Journalist/developer. Storytelling developer @ USA Today Network. Builder of @HomicideWatch. Sinophile for fun. Past: @frontlinepbs @WBUR, @NPR, @NewsHour.
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Thoughts on OpenAI acquiring Astral and uv/ruff/ty

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The big news this morning: Astral to join OpenAI (on the Astral blog) and OpenAI to acquire Astral (the OpenAI announcement). Astral are the company behind uv, ruff, and ty - three increasingly load-bearing open source projects in the Python ecosystem. I have thoughts!

The official line from OpenAI and Astral

The Astral team will become part of the Codex team at OpenAI.

Charlie Marsh has this to say:

Open source is at the heart of that impact and the heart of that story; it sits at the center of everything we do. In line with our philosophy and OpenAI's own announcement, OpenAI will continue supporting our open source tools after the deal closes. We'll keep building in the open, alongside our community -- and for the broader Python ecosystem -- just as we have from the start. [...]

After joining the Codex team, we'll continue building our open source tools, explore ways they can work more seamlessly with Codex, and expand our reach to think more broadly about the future of software development.

OpenAI's message has a slightly different focus (highlights mine):

As part of our developer-first philosophy, after closing OpenAI plans to support Astral’s open source products. By bringing Astral’s tooling and engineering expertise to OpenAI, we will accelerate our work on Codex and expand what AI can do across the software development lifecycle.

This is a slightly confusing message. The Codex CLI is a Rust application, and Astral have some of the best Rust engineers in the industry - BurntSushi alone (Rust regex, ripgrep, jiff) may be worth the price of acquisition!

So is this about the talent or about the product? I expect both, but I know from past experience that a product+talent acquisition can turn into a talent-only acquisition later on.

uv is the big one

Of Astral's projects the most impactful is uv. If you're not familiar with it, uv is by far the most convincing solution to Python's environment management problems, best illustrated by this classic XKCD:

xkcd comic showing a tangled, chaotic flowchart of Python environment paths and installations. Nodes include "PIP", "EASY_INSTALL", "$PYTHONPATH", "ANACONDA PYTHON", "ANOTHER PIP??", "HOMEBREW PYTHON (2.7)", "OS PYTHON", "HOMEBREW PYTHON (3.6)", "PYTHON.ORG BINARY (2.6)", and "(MISC FOLDERS OWNED BY ROOT)" connected by a mess of overlapping arrows. A stick figure with a "?" stands at the top left. Paths at the bottom include "/usr/local/Cellar", "/usr/local/opt", "/usr/local/lib/python3.6", "/usr/local/lib/python2.7", "/python/", "/newenv/", "$PATH", "????", and "/(A BUNCH OF PATHS WITH "FRAMEWORKS" IN THEM SOMEWHERE)/". Caption reads: "MY PYTHON ENVIRONMENT HAS BECOME SO DEGRADED THAT MY LAPTOP HAS BEEN DECLARED A SUPERFUND SITE."

Switch from python to uv run and most of these problems go away. I've been using it extensively for the past couple of years and it's become an essential part of my workflow.

I'm not alone in this. According to PyPI Stats uv was downloaded more than 126 million times last month! Since its release in February 2024 - just two years ago - it's become one of the most popular tools for running Python code.

Ruff and ty

Astral's two other big projects are ruff - a Python linter and formatter - and ty - a fast Python type checker.

These are popular tools that provide a great developer experience but they aren't load-bearing in the same way that uv is.

They do however resonate well with coding agent tools like Codex - giving an agent access to fast linting and type checking tools can help improve the quality of the code they generate.

I'm not convinced that integrating them into the coding agent itself as opposed to telling it when to run them will make a meaningful difference, but I may just not be imaginative enough here.

What of pyx?

Ever since uv started to gain traction the Python community has been worrying about the strategic risk of a single VC-backed company owning a key piece of Python infrastructure. I wrote about one of those conversations in detail back in September 2024.

The conversation back then focused on what Astral's business plan could be, which started to take form in August 2025 when they announced pyx, their private PyPI-style package registry for organizations.

I'm less convinced that pyx makes sense within OpenAI, and it's notably absent from both the Astral and OpenAI announcement posts.

