Talk Python To Me - #517: Agentic Al Programming with Python

Agentic AI programming is what happens when coding assistants stop acting like autocomplete and start collaborating on real work. In this episode, we cut through the hype and incentives to define “agentic,” then get hands-on with how tools like Cursor, Claude Code, and LangChain actually behave inside an established codebase. Our guest, Matt Makai, now VP of Developer Relations at DigitalOcean, creator of Full Stack Python and Plushcap, shares hard-won tactics. We unpack what breaks, from brittle “generate a bunch of tests” requests to agents amplifying technical debt and uneven design patterns. Plus, we also discuss a sane git workflow for AI-sized diffs. You’ll hear practical Claude tips, why developers write more bugs when typing less, and where open source agents are headed. Hint: The destination is humans as editors of systems, not just typists of code.

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Why Generative AI Coding Tools and Agents Do Not Work for Me: blog.miguelgrinberg.com
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New Books in Native American Studies - Angela C. Tozer, “The Debt of a Nation: Land and the Financing of the Canadian Settler State, 1820-73” (U of British Columbia Press, 2025)

You’ve got to speculate to accumulate. We apply that notion to individuals in pursuit of wealth, but what about countries? The Debt of a Nation: Land and the Financing of the Canadian Settler State, 1820–73 (U of British Columbia Press, 2025) is the first comprehensive history of Canada’s nineteenth-century public debt. Beginning in the 1820s, loans gave British North American settler governments access to unprecedented amounts of capital at low interest rates. The credit for such loans derived from colonial appropriation of Indigenous territories, and this process essentially created a market value for stolen land.

Dr. Angela Tozer explores the role of public debt financing in the consolidation of the Canadian settler state: Upper Canada’s first public debt, issued as securities on the London Stock Exchange; the unique government land tenure of Prince Edward Island and attendant impact on Mi’kmaw homelands; and the purchase of Rupert’s Land via a loan. She analyzes how an economic system centred on credit and debt relied on two factors: settlers had to become the risk bearers – though not necessarily the beneficiaries – of loans, and colonial governments had to have the power to appropriate Indigenous territories in order to appear creditworthy.

This history of the intimate relationship between public debt and colonization underscores the importance of the appropriation of Indigenous lands to global markets.

This interview was conducted by Dr. Miranda Melcher whose book focuses on post-conflict military integration, understanding treaty negotiation and implementation in civil war contexts, with qualitative analysis of the Angolan and Mozambican civil wars. You can find Miranda’s interviews on New Books with Miranda Melcher, wherever you get your podcasts.

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Opening Arguments - Republicans Are Messing with Texas

OA1184 - The saying pretty explicitly tells us to don't, and yet here they are not don'ting. This week on Rapid Response Friday: why is a Texas lawmaker filing a habeas petition asking a federal court to release her from the state capitol building? What’s the deal with redistricting, and is Texas’s plan to tip the balance in the U.S. House of Representatives actually legal? Jenessa brings her voting rights expertise to explain why this plan is so bad that state Democratic leaders had to go on the lam on threat of arrest to try to stop it. We then briefly discuss the import of Attorney General Pam Bondi pulling back from her attempt to take over DC’s entire police force before Matt takes on a couple of little-noticed immigration policy memos in which the Trump administration has given itself dangerously broad new powers to determine things like an immigrant’s “good moral character” and “anti-American” activities and associations.

Finally in today’s footnote: it’s Columbia-on-Columbia violence as the West Coast sportswear company goes to war with the East Coast Ivy League university over some IP nonsense which gives Matt yet another excuse to be correct about fonts.

Check out the OA Linktree for all the places to go and things to do!

The NewsWorthy - Alligator Alcatraz Blocked, Health Research Cuts & College Football Returns – Friday, August 22, 2025

The news to know for Friday, August 22, 2025!

We’ll tell you why Florida is being told to undo the “Alligator Alcatraz” migrant facility, and how President Trump’s crackdown has already changed the demographics of the country.

