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Prompt and Circumstance
David Vuong and Ilan Rotenberg
27 episodes
1 day ago
Real professional product people review AI tools!
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Technology
Business
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All content for Prompt and Circumstance is the property of David Vuong and Ilan Rotenberg and is served directly from their servers with no modification, redirects, or rehosting. The podcast is not affiliated with or endorsed by Podjoint in any way.
Real professional product people review AI tools!
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Technology
Business
Episodes (20/27)
Prompt and Circumstance
Comet Edges Edge in the AI Browser Wars (and more): News for Nov 4

Description
David and Ilan break down Microsoft's ambitious Co-Pilot updates (including a feature Ilan swears they stole from him), compare AI browsers in real-time with one literally hallucinating its own downloads, and explore why OpenAI's restructuring might have you passing the same $10 bill around like a Three Stooges routine.

Chapters
[00:35] - Microsoft Fall Update and Co-Pilot Features
[04:39] - Real Talk Feature and Sycophantic AI
[08:43] - AI Browser Showdown: Comet vs Copilot in Edge
[10:56] - Security Vulnerabilities in AI Browsers
[12:53] - OpenAI's Restructuring and Going Public

Sponsors
Querio: never wait for product insights again → querio.ai

Links
Microsoft Fall Update - https://youtu.be/j4jXM8yTdnQ
Microsoft Fall Update blog post - https://www.microsoft.com/en-us/microsoft-copilot/blog/2025/10/23/human-centered-ai/ 
H1 - https://h1.co/ 
Perplexity Comet - https://www.perplexity.ai/comet
Comet Vulnerabilities pt. 1 - https://brave.com/blog/comet-prompt-injection/
Comet Vulnerabilities pt. 2 - https://brave.com/blog/unseeable-prompt-injections/ 
Atlas security vulnerability - https://www.esecurityplanet.com/news/openai-atlas-vulnerability/ 
3 Stooges bit - https://youtu.be/1aVYJ-krSMA?si=wu_Im8bkc95mgJvW&t=9 

Find Us
YouTube - https://www.youtube.com/@PandCpodcast
Bluesky - https://bsky.app/profile/pandcpodcast.bsky.social
X - https://x.com/_pandcpodcast
Instagram - https://www.instagram.com/_pandcpodcast
LinkedIn - https://www.linkedin.com/company/p-and-c-podcast

Show more...
1 day ago
15 minutes

Prompt and Circumstance
The best landing page builder: Wix loses to Base44 and Lovable

From Wix’s upsell hell and clunky prompts to Lovable and Base44’s near-perfect prompt adherence, the hosts break down what separates gimmicky automation from true AI leverage. If you’re building, shipping, or just curious how far AI website builders have come.  This episode is your filter for signal over noise.

CHAPTERS
[00:00] - Intro
[02:41] - The showdown starts
[03:03] - Wix
[12:00] - Lovable
[15:09] - Base 44
[18:33] - Conclusions

LINKS
Querio: Natural language analytics for your product team - https://bit.ly/panc_querio
Base 44 - https://base44.com/
Wix - https://www.wix.com/
Lovable - https://lovable.dev/ 

FIND US
YouTube: https://www.youtube.com/@PandCpodcast
Bluesky: https://bsky.app/profile/pandcpodcast.bsky.social
X: https://x.com/_pandcpodcast
Instagram: https://www.instagram.com/_pandcpodcast
LinkedIn: https://www.linkedin.com/company/p-and-c-podcast

MUSIC
Oleksandr Savochka

Click here to watch a video of this episode.

Show more...
1 week ago
19 minutes

Prompt and Circumstance
How to quickly build your own AI co-pilot

Most people think building a powerful AI copilot takes months of coding and a team of engineers, but in this episode Ilan shows how he built one in just one evening that could plan strategy, analyze competitors, write product documents, and even automate workflows. We break down exactly how to set up your system prompt, feed it real context, and use recursion to make it smarter with every iteration, plus how to turn it into a productivity machine that does the work of an entire product team. If you have ever wished for an AI business partner that actually thinks with you, this is the blueprint.