Competitive dynamics

An interesting aspect of this deal is how it might impact the competition between Anthropic and OpenAI.

Both companies spent most of 2025 focused on improving the coding ability of their models, resulting in the November 2025 inflection point when coding agents went from often-useful to almost-indispensable tools for software development.

The competition between Anthropic's Claude Code and OpenAI's Codex is fierce. Those $200/month subscriptions add up to billions of dollars a year in revenue, for companies that very much need that money.

Anthropic acquired the Bun JavaScript runtime in December 2025, an acquisition that looks somewhat similar in shape to Astral.

Bun was already a core component of Claude Code and that acquisition looked to mainly be about ensuring that a crucial dependency stayed actively maintained. Claude Code's performance has increased significantly since then thanks to the efforts of Bun's Jarred Sumner.

One bad version of this deal would be if OpenAI start using their ownership of uv as leverage in their competition with Anthropic.

Astral's quiet series A and B

One detail that caught my eye from Astral's announcement, in the section thanking the team, investors, and community:

Second, to our investors, especially Casey Aylward from Accel, who led our Seed and Series A, and Jennifer Li from Andreessen Horowitz, who led our Series B. As a first-time, technical, solo founder, you showed far more belief in me than I ever showed in myself, and I will never forget that.

As far as I can tell neither the Series A nor the Series B were previously announced - I've only been able to find coverage of the original seed round from April 2023.

Those investors presumably now get to exchange their stake in Astral for a piece of OpenAI. I wonder how much influence they had on Astral's decision to sell.

Forking as a credible exit?

Armin Ronacher built Rye, which was later taken over by Astral and effectively merged with uv. In August 2024 he wrote about the risk involved in a VC-backed company owning a key piece of open source infrastructure and said the following (highlight mine):

However having seen the code and what uv is doing, even in the worst possible future this is a very forkable and maintainable thing. I believe that even in case Astral shuts down or were to do something incredibly dodgy licensing wise, the community would be better off than before uv existed.

Astral's own Douglas Creager emphasized this angle on Hacker News today:

All I can say is that right now, we're committed to maintaining our open-source tools with the same level of effort, care, and attention to detail as before. That does not change with this acquisition. No one can guarantee how motives, incentives, and decisions might change years down the line. But that's why we bake optionality into it with the tools being permissively licensed. That makes the worst-case scenarios have the shape of "fork and move on", and not "software disappears forever".

I like and trust the Astral team and I'm optimistic that their projects will be well-maintained in their new home.

OpenAI don't yet have much of a track record with respect to acquiring and maintaining open source projects. They've been on a bit of an acquisition spree over the past three months though, snapping up Promptfoo and OpenClaw (sort-of, they hired creator Peter Steinberger and are spinning OpenClaw off to a foundation), plus closed source LaTeX platform Crixet (now Prism).

If things do go south for uv and the other Astral projects we'll get to see how credible the forking exit strategy turns out to be.

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chrisamico
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The autism spectrum isn’t a sliding scale; 39 traits show the complexity

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March 17, 2026

2 min read

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Here’s what the autism spectrum really looks like

The autism spectrum is big, vibrant and complicated, a new graphic of 39 traits shows

Cropped image of a row of three colorful sunburst charts.

Amanda Montañez

Autism is a spectrum. This metaphor is a helpful way to explain why autism looks and feels so varied across different people. Since 2013 it’s been baked into the name of the diagnosis itself, autism spectrum disorder (ASD). But what does this spectrum look like?

It’s not simply a one-dimensional scale from “more autistic” to “less autistic,” which would collapse so much of the diversity that the spectrum metaphor is meant to showcase. There is no single trait that defines autism: it encompasses differences in social communication skills, interests, sensory sensitivities, and more. Every person’s profile is unique. These graphics, based on clinicians’ evaluations of actual people using the Autism Symptom Dimensions Questionnaire, reveal a more nuanced “spectrum” of differences.

And this picture doesn’t factor in how people’s profiles change over time in response to treatments, life circumstances or age. It also doesn’t measure individuals’ overall cognitive ability, something researchers treat as a separate but important feature that can affect someone’s particular constellation of traits.

