrissaad/
Follow Yaniv on Linkedin: https://www.linkedin.com/in/ybernstein/
Producer: Justin McArthur https://www.linkedin.com/in/justin-mcarthur
Assistant Producer: Steph Hefferan https://www.linkedin.com/in/steph-heff/
Intro Voice: Jeremiah Owyang https://web-strategist.com/
Every startup pitch deck has a "why now" slide. Most of them are nonsense, barely considered, and only there to tick a box.
But timing is more than a slide, it can make or break a company. It’s the difference between pets.com and the trillion-dollar company selling the exact same idea a decade later.
In this episode, Yaniv Bernstein sits down with Paul Orlando, who has built four startup accelerators supporting over 300 companies, including Hong Kong's first accelerator and a program in Rome run in partnership with the Vatican, and has taught entrepreneurship at USC for over a decade, where he also runs one of LA's largest startup incubators. Paul has spent years obsessing over a single question: why do some ideas succeed while near-identical ones fail years earlier? The answer became his book, ‘Why Now? How Good Timing Makes Great Products.’
In this episode, you will:
Learn Paul's framework of timing drivers, and the five that show up again and again: technology, social/behavioral change, regulation, installed base, and crisis
Walk through the YouTube case study in detail to see how broadband penetration, digital camera adoption, and falling storage costs converged to make 2005 the right year, after the identical idea failed less than a decade earlier
Discover why first-mover advantage is much narrower than founders assume, and the two specific conditions (locking in customers, locking out competitors) required for it to actually work
Get a framework for balancing founder agency against timing, because you can't will your way into good timing, but you also can't wait passively for the perfect moment to arrive
Timestamps
00:00 Coming Up...
01:04 On Today's Show: Why Timing Matters
01:44 Guest Intro: Paul Orlando
02:42 Is 'Why Now' Predictable?
05:40 Paul's Timing Drivers Framework
08:44 Case Study: YouTube's Market Timing
11:47 Business Model Shifts
15:16 Case Study: Pets.com Unit Economics
22:16 Case Study: AI Vibe Coding
24:11 What Are 'Sleeping Beauty' Startups?
27:46 Incorporating AI into Timing Drivers
28:52 Collapse of Build Costs
33:34 Case Study: Vera and Unit Economics of Voice
35:15 False 'Why Now' Risks
37:46 First Mover Reality
40:33 Reid Hoffman on Blitzscaling
41:49 Case Study: AT&T's Picturephone and Mobile Telephony
46:31 Lessons on Failure and Agency
54:09 Closing Thoughts
Resources mentioned
'Why Now?: How Good Timing Makes Great Products' by Paul Orlando: https://www.amazon.com/Why-Now-Timing-Makes-Products/dp/B0CYXSNMT3
Paul's website, Startups Unplugged: https://startupsunplugged.com
Paul on LinkedIn: https://www.linkedin.com/in/porlando
Paul on X/Twitter: https://twitter.com/porlando
The Pact
Honor the Startup Podcast Pact! If you have listened to TSP and gotten value from it, please:
Follow, rate, and review us in your listening app
Secure your official TSP merchandise at https://shop.tsp.show/
Follow us on YouTube for full video episodes: https://www.youtube.com/channel/UCNjm1MTdjysRRV07fSf0yGg
Give us a public shout-out on LinkedIn or anywhere you have a social media following
Key links
This episode of the Startup Podcast is sponsored by .tech domains. Forget weird prefixes and creative misspellings; the availability for .tech domains is simply way better than .com. For a clean name that highlights your tech credentials, get a .tech domain at your favorite registrar.
The Startup Podcast website: https://www.tsp.show/episodes/
Learn more about Chris and Yaniv
Work 1:1 with Chris: http://chrissaad.com/advisory/
Follow Chris on Linkedin: https://www.linkedin.com/in/chrissaad/
Follow Yaniv on Linkedin: https://www.linkedin.com/in/ybernstein/
Producer: Justin McArthur https://www.linkedin.com/in/justin-mcarthur
Assistant Producer: Steph Hefferan https://www.linkedin.com/in/steph-heff/
Intro Voice: Jeremiah Owyang https://web-strategist.com/
You’ve done all the research, implemented every startup strategy you could find, but your product just isn’t selling. Where do you start looking for the problem? And how do you identify and implement the solution?
In this episode, Yaniv Bernstein sits down with Rob Snyder – serial founder, fellow at Harvard Innovation Labs, operating partner on the venture side, and now author of 'The Power of PULL' – to discuss why most founders have fundamentally misunderstood demand, and how to accurately pinpoint it.
In this episode, you will:
Timestamps
00:00 Coming Up...
00:51 On Today's Show: Rob Snyder on When Sales Works
03:24 Why 'Demand' Is More Than Pain
05:51 What Are Other Frameworks Missing?