CHAPTERS

[00:00] - Introduction & Setting the Stage

[01:25] - Building an AI Copilot from Scratch

[09:30] - Enhancing the Copilot with Research & Requirements

[15:40] - Automations, Applications & Final Takeaways


LINKS

Querio: Natural language analytics for your product team - https://bit.ly/panc_querio

Tal Raviv’s post on Lenny’s Newsletter - https://www.lennysnewsletter.com/p/the-super-ic-pm-tal-raviv


FIND US

  • YouTube: https://www.youtube.com/@PandCpodcast 
  • Bluesky: https://bsky.app/profile/pandcpodcast.bsky.social 
  • X: https://x.com/_pandcpodcast 
  • Instagram: https://www.instagram.com/_pandcpodcast 
  • LinkedIn: https://www.linkedin.com/company/p-and-c-podcast

MUSIC

  • Oleksandr Savochka

Click here to watch a video of this episode.

Show more...
2 weeks ago
20 minutes

Prompt and Circumstance
News for October 14 and a Sora deep dive


Description

David and Ilan catch you up on the flurry of AI news from mid-October, from Anthropic's latest Sonnet release to OpenAI's Dev Days announcements. Plus, they dive deep into Sora 2's video generation capabilities and share the structured prompting techniques that actually work for creating multi-shot videos (including mountain-biking dogs).


Chapters

[00:38] - Anthropic Sonnet 4.5 and Full-Stack Coding Tools

[03:19] - Microsoft's Text-to-Audio Models

[06:09] - OpenAI's Big Announcements: Commerce, Sora 2, and Dev Days

[12:24] - AI Slop Goes Corporate and Lionsgate's Failed Experiment

[14:56] - Sora 2 Deep Dive and Video Creation Techniques


Sponsors

Querio: your AI data analyst → querio.ai


Links

Anthropic Claude - https://www.anthropic.com/news/claude-sonnet-4-5

Lovable - https://lovable.dev/cloud

Bolt - https://bolt.new/blog/bolt-v2

Microsoft Copilot Labs - https://copilot.microsoft.com/labs

OpenAI - https://openai.com/devday/

Sora - https://sora.chatgpt.com/

Runway & Lionsgate - https://3dvf.com/en/generative-ai-one-year-later-the-runway-lionsgate-alliance-faces-reality/
Deloitte & AU government - https://fortune.com/2025/10/07/deloitte-ai-australia-government-report-hallucinations-technology-290000-refund/


Find Us

YouTube - https://www.youtube.com/@PandCpodcast

Bluesky - https://bsky.app/profile/pandcpodcast.bsky.social

X - https://x.com/_pandcpodcast

Instagram - https://www.instagram.com/_pandcpodcast

LinkedIn - https://www.linkedin.com/company/p-and-c-podcast

Show more...
3 weeks ago
19 minutes

Prompt and Circumstance
N8N Review - The 'medium code' workflow builder


Description

Ilan takes David on a deep dive into N8N, the workflow automation platform that's somehow worth $2.3 billion despite making developers set up Google API projects manually. They explore how this "Goldilocks" tool sits between Zapier's simplicity and full-on coding, with Ilan walking through his real-world workflow that automates LinkedIn posts from podcast episodes—complete with all the nerdy technical hurdles he encountered along the way.


Chapters

[00:28] - What is N8N and Why It Exists

[03:58] - N8N's Meteoric Rise and Funding Rounds

[06:38] - Pricing Model and Developer Community

[08:28] - How Workflows and Agents Work in N8N

[10:06] - Building a Real Workflow: LinkedIn Post Automation

[16:18] - Lessons Learned and Recommendations


Business Use Cases/Applications

Automated social media content creation workflow using webhooks, AI agents, and Google integrations to draft LinkedIn posts from podcast transcripts

Setting up custom API connections in Google Cloud Platform to enable N8N integrations with Drive and Gmail

Using N8N's code nodes to run custom JavaScript or Python for data transformation within workflows


Sponsors

Querio → https://querio.ai 


Links

N8N - https://n8n.io

Transistor - https://transistor.fm

Lindy AI - https://www.lindy.ai

Zapier - https://zapier.com

Sequoia Capital - https://www.sequoiacap.com


Find Us

YouTube - https://www.youtube.com/@PandCpodcast

Bluesky - https://bsky.app/profile/pandcpodcast.bsky.social

X - https://x.com/_pandcpodcast

Instagram - https://www.instagram.com/_pandcpodcast

LinkedIn - https://www.linkedin.com/company/p-and-c-podcast

Show more...
4 weeks ago
19 minutes

Prompt and Circumstance
Lindy.ai ruined my date night - an honest review

Description

Ilan puts Lindy.ai to the test for podcast automation and customer discovery, only to find himself debugging workflows until 2 AM while his wife waits for date night. David and Ilan break down what works, what doesn't, and how Lindy compares to ChatGPT's agent mode.