Not all these characteristics are impairments that should be treated. “Someone not making eye contact is useful information for diagnosing autism,” but it is not necessarily an appropriate target for intervention, says Ari Ne’eman, co-founder of the Autistic Self Advocacy Network and a health policy researcher at Harvard University. Many of these traits are best thought of as normal human variation rather than something to be treated or changed, Ne’eman says.

A spectrum in many dimensions

Each of the 39 wedges in the circle represents one question in the Autism Symptom Dimensions Questionnaire. The traits associated with each question (listed below) are grouped into key symptom factors—the main aspects of behavior that evaluators look for when they assess someone for autism.

Amanda Montañez; Source: “The Autism Symptom Dimensions Questionnaire: Development and Psychometric Evaluation of a New, Open-Source Measure of Autism Symptomatology,” by Thomas W. Frazier et al., in Developmental Medicine & Child Neurology, Vol. 65, No. 8; August 2023 (data)

Variation across individuals

These charts represent questionnaire responses for three different autistic individuals. These data reflect each person’s strengths and challenges at their current stage of development and may change over time.

Amanda Montañez; Source: “The Autism Symptom Dimensions Questionnaire: Development and Psychometric Evaluation of a New, Open-Source Measure of Autism Symptomatology,” by Thomas W. Frazier et al., in Developmental Medicine & Child Neurology, Vol. 65, No. 8; August 2023 (data)

It’s Time to Stand Up for Science

If you enjoyed this article, I’d like to ask for your support. Scientific American has served as an advocate for science and industry for 180 years, and right now may be the most critical moment in that two-century history.

I’ve been a Scientific American subscriber since I was 12 years old, and it helped shape the way I look at the world. SciAm always educates and delights me, and inspires a sense of awe for our vast, beautiful universe. I hope it does that for you, too.

If you subscribe to Scientific American, you help ensure that our coverage is centered on meaningful research and discovery; that we have the resources to report on the decisions that threaten labs across the U.S.; and that we support both budding and working scientists at a time when the value of science itself too often goes unrecognized.

In return, you get essential news, captivating podcasts, brilliant infographics, can't-miss newsletters, must-watch videos, challenging games, and the science world's best writing and reporting. You can even gift someone a subscription.

There has never been a more important time for us to stand up and show why science matters. I hope you’ll support us in that mission.

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chrisamico
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Astral to join OpenAI

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I started Astral to make programming more productive.

From the beginning, our goal has been to build tools that radically change what it feels like to work with Python – tools that feel fast, robust, intuitive, and integrated.

Today, we're taking a step forward in that mission by announcing that we've entered into an agreement to join OpenAI as part of the Codex team.

Over the past few years, our tools have grown from zero to hundreds of millions of downloads per month across Ruff, uv, and ty. The Astral toolchain has become foundational to modern Python development. The numbers – and the impact – went far beyond my most ambitious expectations at every step of the way.

Open source is at the heart of that impact and the heart of that story; it sits at the center of everything we do. In line with our philosophy and OpenAI's own announcement, OpenAI will continue supporting our open source tools after the deal closes. We'll keep building in the open, alongside our community – and for the broader Python ecosystem – just as we have from the start.

I view building tools as an incredibly high-leverage endeavor. As I wrote in our launch post three years ago: "If you could make the Python ecosystem even 1% more productive, imagine how that impact would compound?"

Today, AI is rapidly changing the way we build software, and the pace of that change is only accelerating. If our goal is to make programming more productive, then building at the frontier of AI and software feels like the highest-leverage thing we can do.

It is increasingly clear to me that Codex is that frontier. And by bringing Astral's tooling and expertise to OpenAI, we're putting ourselves in a position to push it forward. After joining the Codex team, we'll continue building our open source tools, explore ways they can work more seamlessly with Codex, and expand our reach to think more broadly about the future of software development.

Through it all, though, our goal remains the same: to make programming more productive. To build tools that radically change what it feels like to build software.

On a personal note, I want to say thank you, first, to the Astral team, who have always put our users first and shipped some of the most beloved software in the world. You've pushed me to be a better leader and a better programmer. I am so excited to keep building with you.

