Code Story: Insights from Startup Tech Leaders - S11 Bonus: Tanmai Gopal, PromptQL

Tanmai Gopal is a repeat guest on the podcast. Back in Season 7, he came on to tell the creation story of Hasura, which is a universal data access layer for next generations apps. He talked through he and his colleagues frustration with building API after API, and taking steps to ensure people wanted to not do that work anymore.

As Hasura started to take off, Tanmai started to ask the question around what was the right method for developers, in particular their applications, to access data. With the advent of AI, he and his team dug into what the right problems were to solve - and they identified the main problem with this type of tech was accuracy and trust.

This is the creation story of PromptQL.

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The Stack Overflow Podcast - What leaders need to know from the 2025 Stack Overflow Developer Survey

In this episode of Leaders of Code, Eira May, B2B Editor at Stack Overflow, and Natalie Rotnov, Senior Product Marketing Manager for the Enterprise Product Suite at Stack Overflow, unpack the key takeaways from the 2025 Developer Survey for tech and business leaders. The discussion focuses on the evolving developer relationship with AI, the continued struggle with tool sprawl, and actionable recommendations for leaders looking to deliver value and improve developer experience.

The discussion covers critical findings for tech leaders:

  • The decline in developer trust in AI is linked to two main frustrations: solutions that are "almost right, but not quite" and the time wasted debugging AI-generated code.
  • Human connection and community validation remain vital: 80% of developers still visit Stack Overflow regularly, and the number of "advanced questions" on the public platform has doubled since 2023, underscoring AI’s limitations when it comes to complex, context-dependent questions.
  • Tool sprawl continues, as most developers use 6–10 tools, suggesting that AI tends to complicate rather than simplify workflows.

Notes:

  • Explore key insights from the 2025 Stack Overflow Developer Survey, consolidated into an executive-ready summary. 
  • Connect with Natalie Rotnov on LinkedIn.


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Big Technology Podcast - Amazon’s Panos Panay: The Reality of Building Alexa Plus and AI Assistants

Panos Panay is Amazon’s head of Devices & Services. Panay returns to Big Technology Podcast to discuss Alexa Plus's delayed rollout, when the assistant is releasing to everyone, and the challenge of building these products. Tune in for specifics on compatibility, usage spikes, and what “day one” means when you have hundreds of millions of customers. We also cover the future of computing, from phones to wearables and home devices. Hit play for a grounded look at what’s real now—and what’s coming next.

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Code Story: Insights from Startup Tech Leaders - S11 E22: Ryan Wang, Assembled

Ryan Wang has had a winding set of paths to get to where he is today. He studied economics and statistics, with the intent of going to grad school and becoming a professor. After talking with his boss at the time, Steven Levitt (also one of the authors of Freakonomics), he was convinced that was not the best path. Eventually, he joined stripe via nepotism, and became a software developer via data science. Outside of tech, he loves to read about different topics. Right now, he is reading about owls, and also loves to read fiction and poetry. In fact, he drops poetry occasionally at his current venture.

While at Stripe, back when it was an 80 person company, Ryan noticed people doing support tickets on their own. After he spent some time there, he and his now co-founder started to tinker in machine learning for support. As he made progress, a leader pointed out that the real problem was around workforce management.

This is the creation story of Assembled.

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The Stack Overflow Podcast - Open source is giving you choices with your agent systems

Ryan welcomes John Dickerson, CEO of Mozilla.ai, to talk about the evolving landscape of AI agents, the role of open source in keeping the tech ecosystem healthy, the challenges OS communities have faced with the rise of AI, and the implications of data privacy and user choice in the age of multi-agent AI systems. 

Episode notes:

Mozilla.ai is building the agent platform that helps organizations safely automate real work with AI agents. 

Connect with John on Linkedin or email him at john@mozilla.ai. 

Congrats to Populist badge winner Philipp Merkle, who won it for their answer to How to set the -Xmx when start running a jar file?.