Chapters

[00:00] - How Lindy Ruined Date Night

[03:34] - The Lindy Workflow Disaster

[08:11] - Pricing and Credits Problem

[13:17] - Integration Issues and Hallucinations

[23:00] - What Actually Works Well

[30:08] - Final Verdict and Alternatives

Sponsors

Querio → https://querio.ai 

Links

Lindy.ai - https://www.lindy.ai

Transistor - https://transistor.fm

N8N - https://n8n.io

Zapier - https://zapier.com

Crunchbase - https://www.crunchbase.com/organization/lindy

Find Us

YouTube - https://www.youtube.com/@PandCpodcast

Bluesky - https://bsky.app/profile/pandcpodcast.bsky.social

X - https://x.com/_pandcpodcast

Instagram - https://www.instagram.com/_pandcpodcast

LinkedIn - https://www.linkedin.com/company/p-and-c-podcast

Show more...
1 month ago
32 minutes

Prompt and Circumstance
Nano Banana Bonanza

Description
David and Ilan take you on a Nano Banana Bonanza and explore Google's viral image generation model. They tell you why it's creating such a buzz, how to use it effectively, and practical business applications beyond viral memes.

Chapters

  • [00:00] - What is Nano Banana and Why the Hype?
  • [02:26] - Identity Preservation: The Secret Sauce
  • [04:22] - Live Demo: Creating a Tech CEO Meme
  • [08:30] - When AI Struggles: Multiple People Problems
  • [09:15] - Pro Tips for Better Results
  • [11:17] - 91 Use Cases: Beyond the Basics
  • [12:23] - Business Applications: Slides and Mockups
  • [14:55] - Cost and Speed Advantages


Key Topics

  • Identity Consistency: How Nano Banana preserves facial features across transformations
  • Step-by-Step Approach: Breaking complex generations into manageable pieces
  • Context Limitations: Why multiple people in scenes cause problems
  • Business Applications: From presentation slides to app prototypes
  • Speed vs Quality: Fast generation with reroll capabilities
  • Natural Language Prompting: Less technical jargon required


Pro Tips

  • Do complex edits one step at a time
  • Extract elements (like clothing) separately before combining
  • Use the reroll button liberally - variability is expected
  • Fewer people in scenes = more consistent results
  • Leverage the 91 examples repository for inspiration


Sponsor
Querio – AI-powered data analysis tool for natural language product queries  
→ Try it at querio.ai

Links

  • Access Nano Banana: aistudio.google.com
  • 91 Use Cases Repository: https://github.com/PicoTrex/Awesome-Nano-Banana-images/blob/main/README_en.md 
  • E-boy image style examples: https://www.eboy.com/?srsltid=AfmBOoo4zi4NY619ErO9PV-Qobf6ClOBK3kjuuVyboNxhoPNlHf8eN2V


Find Us

  • YouTube - https://www.youtube.com/@PandCpodcast
  • Bluesky - https://bsky.app/profile/pandcpodcast.bsky.social
  • X - https://x.com/_pandcpodcast
  • Instagram - https://www.instagram.com/_pandcpodcast
  • LinkedIn - https://www.linkedin.com/company/p-and-c-podcast
Show more...
1 month ago
15 minutes

Prompt and Circumstance
Open AI and Microsoft are seeing other people (and other news for Sept 16)

David and Ilan dive into the news from the last week of AI and Vibe Coding, covering shifting partnerships between tech giants, breakthrough achievements in AI capabilities, and emerging concerns around safety and security.

Sponsor
Querio - AI agent for natural language data insights
https://querio.ai

Chapters

  • 00:00 - OpenAI Diversifies: $300B Oracle Cloud Deal 
  • 03:15 - Microsoft Chooses Anthropic Over OpenAI for Office 
  • 05:26 - Claude's New File Creation and Team Memory Features 
  • 06:38 - Google Report: 15% Productivity Gains (With Caveats) 
  • 08:54 - Child Safety Concerns with Meta's AI Characters 
  • 10:06 - Breaking: GPT-4.5 Passes the Turing Test 
  • 12:59 - AI Models Enter Fashion: Synthetic Vogue Campaign 
  • 16:15 - Security Alert: Claude Used in $17M Extortion Scheme 