Second, to our investors, especially Casey Aylward from Accel, who led our Seed and Series A, and Jennifer Li from Andreessen Horowitz, who led our Series B. As a first-time, technical, solo founder, you showed far more belief in me than I ever showed in myself, and I will never forget that.

And third, to our users. Our tools exist because of you. Thank you for your trust. We won't let you down.

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chrisamico
10 days ago
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acdha
9 days ago
I hope this turns out better than I fear. Last year there was so much discussion about this at PyCon and I'd bet this year that'll be half of the hallway track.
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A sanctioned UFC match requires a permit, unless it’s at the White House

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The Ultimate Fighting Championship, the promoter of mixed martial arts competition, has staged two marquee events in Washington over the past 15 years, in both cases procuring permits from the D.C. government to hold the caged slugfests.

What about now that the UFC is planning to entertain a certain someone at the White House?

Not so much.

UFC officials have signaled they don’t need a permit to host the June 14 showdown on the South Lawn — an event ordered up by President Donald Trump, the country’s preeminent fan of the sport that blends boxing, jujitsu and wrestling.

Andrew Huff, chair of the D.C. Combat Sports Commission, which regulates boxing, pro wrestling and mixed martial arts in the city, says the UFC has said the $100 permit is unnecessary because the event is “taking place on federal land.”

Following Trump’s second term

A UFC spokesperson declined to comment. So far, neither D.C. Mayor Muriel E. Bowser (D) nor the White House has raised objections.

Without the permit, the commission would consider the bouts an unsanctioned event, and the results would not count toward the fighters’ official records, Huff said.

The commission also requires fighters — as well as managers and promoters, among others — to obtain occupational licenses to participate. Combatants are typically asked to submit medical records, undergo a physical examination administered by a doctor assigned by the commission and appear at a commission-sanctioned weigh-in.

The UFC has its own medical staffers, Huff said, but he doesn’t believe they are impartial because they are the promoter’s employees. He said he is unaware of any specific protocols the UFC might institute for the fights.

“We don’t know anything,” Huff said. “Every promoter in the District of Columbia should be, and is, held to the same standard, whether you’re putting on a small wrestling show or a major event. I’m concerned about precedent. What happens when someone puts on a boxing match in Malcolm X Park? They don’t need to get us involved?”

The Trump administration did not respond to an email seeking comment.

A timeless symbol of American power, the White House has never hosted a spectacle as indelicate as a professional fight, an event fittingly inspired by a norm-busting president whose allies happen to include the UFC’s chief executive, Dana White.

The Republican Party’s ties to the UFC were punctuated earlier this week when the company said current and former fighters would teach their combat techniques to FBI agents and senior leaders at the agency’s Quantico training facility this weekend.

“This is a tremendous opportunity for our FBI agents to learn [from] and train with some of the greatest athletes on earth,” FBI Director Kash Patel said in a statement.

The gladiator-style showdown at the White House is timed to coincide with Trump’s 80th birthday, a milestone that is another opportunity for the president to remind Americans of his penchant for showmanship.

“Previous presidents believed pretty strongly in protecting the dignity of the office,” Michael Kazin, a Georgetown University professor of history, said in an email. “But we’ve never had a president who got elected, twice, more because he’s a great performer than a politician in any traditional sense.”

The White House is planning to invite 5,000 guests to watch the six scheduled bouts, which will be fought in a caged, 25,000-pound octagon constructed for the occasion a few yards from the Oval Office. Tens of thousands more fight fans will be able to view the fights on giant screens on the Ellipse, a 52-acre park otherwise known as a setting for picnics, sightseeing and the lighting of the National Christmas Tree.

Promoters have also talked of staging the ceremonial weigh-in on the steps of the Lincoln Memorial.

White, during an interview last year, said the fighters would “walk out of the Oval Office” on their way to the ring. “We’re gonna be on the f---ing South Lawn of the White House!” White gushed on the “Impaulsive” podcast. “We’re gonna take over D.C. the whole week.”

The UFC previously hosted matches in D.C. in 2011 and 2019, both times at what is now known as Capital One Arena. The company obtained permits for the two events, Huff said.