12:36 'Vitamins vs. Painkillers'
16:12 What is the PULL Framework?21:07 Case Study: Data Migration (Ruby)
26:04 Case Study: Fundraising (Campground)
29:11 Where Interviews Go Wrong
35:19 Practice Exercise: Rob Sells Yaniv The Book
40:14 Debrief: Why Listening Wins
42:48 How to Spot Real Buying Signals
43:58 Reverse Engineering Fast Deals
47:58 Founder Mindset and Sanity
50:54 Closing Thoughts: "Get Out Of The Building"
Resources in this episode
The Pact
Honor the Startup Podcast Pact! If you have listened to TSP and gotten value from it, please:
Follow, rate, and review us in your listening app
Secure your official TSP merchandise at https://shop.tsp.show/
Follow us here on YouTube for full-video episodes: https://www.youtube.com/channel/UCNjm1MTdjysRRV07fSf0yGg
Give us a public shout-out on LinkedIn or anywhere you have a social media following
Key links
This episode of the Startup Podcast is sponsored by .tech domains. Forget weird prefixes and creative misspellings; the availability for .tech domains is simply way better than .com. For a clean and memorable name, go to https://get.tech/tsp
This episode of the Startup Podcast is sponsored by Vanta. Vanta helps businesses get and stay compliant by automating up to 90% of the work for the most in demand compliance frameworks. With over 200 integrations, you can easily monitor and secure the tools your business relies on. For a limited time offer of US$1,000 off, go to https://www.vanta.com/tsp
The Startup Podcast website: https://www.tsp.show/episodes/
Learn more about Chris and Yaniv
Work 1:1 with Chris: http://chrissaad.com/advisory/
Follow Chris on Linkedin: https://www.linkedin.com/in/chrissaad/
Follow Yaniv on Linkedin: https://www.linkedin.com/in/ybernstein/
Producer: Justin McArthur https://www.linkedin.com/in/justin-mcarthur
Assistant Producer: Steph Hefferan https://www.linkedin.com/in/steph-heff/
Intro Voice: Jeremiah Owyang https://web-strategist.com/
Founders are told that if they work hard, build the right product and hire well, the outcome will follow. It's motivating. It's clean. And according to today's guest, it's mostly wrong.
Mike Grossman has been CEO of six venture-backed Silicon Valley companies. Across them, he tried 18 different business models. Twelve failed. Five required layoffs. Three lived in persistent existential crisis. And yet all six were eventually acquired. Mike's story is one that far more founders actually live, but almost nobody tells.
In this episode, Yaniv Bernstein sits down with Mike to dig into his new book, Failure Is An Option: a candid 44-essay collection drawn from three decades in the trenches. They explore the uncomfortable truth that luck dominates outcomes more than skill, why your business model is not your business, and how radical honesty is the most underrated leadership tool in a founder's kit.
In this episode, you will:
Learn about 'resulting': why confusing luck for skill costs founders in both directions
Hear how Mike pivoted Tempo from building a Visa/Mastercard competitor to partnering with Mastercard, only to have the entire model wiped out overnight by a Senate amendment
Discover the 'dreamers vs soldiers' framework for building teams that hold together when adversity strikes
Hear Mike's hard-won playbook for layoffs: why founders almost always cut too little, too late; what day two feels like; and why a smaller, denser team is often more productive
Get a clear framework for staying accountable for the process when the outcomes aren't in your control
Timestamps:
00:00 Coming Up...
00:34 On Today's Show: Mike Grossman on Managing Failure
02:02 The Role of Luck and Timing
03:41 Poker Strategy and 'Resulting'
08:55 "The Business Model Is Not The Business"
11:27 Tempo's Pivot
13:28 Why Values Matter In A Crisis
19:21 Talent Density and Layoffs: Cut Once, Cut Deep
28:15 How AI Changes Hiring Pace
32:15 Leading with 'Radical Honesty'
36:33 Dreamers vs. Soldiers
38:02 Managing Investors
41:43 Luck, Agency, Process
48:39 About 'Failure Is An Option'
51:29 Closing Thoughts
Resources mentioned
The Pact
Honor the Startup Podcast Pact! If you have listened to TSP and gotten value from it, please:
Follow, rate, and review us in your listening app
Secure your official TSP merchandise at https://shop.tsp.show/
Follow us here on YouTube for full-video episodes: https://www.youtube.com/@startup-podcast
Give us a public shout-out on LinkedIn or anywhere you have a social media following
Key links
This episode of the Startup Podcast is sponsored by .tech domains. Forget weird prefixes and creative misspellings; the availability for .tech domains is simply way better than .com. For a clean name that highlights your tech credentials, get a .tech domain at your favorite registrar.
The Startup Podcast website: https://www.tsp.show/episodes/
Learn more about Chris and Yaniv
Work 1:1 with Chris: http://chrissaad.com/advisory/
Follow Chris on Linkedin: https://www.linkedin.com/in/chrissaad/
Follow Yaniv on Linkedin: https://www.linkedin.com/in/ybernstein/
Producer: Justin McArthur https://www.linkedin.com/in/justin-mcarthur
Assistant Producer: Steph Hefferan https://www.linkedin.com/in/steph-heff/
Intro Voice: Jeremiah Owyang https://web-strategist.com/
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