Links

  • OpenAI to use Oracle for compute: https://finance.yahoo.com/news/openai-oracle-reportedly-ink-historic-190034718.html 
  • Microsoft uses Anthropic for Office AI: https://www.reuters.com/business/microsoft-use-some-ai-anthropic-shift-openai-information-reports-2025-09-09/ 
  • Claude can edit files: https://www.anthropic.com/news/create-files 
  • Claude memory for teams: https://www.anthropic.com/news/memory 
  • Google AI Cloud Trends Report: https://services.google.com/fh/files/misc/google_cloud_ai_trends.pdf 
  • Meta AI safety report: https://www.reuters.com/investigates/special-report/meta-ai-chatbot-guidelines/ 
  • Regulators investigating Meta: https://www.nytimes.com/2025/09/11/technology/google-meta-chatgpt-ai-chatbots.html 
  • UC San Diego Turing Test Study: https://arxiv.org/pdf/2503.23674 
  • Vogue AI model ad: https://www.bbc.com/news/articles/cgeqe084nn4o 
  • Vibe Hacking with Claude: https://www.nbcnews.com/news/amp/rcna227309 


Find Us
- YouTube: https://www.youtube.com/@PandCpodcast 
- Bluesky: https://bsky.app/profile/pandcpodcast.bsky.social 
- X: https://x.com/_pandcpodcast 
- Instagram: https://www.instagram.com/_pandcpodcast 
- LinkedIn: https://www.linkedin.com/company/p-and-c-podcast

Show more...
1 month ago
17 minutes

Prompt and Circumstance
Level up discovery with these AI tools

CHAPTERS
[00:00] Intro
[02:33] Defining problems using AI
[06:07] Generating hypotheses using AI
[12:30] The Mom Test
[15:04] Next Steps

SPONSOR
Querio - https://bit.ly/panc_querio

LINKS
The Mom Test - https://www.momtestbook.com/
Music by Oleksandr Savochka

FIND US
YouTube - https://www.youtube.com/@PandCpodcast
Bluesky - https://bsky.app/profile/pandcpodcast.bsky.social
X - https://x.com/_pandcpodcast
IG - https://www.instagram.com/_pandcpodcast
LinkedIn - https://www.linkedin.com/company/p-and-c-podcast

Show more...
1 month ago
16 minutes

Prompt and Circumstance
AI and Vibe Coding News for the Week of September 1

DESCRIPTION David and Ilan catch you up on the latest AI news, covering OpenAI's new budget tier, why 95% of AI projects fail, and Google's impressive new image generation capabilities.

  • OpenAI's $5 "Go tier" expands AI access globally
  • Small language models finding their niche in manufacturing
  • MIT report reveals harsh reality: 95% of AI projects fail
  • World models represent the next evolution beyond LLMs
  • Google's Nano Banana delivers lightning-fast image generation

CHAPTERS 
[00:00] - OpenAI's Go Tier: $5 AI for Global Markets 
[06:13] - Latam-GPT: Regional AI for Latin America

[07:13] - Small Language Models vs. LLMs 
[12:34] - MIT Report: Why 95% of AI Projects Fail 
[16:43] - Accenture CEO's Red Flags for AI Adoption 
[20:33] - World Models: Beyond Language Understanding 
[26:12] - Google's Nano Banana Image Generation Demo

KEY LINKS

  • Small language models 
    • https://www.wired.com/story/why-researchers-are-turning-to-small-language-models/
    • https://developers.googleblog.com/en/google-ai-edge-small-language-models-multimodality-rag-function-calling/
    • https://aimagazine.com/news/llms-vs-slms-how-ai-models-impact-sustainability
  • World Models 
    • https://www.theguardian.com/technology/2025/aug/05/google-step-artificial-general-intelligence-deepmind-agi
    • https://deepmind.google/discover/blog/genie-3-a-new-frontier-for-world-models/
    • https://www.youtube.com/watch?v=eyrDM3A_YFc&ab_channel=NVIDIADeveloper
    • Vsim https://techcrunch.com/2024/09/25/vsim-founded-by-nvidia-alums-raises-21-5m-for-robotics-simulation-tech/
  • GPT Go 
    • https://www.windowscentral.com/artificial-intelligence/openai-chatgpt/openai-quietly-launches-chatgpt-go-in-limited-regions
    • https://x.com/btibor91/status/1955170910694183005
    • https://www.forbes.com/sites/rebeccasadwick/2020/06/22/how-to-price-products/
  • Latam-GPT 
    • https://www.wired.com/story/latam-gpt-the-free-open-source-and-collaborative-ai-of-latin-america/
  • 95% of AI project fail 
    • https://mlq.ai/media/quarterly_decks/v0.1_State_of_AI_in_Business_2025_Report.pdf
  • Accenture CEO on failed AI projects 
    • https://fortune.com/2025/08/31/accenture-ceo-julie-sweet-ai-advice-success/
  • Nano Banana
    • https://blog.google/products/gemini/updated-image-editing-model/