N. Nick Perry, chairman of the New York Athletic Commission, said that holding the UFC match without permits — at the White House or anywhere, for that matter — “does not send the right message.”

“Wherever the land is, I would suspect that local law would be applicable,” Perry said. “Laws should apply across the board to everybody, especially laws that govern things like boxing and games where there are certain standards that are expected to be maintained.”

The UFC’s White House event is part of a menu of spectacles the Trump administration is organizing to celebrate the nation’s 250th birthday. On Monday, Bowser joined two Cabinet secretaries to unveil the course for what is billed as the Freedom 250 Grand Prix of Washington, D.C., an Aug. 23 race slated to take place along 1.66 miles of streets around the National Mall.

Bowser has not publicly addressed the UFC fights.

Asked about the event, Nina Albert, the deputy mayor for planning and economic development, said in an emailed statement that the city “is proud to be a world-class host for all types of entertainment” and that revenues generated by visitors are “economic engines that help fund our investments in schools, healthcare, and parks.”

The deputy mayor, through a spokesperson, declined to comment on the UFC not seeking a permit for the event.

The city’s five-member Combat Sports Commission, appointed by Bowser and confirmed by the D.C. Council, assigns licensed physicians to monitor bouts from ringside seats, a precaution that ensures added scrutiny for a sport that has caused concussions, fractures and deep lacerations. The doctors have the authority to stop fights for medical reasons.

“I don’t want to convey the impression that without the commission someone will be in danger,” Huff said. “But without the commission, you’re missing an additional layer of oversight.”

The commission also dispatches inspectors to observe fighters before their matches, including when their hands are being taped, “to make sure nothing mischievous is going on,” Huff said.

The commission can issue fines for bouts held without permits, though Huff said he was unaware of any such penalties being imposed in the 10 years since the mayor appointed him to the panel.

Huff said he was excited when Trump first spoke last summer about hosting the UFC at the White House. Huff said that Marc Ratner, UFC’s vice president of government and regulatory affairs, contacted the commission in November to confirm that the event would happen in June.

“At the end of the call, we started to discuss our authority, and I said that in my view, the commission, if it was going to be a sanctioned event, would have a role in regulating it,” Huff recalled. “He didn’t say anything.”

In February, Huff said, Ratner called again to “advise that they had made the decision to not work through the commission.”

Huff said the UFC’s brush-off, at least as it stands now, is a reminder of “federal overreach in terms of local affairs.”

Washingtonians have already experienced at least one Trump-inspired spectacle: last summer’s military parade that crowded city streets and skies with combat vehicles and helicopters.

Residents of Foggy Bottom, the neighborhood adjacent to the White House, say they’re not eager to face another presidential showcase.

“I would say it’s insane, but I have lived through the last eight years,” said Jim Malec, a Foggy Bottom advisory neighborhood commissioner. “It’s ridiculous, it’s so self-indulgent, and it reflects the worst aspects of the American character.”

He said he had braced for the military parade only to find “it wasn’t that big a deal.”

“Hopefully this’ll be the same, but who knows,” he said. “Everything is a wild card with this White House.”

Perry Stein contributed to this report.

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chrisamico
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Jazzband - News - Sunsetting Jazzband

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TL;DR

Jazzband is sunsetting. New signups are disabled. Project leads will be contacted before PyCon US 2026 to coordinate transfers. The wind-down plan has the timeline, the retrospective has the full story.

Over 10 years ago, Jazzband started as a cooperative experiment to reduce the stress of maintaining Open Source software projects. The idea was simple – everyone who joins gets access to push code, triage issues, merge pull requests. “We are all part of this.”

It had a good run. More than 10 years, actually.

But it’s time to wind things down.

What happened

The slopocalypse

GitHub’s slopocalypse – the flood of AI-generated spam PRs and issues – has made Jazzband’s model of open membership and shared push access untenable.

Jazzband was designed for a world where the worst case was someone accidentally merging the wrong PR. In a world where only 1 in 10 AI-generated PRs meets project standards, where curl had to shut down its bug bounty because confirmation rates dropped below 5%, and where GitHub’s own response was a kill switch to disable pull requests entirely – an organization that gives push access to everyone who joins simply can’t operate safely anymore.