Also, details of a new trade deal between the U.S. and Europe.

And a Supreme Court decision impacting health research funding.

Plus, the Grammy winner who was arrested and hospitalized, the teams to watch this college football season, and one girl’s unique backpack invention making a difference for the community.

 

Those stories and even more news to know in about 10 minutes! 

 

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What A Day - Why We’re In A Redistricting Race To The Bottom

On Thursday, California lawmakers passed a redistricting plan aimed at winning Democrats up to five more U.S. House seats in the 2026 elections. It was the latest escalation in a gerrymandering battle between red and blue states, after the GOP-controlled Texas House approved redrawn congressional maps Wednesday. Other states, like New York and Indiana, may soon follow. Former U.S. Representative and current Democratic candidate for U.S. Senate, Colin Allred of Texas, breaks down what this means for the Lone Star State and the 2026 midterms.

And in headlines, Russia strikes an American-owned electronics plant in Ukraine, the Department of Justice goes after gender-affirming care for young people, and President Donald Trump thanks troops patrolling Washington, D.C.

Show Notes:

Pod Save America - Officer Trump Patrols Washington

Donald Trump heads out on "patrol" in Washington, JD Vance hosts a photo op with the National Guard at the Union Station Shake Shack, and Stephen Miller—taking a moment away from terrorizing immigrants—excoriates "communists" and "elderly white hippies" for daring to protest. Dan and Jon break down the latest news coming out of occupied Washington, including Trump's new history-erasing reforms at the Smithsonian, his new ideological screening program from green card applicants, and MAGA goon Bill Pulte's weaponization of the Federal Housing Finance Authority. Then, Congressman Jake Auchincloss stops by the studio to talk to Jon about why Democrats need to embrace big ideas again.

WSJ Tech News Briefing - Tech Giants Struggle to Live Up to Affordable Housing Promises

Meta Platforms, Google and Apple pledged billions of dollars to make housing more affordable in Silicon Valley. Six years later, the results haven’t lived up to expectations. WSJ reporter Nicole Friedman joins us to explain why. And WSJ personal tech columnist Nicole Nguyen shares how Google’s new Pixel 10 phone offers a glimpse into what the future of AI-powered smartphones could look like. Liz Young hosts.


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The Best One Yet - 💆‍♀️ “AI-ahhhhhh” – Equinox’s AI masseuse. Robinhood’s QB sneak. Millennials’ tantrum tax. +9/9/9 Hot Dog strategy.

Equinox is adding AI robot masseuses to 60 of their gym locations… and it’s actually good for the job market.

Robinhood launched football betting predictions… It’s a sports betting QB sneak.

Millennials are dropping up to $147K for 5 years of daycare… It’s the Childcare Tax.

Plus, trying the “9-9-9 Challenge” this weekend?… 9 beers, 9 hotdogs, in 9 baseball innings.


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What Next | Daily News and Analysis - TBD | The CDC Under Fire

Two weeks ago, a gunman fired over 500 bullets at the Centers for Disease Control and Prevention building in Atlanta. Between the anti-public health rhetoric coming from Robert F. Kennedy Jr. at the top, personnel cuts and firings, and now a literal shooting, many employees are reaching their breaking point.  

 

Guest: Lauren Weber, health science accountability reporter for the Washington Post.


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Short Wave - Could labs replace your natural chocolate?

Chocolate may fill grocery store shelves around the world, but the raw product that powers chocolate is far more selective. The majority of chocolate farms are found in West Africa and South America – just 20 degrees north or south of the equator. Each farm produces chocolate of a different flavor. Some cocoa tastes fruitier; others, more floral. Nutty. Earthy. Spicy. But what drives these different flavor profiles? And can it be recreated in a lab? 

A team led by scientists at the University of Nottingham in the UK sought to find out and published their results in the journal Nature Microbiology this week. 

Curious about other ways science intersects with food? Email us at shortwave@npr.org.

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