SPONSORS

Co.Lab – Turn your idea into a working product with your first customers pre-loaded. Get $250 off here → https://bit.ly/pandc_colab

Querio – AI agent for natural language data insights. Use this link to book a demo and get 2 months free ($1,200 value) → https://bit.ly/panc_querio

FIND US
YouTube - https://www.youtube.com/@PandCpodcast
Bluesky - https://bsky.app/profile/pandcpodcast.bsky.social

X - https://x.com/_pandcpodcast
IG - https://www.instagram.com/_pandcpodcast
LinkedIn - https://www.linkedin.com/company/p-and-c-podcast

Show more...
2 months ago
32 minutes

Prompt and Circumstance
Becoming an AI native PM: Discovery pt 1

Welcome to season 2! In this season, David and Ilan are exploring the process of becoming an AI native product team by building a product from scratch using AI tools along the way. This week, you’ll get to hear about how they’re thinking of building a product and how deep research does just a mediocre job at coming up with business ideas.

Chapters

00:13 Building in Public: The Journey Begins

03:36 Exploring Problem Discovery

10:54 Niche Markets and Personal Interests

15:30 Evaluating GPT-Generated Problems

24:53 Sustainability and Consumer Choices

31:29Exploring AI Tools for Discovery

LINKS

Ilan’s product for teachers: https://teachr.me/

Bastion Cycles: https://bastioncycles.com/

Allura Red - https://web.archive.org/web/20170502145045/https://www.fda.gov/downloads/AdvisoryCommittees/CommitteesMeetingMaterials/FoodAdvisoryCommittee/UCM248549.pdf

SPONSORS Co.Lab Build Co-Pilot – Turn your idea into a working product with your first customers pre-loaded

→ https://bit.ly/pandc_colab

Querio – Natural language analytics for your product team

→ https://bit.ly/panc_querio

FIND US YouTube - https://www.youtube.com/@PandCpodcast Bluesky - https://bsky.app/profile/pandcpodcast.bsky.social X - https://x.com/_pandcpodcast IG - https://www.instagram.com/_pandcpodcast LinkedIn - https://www.linkedin.com/company/p-and-c-podcast

Music: Oleksandr Savochka

Show more...
2 months ago
32 minutes

Prompt and Circumstance
Why This Ex-Amazon PM Says Product Managers are Actually More Valuable in the AI Era

Nabeel Khan shares his journey from operations manager to Amazon's youngest Senior PM, and why he believes product management will thrive alongside AI development.

What we cover:

  • Career progression from warehouse operations to senior product leadership
  • Why product management fundamentals remain critical as AI tools evolve
  • The emergence of "vibe coding" in PM interviews and what it means
  • How AI prototyping tools are changing product development workflows
  • Practical advice for growing your PM career in an AI-integrated workplace


CHAPTERS

[00:00] - Introduction to Nabeel
[08:03] - The Future of Product Management

[24:23] - Getting Hired and Hiring Strategies


LINKS

Nabeel Khan - https://www.linkedin.com/in/nabeel-y-khan/

Nabeel’s company: Nayru - https://www.linkedin.com/company/trynayru/

Madhu Guru - Google moving from a writing first culture to a building-first one: https://x.com/realmadhuguru/status/1950336434126336154?s=46&t=ipsnrJAOf8pNNhup0-xHnQ

Vibe coding interview post: https://www.linkedin.com/posts/nabeel-y-khan_google-tech-productmanagement-activity-7349447677396312065-AyIo?utm_medium=ios_app&rcm=ACoAAA1kDVQBLeuCVf2Li66BAzt9_K3rn_283dU&utm_source=social_share_send&utm_campaign=copy_link

Jobs to be done: https://www.christenseninstitute.org/theory/jobs-to-be-done/


SPONSORS
Co.Lab Build Co-Pilot – Turn your idea into a working product with your first customers pre-loaded

→ https://bit.ly/pandc_colab

Querio – Natural language analytics for your product team

→ https://bit.ly/panc_querio

Click here to watch a video of this episode.

Show more...
2 months ago
31 minutes

Prompt and Circumstance
Interview with Rami Abi Habib | Querio

DESCRIPTION

Ilan interviews Rami, co-founder of Querio, about his journey from Amazon operations to product management to founding an AI-enabled startup. Rami drops knowledge on what PMs need to know when starting a company.