The one-roadie problem

But honestly, the cracks have been showing for much longer than that.

Jazzband was always a one-roadie operation. People asked for more roadies and offered to help over the years, and I tried a number of times to make it work – but it never stuck. I dropped the ball on organizing it properly, and when volunteers did step up they’d quietly step back after a while. That’s not a criticism of them, it’s just how volunteer work goes when there’s no structure to support it.

The result was the same though: every project transfer, every lead assignment, every PyPI permission change, every infrastructure decision – it all went through me.

The warnings

The sustainability question was raised as early as 2017. I gave a keynote at DjangoCon Europe 2021 about it – five years in. In that talk I said out loud that the “social coding” experiment had failed to create an equitable community, and that a sustainable solution didn’t exist without serious financial support.

The roadmap I presented – revamp infrastructure, grow the management team, formalize guidelines, reach out for funding – none of that happened. The PSF fiscal sponsorship was the one thing that did.

In the years since, I’ve been on the PSF board – which faced its own crises – and now serve as PSF chair. That work matters and I don’t regret prioritizing it, but it meant Jazzband got even less of my time.

GitHub went the other way

Meanwhile, GitHub moved in the opposite direction. Copilot launched in 2022, trained on open source code that maintainers were burning out maintaining for free. 60% of maintainers are still unpaid.

The XZ Utils backdoor in 2024 showed what happens when a lone maintainer burns out and someone malicious fills the gap. And Jazzband’s own infrastructure started getting in the way of the projects it was supposed to help – the release pipeline couldn’t support trusted publishing, projects that needed admin access were stuck.

So projects started leaving. And that’s OK – that was always supposed to be part of the deal.

Django Commons

I want to specifically thank Django Commons and Tim Schilling for picking up where Jazzband fell short. They have 5 admins, 15 active projects (including django-debug-toolbar, django-simple-history, and django-cookie-consent from Jazzband), and django-polymorphic is transferring over right now. They solved the governance problem from day one. If you’re a Jazzband project lead looking for a new home for your Django project, start there.

For non-Django projects like pip-tools, contextlib2, geojson, or tablib – I’m not aware of an equivalent. If someone wants to build one for the broader Python tooling ecosystem, I’d love to see it.

By the numbers

Over 10 years, Jazzband grew to 3,135 members from every continent but Antarctica, maintained 84 projects with ~93,000 GitHub stars, and shipped 1,312 releases to PyPI.

Projects that passed through Jazzband are downloaded over 150 million times a month – pip-tools at 23 million, prettytable at 42 million. django-debug-toolbar spent 8 years under Jazzband and ended up in the official Django tutorial. django-avatar, a repo from 2008, was still getting releases in 2026. And django-axes shipped 129 versions – a release every 13 days in its peak year.

The full 10-year retrospective has all the numbers, the stories, and what actually happened.

What happens next

I’m not pulling the plug overnight. There is a detailed wind-down plan that covers the timeline, but the short version:

Timeline

  • New signups are disabled as of today
  • Project leads will be contacted before PyCon US 2026 to coordinate transferring projects to new homes
  • The GitHub organization and website will remain available during the transition period through end of 2026

If you’re a project lead, expect an email soon.

Thank you

None of this would have been possible without the people who showed up – strangers on the internet who decided to maintain something together. Thanks to the 81 project leads who kept things going despite the bottlenecks I created, and to everyone who joined, contributed, filed issues, and shipped releases over the years.

I started Jazzband because maintaining Open Source alone was exhausting. The irony of then becoming a single point of failure for 71 projects is not lost on me. But the experiment worked in the ways that mattered – projects got maintained, releases got shipped, people collaborated.

Anyways, the projects will move on to new homes, and that’s fine. That was always the point.

We are all part of this.

Written by Jannis Leidel on Mar 14, 2026, 12:00:00 PM

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chrisamico
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Local doesn’t scale: How community publishers can survive and thrive in the AI era

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The New Haven Independent newsroom. Photo (cc) 2021 by Dan Kennedy.