TRANSCRIPT

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Talk Python To Me - #524: 38 things Python developers should learn in 2025

Python in 2025 is different. Threads really are about to run in parallel, installs finish before your coffee cools, and containers are the default. In this episode, we count down 38 things to learn this year: free-threaded CPython, uv for packaging, Docker and Compose, Kubernetes with Tilt, DuckDB and Arrow, PyScript at the edge, plus MCP for sane AI workflows. Expect practical wins and migration paths. No buzzword bingo, just what pays off in real apps. Join me along with Peter Wang and Calvin Hendrix-Parker for a fun, fast-moving conversation.

Episode sponsors

Seer: AI Debugging, Code TALKPYTHON
Agntcy
Talk Python Courses

Calvin Hendryx-Parker: github.com/calvinhp
Peter on BSky: @wang.social

Free-Threaded Wheels: hugovk.github.io
Tilt: tilt.dev
The Five Demons of Python Packaging That Fuel Our ...: youtube.com
Talos Linux: talos.dev
Docker: Accelerated Container Application Development: docker.com
Scaf - Six Feet Up: sixfeetup.com
BeeWare: beeware.org
PyScript: pyscript.net
Cursor: The best way to code with AI: cursor.com
Cline - AI Coding, Open Source and Uncompromised: cline.bot

Watch this episode on YouTube: youtube.com
Episode #524 deep-dive: talkpython.fm/524
Episode transcripts: talkpython.fm

Theme Song: Developer Rap
🥁 Served in a Flask 🎸: talkpython.fm/flasksong

---== Don't be a stranger ==---
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Bluesky: @talkpython.fm
Mastodon: @talkpython@fosstodon.org
X.com: @talkpython

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Michael on Mastodon: @mkennedy@fosstodon.org
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Python Bytes - #454 It’s some form of Elvish

Topics covered in this episode:
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About the show

Sponsored by us! Support our work through:

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Join us on YouTube at pythonbytes.fm/live to be part of the audience. Usually Monday at 10am PT. Older video versions available there too.

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Brian #1: djrest2 - A small and simple REST library for Django based on class-based views.

Michael #2: Github CLI

  • GitHub’s official command line tool
  • Features
    • Checking out a pull request locally
    • You can clone any repository using OWNER/REPO syntax: gh repo clone cli/cli
    • Create a pull request interactively: gh pr create
  • See all at cli.github.com/manual/examples

Brian #3: caniscrape - Know before you scrape. Analyze any website's anti-bot protections in seconds.

  • reddit announcement and discussion

  • caniscrape checks a website for common anti-bot mechanisms and reports:

    • A difficulty score (0–10)
    • Which protections are active (e.g., Cloudflare, Akamai, hCaptcha, etc.)
    • What tools you’ll likely need (headless browsers, proxies, CAPTCHA solvers, etc.)
    • Whether using a scraping API might be better

    This helps you decide the right scraping approach before you waste time building a bot that keeps getting blocked.

Michael #4: 🐴 GittyUp

  • Never forget to pull again: Automatically discover and update all your Git repositories with one command.
  • Built initially to solve this problem
  • Rebuilt and published last week as part of my upcoming Agentic AI Programming for Python course. Get notified this week at training.talkpython.fm/getnotified
  • Update everything in a folder tree with gittyup
  • Review changes, blockers, etc with gittyup --explain

Extras

Brian:

Michael:

Joke: Some form of Elvish

Big Technology Podcast - Erotic ChatGPT, Zuck’s Apple Assault, AI’s Sameness Problem

Ranjan Roy from Margins is back for our weekly discussion of the latest tech news. We cover: 1) Sam Altman says ChatGPT will start to have erotic chats with interested adults 2) Also, more sycophancy? 3) Is sycophancy the lost love language 4) Is erotic ChatGPT good for OpenAI’s business? 5) Is erotic ChatGPT a sign that AGI is actually far away? 6) OpenAI’s latest business metrics revealed 7) Google’s AI contributes to cancer discovery 8) Anthropic’s Jack Clark on AI becoming self aware 9) Is Zuck poaching Apple  AI engineers mostly to hurt Apple? 10) AI’s sameness problem 11) Ranjan rants against workslop 