  • From warehouse operations to Alexa PM to AI startup founder
  • Building Querio: AI-native business intelligence platform
  • The art of "un-AI-ing" - when to remove AI from workflows
  • Shape Up framework and startup product development
  • Real AI workflows that actually help product teams

CHAPTERS

[00:00] - Rami's background: From Amazon warehouses to Alexa PM

[10:48] - Founding Querio and startup lessons learned

[19:39] - Querio demo: AI-powered data queries in action

[27:40] - "Un-AI-ing" your product and AI philosophy

[34:39] - Shape Up framework and where to find Rami

GUEST

Rami - LinkedIn: /in/datarami | X: @ramiabh | Calendar: calendly.com/ramiabh

SPONSORS

Querio – AI-native business intelligence platform for self-service data analytics → https://querio.ai

LINKS

Reid Hoffman quote - https://x.com/reidhoffman/status/847142924240379904?lang=en 

FIND US

YouTube - https://www.youtube.com/@PandCpodcast

Bluesky - https://bsky.app/profile/pandcpodcast.bsky.social

X - https://x.com/_pandcpodcast

IG - https://www.instagram.com/_pandcpodcast

LinkedIn - https://www.linkedin.com/company/p-and-c-podcast

Show more...
2 months ago
38 minutes

Prompt and Circumstance
Build an AI agent in less than 20 minutes

DESCRIPTION

Ilan and David demystify AI agents and show you that building them is more accessible than you think! They explore the difference between "agentic AI" and true "AI agents," walk through a practical framework, and build a working news summarization agent live using Replit.

  • What makes an AI agent vs. agentic AI
  • Breaking down agent development with product thinking
  • Live building demo: news summarization agent
  • Why the barrier to entry is lower than expected

CHAPTERS

[00:00] - Intro & Defining AI agents vs agentic AI

[06:18] - Testing the framework with examples

[10:06] - Breaking down the news agent problem

[13:39] - Step-by-step agent building tutorial

[20:13] - Technical implementation strategy

[23:59] - Live building demo in Replit

[27:51] - Results and key takeaways

SPONSORS

Querio – Natural language analytics for your product team. Two-month free trial for listeners. → https://bit.ly/panc_querio

Co.Lab Build Co-Pilot – Turn your idea into a working product with your first customers pre-loaded. $250 off for listeners. → https://bit.ly/pandc_colab

FIND US

YouTube - https://www.youtube.com/@PandCpodcast

Bluesky - https://bsky.app/profile/pandcpodcast.bsky.social

X - https://x.com/_pandcpodcast

IG - https://www.instagram.com/_pandcpodcast

LinkedIn - https://www.linkedin.com/company/p-and-c-podcast

Show more...
3 months ago
29 minutes

Prompt and Circumstance
Care Is The Last Differentiator: What Happens When The Cost Of Intelligence Hits Zero

DESCRIPTION
David is joined by Ray Kanani and Adam Kropf to discuss the evolving role of AI in product management, exploring its implications for society, practical applications, and the skills needed for product managers in this new era.

* How AI shifts the product manager’s job
* What expertise means in an LLM-powered world
* Why puzzles (yes, puzzles!) are a form of rebellion
* And the role of passion in the future of work

CHAPTERS
[00:00] - Intro
[01:00] - Intelligence going to zero
[03:30] - Is the hype real? Or are we hitting a plateau?
[05:00] - Cheap intelligence, expensive expertise
[07:00] - Using AI to challenge your own thinking
[09:00] - Marketing stacks are now AI-only
[10:30] - The sparring partner: ChatGPT with context memory
[12:00] - Voice interfaces and anthropomorphism
[17:00] - AI assistants vs. human patterns
[20:00] - Product skills that still matter: discovery, storytelling, context
[23:00] - What would you build if money didn’t matter?
[26:00] - The case for analog experiences: puzzles & purpose
[29:00] - Where to find Ray & Adam

SPONSORS
**Co.Lab Build Co-Pilot** – Turn your idea into a working product with your first customers pre-loaded
→ https://bit.ly/pandc_colab

**Querio** – Natural language analytics for your product team
→ https://bit.ly/panc_querio

LINKS
Adam Kropf - https://www.linkedin.com/in/akropf/

Ray Kanani - https://www.linkedin.com/in/raykanani/

Good Fortune Puzzle Co. - https://goodfortunepuzzleco.com/

FIND US
YouTube - https://www.youtube.com/@PandCpodcast
Bluesky - https://bsky.app/profile/pandcpodcast.bsky.social
X - https://x.com/_pandcpodcast
IG - https://www.instagram.com/_pandcpodcast
LinkedIn - https://www.linkedin.com/company/p-and-c-podcast