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AI's Sameness Problem: https://www.bigtechnology.com/p/ais-sameness-problemhttps://www.bigtechnology.com/p/ais-sameness-problem


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African Tech Roundup - Prince Nwadeyi of SAG Ventures: Building solutions corporates commission but won’t execute themselves

Episode overview: Prince Nwadeyi spent years providing market research that unlocked South Africa's R600 billion (~USD 34.4 billion) informal economy for blue-chip clients. The likes of Swiss Re, Liberty, NASPARS all wanted the insights. Few wanted the execution risk. In conversation with Andile Masuku, Nwadeyi explains why his holding company SAG Ventures stopped selling insights and started building businesses. From Mustard Finance Group (formerly Setana Capital) providing working capital to township spaza shops (micro convenience stores), to Purchase Pal embedding funeral cover into everyday groceries, Nwadeyi's ventures share a common thread: aligning incentives across entire value chains whilst playing a longer game than quarterly-focused corporates can stomach. His journey from UCT postgrad researcher to operator deploying millions in credit with a claimed 99.9% repayment rate offers a masterclass in strategic patience and the power of granular consumer understanding. Key insights: - On why insights alone don't create impact: "We realised that some of the executives were not willing to take the risk, not for any risk of their own, but really just how the incentive structure set up within corporate." Nwadeyi discovered that knowing differently doesn't translate to acting differently when bonuses hang in the balance. The solution? Stop asking permission and build the innovation yourself. - On aligning incentives to unlock impossible markets: Working capital finance to informal retailers seemed impossible until Nwadeyi mapped the ecosystem. Wholesalers wanted more sales but couldn't offer credit. They did have transaction data. "Can we build a technology solution that interprets that data at scale to enable unique insight that traditional finance institutions don't have access to?" The result: finance the stock purchase to the wholesaler, the SME repays over 14 days, everyone wins. One of their spaza shop clients recently scaled from one store to three and bought her first house for R1 million (~USD 57,400) cash. - On thinking in decades whilst executing in months: "You don't have to think in days. You have to think in decades." Purchase Pal (what Nwadeyi claims to be "the world's first FMCG-embedded funeral insurance") represents one piece of a five-year strategy spanning multiple financial services verticals. The long game enables patient execution whilst maintaining corporate relevance. "What's my exit point? What's my entry point? Am I wanting to build this alongside?" - On why research beats assumptions every time: A tearful interview during his MPhil research - a woman describing the humiliation of borrowing money to bury her mother whilst neighbours gossiped about her poverty - sparked the Purchase Pal concept. "What if we could unlock quote unquote, what I call, no cost insurance?" Years of ethnographic research revealed the margin structure in FMCG goods, the cost burden of traditional insurance intermediation, and the customer stickiness problem facing consumer goods manufacturers. Research made the impossible obvious. Notable moment: The pivot from consultant to operator: Walking through a Cape Flats township, Nwadeyi's co-founder encountered a spaza shop owner struggling for financing. "All I ever wanted to do is to feed myself, feed my family or feed my business." That human story, repeated across thousands of township retailers, shifted SAG from insight provider to solution builder. Traditional finance wouldn't touch these operators. Nwadeyi's team reportedly deployed over R100 million (~USD 5.7 million) and achieved 99.9% repayment rates. Image credit: SAG Ventures

The Stack Overflow Podcast - Why rent a cloud when you can build one?

Andrei Kvapil, founder of Ænix and core developer of Cozystack, joins Ryan to dive into what it takes to build a cloud from scratch, the intricacies of Kubernetes and virtualization, and how open-source has made digital sovereignty possible. 

Episode notes:

Cozystack is a Kubernetes-based framework for building a private cloud environment.

Connect with Andrei on Linkedin

Today’s shoutout goes to user Adam for winning a Populist badge for their answer to Regex replace text but exclude when text is between specific tag

TRANSCRIPT


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