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3 months ago
30 minutes

Prompt and Circumstance
Which deep research is best? We test GPT, Gemini, and Perplexity

What if you could get a comprehensive market analysis that would normally take weeks of research in just 13 minutes, complete with competitor breakdowns, financial projections, and strategic frameworks? In this episode, we put AI's newest "deep research" capabilities to the ultimate test, pitting Gemini, ChatGPT, and Perplexity against each other in a head-to-head battle to analyze the explosive $30 billion vibe coding market. While AI companies are raising billions and getting acquired overnight (we're looking at you, Windsurf drama), we discovered which AI tool actually delivers actionable insights versus pretty charts with outdated data. And the results might surprise you! Whether you're a product manager hunting for market opportunities or just someone who wants to stop spending countless hours on research rabbit holes, this deep dive reveals which AI research assistant deserves a more prominent spot in your workflow.

CHAPTERS
[00:00] - News
[06:02] - The Setup
[10:52] - Perplexity
[20:10] - Gemini
[28:46] - GPT
[40:38] - Conclusion

SPONSORS
Build Co-Pilot - https://bit.ly/pandc_colab
Querio - https://bit.ly/panc_querio


NEWS
Open AI releases ChatGPT agent: https://openai.com/index/introducing-chatgpt-agent/

Lovable raised 200M at 1.8B valuation: https://techcrunch.com/2025/07/17/lovable-becomes-a-unicorn-with-200m-series-a-just-8-months-after-launch/

Windsurf reverse acqui-hire by Google, then acquisition by Cognition (makers of Devin): https://devops.com/cognition-ai-to-acquire-windsurf-after-google-licensing-deal/

FIND US
YouTube - https://www.youtube.com/@PandCpodcast
Bluesky - https://bsky.app/profile/pandcpodcast.bsky.social
X - https://x.com/_pandcpodcast
IG - https://www.instagram.com/_pandcpodcast
LinkedIn - https://www.linkedin.com/company/p-and-c-podcast

Click here to watch a video of this episode.

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3 months ago
47 minutes

Prompt and Circumstance
Three practical AI tools you can use today

What if the secret to next-level productivity was hiding in plain sight?

In this week's episode of Prompt and Circumstance, David and Ilan dive into three surprisingly powerful AI tools that could change the way you work. Forget the jargon and hype: they're sharing practical tips you can use immediately.


CHAPTERS
[00:00] News

[05:37] Voice dictation

[12:35] AI Studio

[15:51] Deep research & NotebookLM


SPONSORS
Build Co-Pilot - https://bit.ly/pandc_colab
Querio - https://bit.ly/panc_querio

TOOLS

  •  Aqua Voice - https://withaqua.com/
  •  Windows Voice Typing - https://bit.ly/4lmF1oe
  •  Mac Dictation - https://machow2.com/dictate-on-mac/
  •  AI Studio - https://aistudio.google.com/
  •  NotebookLM - https://notebooklm.google.com/

NEWS

  • Meta poaching AI talent: https://www.macrumors.com/2025/07/10/meta-offered-apple-ai-executive-over-200-million/
  • Apple considering acquiring Perplexity: https://www.barrons.com/articles/apple-stock-ai-perplexity-e77e049b
  • Mistral raising $1bn: https://www.datacenterdynamics.com/en/news/frances-mistral-seeks-1bn-equity-and-debt-financing/

FIND US

  • YouTube - https://www.youtube.com/@PandCpodcast
  • Bluesky - https://bsky.app/profile/pandcpodcast.bsky.social
  • X - https://x.com/_pandcpodcast
  • IG - https://www.instagram.com/_pandcpodcast
  • LinkedIn - https://www.linkedin.com/company/p-and-c-podcast

Click here to watch a video of this episode.

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3 months ago
19 minutes

Prompt and Circumstance
Which AI notetaker should you use? We reviewed 10 so you don't have to

SUMMARY
Which AI notetakers stack up and which ones just flop?

David (https://www.linkedin.com/in/dvuong/) and Ilan (https://www.linkedin.com/in/ilan-rotenberg/) test 10 AI note-taking tools in challenging conditions to find the best options for your meetings


CHAPTERS

00:00 Setting the Stage for AI Note Taking

01:08 Method

01:11 Scoring

03:13 Grain

06:45 Circleback

08:42 Sybill

10:41 Sembly

12:30 Fireflies

14:00 tl;dv

16:52 Zoom

20:35 Notta

24:11 Granola

25:50 Loom

30:53 Rev

32:54 Tiers


AI NOTE-TAKERS WE TESTED

Fireflies, Sembly, Circleback, Sybill, Granola, Zoom, Loom, tl;dv, Grain, Notta

Bonus:

Rev (transcription service)


FIND US

  • YouTube - **https://www.youtube.com/@PandCpodcast**
  • Bluesky - **https://bsky.app/profile/pandcpodcast.bsky.social**
  • X - **https://x.com/_pandcpodcast**
  • IG - **https://www.instagram.com/_pandcpodcast**
  • LinkedIn - **https://www.linkedin.com/company/p-and-c-podcast**

Click here to watch a video of this episode.

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4 months ago
35 minutes

Prompt and Circumstance
He Pushed a Vibe Coded App to Production. What Did He Learn?

Ilan pushed a vibe coded app to production and shares three important lessons he learned along the way.

Here's the link to the working prototype.


EPISODE CHAPTERS
[00:00] - Intro
[01:00] - Important AI News
[05:00] - Lessons

MENTIONED

  • Anthropic did not breach copyright
  • NYT v. OpenAI
  • Disney, Universal v Midjourney
  • Sony, Universal, Warner v. Suno & Udio
  • Bolt - https://bolt.new/
  • Netlify - https://www.netlify.com/


SPONSORS
Build Co-Pilot - https://bit.ly/pandc_colab
Querio - https://bit.ly/panc_querio

CONNECT WITH US
Podcast: @pandcpodcast
Leave a review on your favorite podcast app
Suggest topics in the comments

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4 months ago
20 minutes

Prompt and Circumstance
Introduction to Model Context Protocol: the Game-changing Protocol that Every Product Team Should Know


Episode Summary

David and Ilan dive deep into Model Context Protocol (MCP), the emerging standard that's revolutionizing how AI agents interact with software platforms. Learn why this could be more important than traditional APIs and how it's already transforming product workflows.


What You'll Learn

  • What is MCP? Understanding Model Context Protocol and why it matters
  • Real-world implementation Step-by-step walkthrough of AI agents managing projects across Jira and Asana
  • When to use MCP Two key scenarios for product teams to consider
  • Security best practices OAuth, access control, and avoiding common pitfalls
  • Latest AI news Secret exposure in AI coding tools and new browser launches


Key Topics & Timestamps

[00:00] AI News Roundup

  • Browser Company launches Dia AI browser
  • 40% higher secret exposure with AI coding tools
  • New AI coding tool launches and market saturation

[06:22] What is Model Context Protocol (MCP)?

  • Problem MCP solves for AI agents
  • Why traditional API integrations fall short
  • MCP servers vs. traditional APIs

[11:31] Real-World MCP Example

  • 16-step process walkthrough
  • AI agent coordinating between Jira and Asana
  • Automatic project status updates

[20:27] Security & Best Practices

  • OAuth authentication mechanisms
  • Role-based access control
  • Avoiding fake MCP server exploits


Mentioned in this episode

  • Anthropic - Model Context Protocol creators [https://www.anthropic.com/]
  • Jira/Atlassian - Project management with MCP integration [https://www.atlassian.com/platform/remote-mcp-server]
  • Asana - Task management platform [https://developers.asana.com/docs/mcp-server]
  • Browser Company - Dia AI browser [https://x.com/browsercompany/status/1932800009860272494]
  • Wix - Acquired Israeli AI startup for $80M [https://techcrunch.com/2025/06/18/6-month-old-solo-owned-vibe-coder-base44-sells-to-wix-for-80m-cash/]
  • API Security - 40% higher secret leaks [https://thehackernews.com/2025/06/secure-vibe-coding-complete-new-guide.html]
  • Builder.IO - Launched a new vibecoding tool [https://www.builder.io/?ref=producthunt]


Useful Links


MCP Resources

  • Anthropic MCP Documentation
  • MCP Specification on GitHub
  • Claude MCP Integration Guide


Security & Best Practices

  • OAuth 2.0 Security Best Practices
  • API Security Checklist


AI Coding Security

  • GitHub Secret Scanning
  • OWASP API Security Top 10

Sponsors

Build Co-Pilot - https://bit.ly/pandc_colab

Querio - https://bit.ly/panc_querio


Connect With Us

  • Podcast: @pandcpodcast
  • Leave a review on your favorite podcast app
  • Suggest topics in the comments
Show more...
4 months ago
23 minutes

Prompt and Circumstance
Real professional product people review AI tools!