Folks who work at finding solutions to the local news crisis are understandably frustrated at what a difficult, frustrating slog it can be. Earlier this week, Elizabeth Hansen Shapiro, the former executive director of the National Trust for Local News, gave Richard J. Tofel a preview of a report she’s written for Press Forward and said, “I think the challenges now are so systemic that the only way to do responsible, impactful funding going forward is to look at system solutions rather than newsroom-based ones.”

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I’m looking forward to reading Hansen Shapiro’s report. (She’s featured in our book, “What Works in Community News,” and has been on our podcast.) And yet there really is no substitute for solving this problem one community at a time. For all the talk you hear about scale, that’s really not the way to go unless you’re talking about obvious things like finding a common tech platform so that every local news publisher doesn’t have to reinvent the wheel — or, in this case, the content management system. In the early days of the hyperlocal news movement, a group of publishers got together and formed an organization called Authentically Local. Its spot-on message: “Local Doesn’t Scale.”

Authentically Local is no longer around, but other organizations — especially LION (Local Independent Online News) Publishers — have risen up to take its place. LION current lists 445 members, many of them tiny hyperlocals comprising one, two or three people. And yes, LION provides its members with ideas for common solutions, but fundamentally its members are independent,  locally based entrepreneurs, for-profit and nonprofit, who are engaged in the hard but rewarding job of bringing news and information to their communities.

What brings all of this to mind is the growing perception that AI can help solve the local news gap. To some extent, it can if used responsibly and ethically. As I wrote recently, I think Chris Quinn is taking it too far at Cleveland.com and The Plain Dealer. By turning over the task of actually writing stories to AI, he’s eliminating the vitally important work of having the journalists who reported those stories sift through the nuances and emphasis points that readers need. But at least he says he’s enforcing some ethical guidelines, the most important of which is human review before publication.

I wonder, though, if that’s going to be the case at Patch. Liz Skalka reports for the Columbia Journalism Review that the nationwide network of local news sites is embracing AI in a big way, using AI to produce newsletters that “rely heavily on aggregation, automated event calendars, and posts from Nextdoor.” She quotes Patch chief executive Warren St. John as saying “This is a utility. This is not the high church of journalism. This is about creating a foothold in a relationship and meeting a need.” I find it a little difficult to see exactly what need is being met. I mean, Nextdoor posts?

Patch has been through several iterations and ownership changes over the years. At one time, maybe 12 to 15 years ago, Patch had one actual journalist in each community it covered, and they would go out and cover stories; I recall encountering a Patch editor who was working out of a Borders bookstore. I still see some of that in our local Patch, although each site now covers multiple communities. And in New Hampshire, Tony Schinella continues to provide award-winning coverage for Patch. But I have to wonder how long that will continue with Patch’s new AI overlords taking charge. Maybe they’ll do both. I hope so.

A happier story is told by Alexandra Bruell in The Wall Street Journal. Bruell reports on news organizations that are using AI to extend the reach of their actual journalists. Among them: The Philadelphia Inquirer, a for-profit regional daily owned by the nonprofit Lenfest Institute. She writes:

Reporters are using artificial-intelligence tools to scan community meetings for topics that may prompt news, such as a zoning issue related to an ICE detention facility and a proposal for a new data center. The effort is partly funded by a partnership between OpenAI and Microsoft and the nonprofit Lenfest Institute, which owns the Inquirer.

Using AI to ferret out stories that reporters can then follow up on is exactly the sort of task that is best handled by robots. Bruell adds that AI “promises a way to monitor police scanners and town meetings — the time-consuming bread and butter of much local journalism — more efficiently, and even opens the door to expanding coverage.” Indeed, that’s exactly what’s happening at the Midcoast Villager in Camden, Maine, where the paper’s small staff is using AI to summarize governmental meetings in the 43 towns it covers to see what might be worth the intervention of a human journalist.

The need for local solutions to local problems is greater than ever because of another AI phenomenon: its incorporation into Google search. Google now produces AI-generated summaries in response to queries, and even though those results include links, most users don’t bother to click. Never mind that the answers may be flat-out wrong.

Anna Nicolaou of the Financial Times reported last week that magazine publisher Condé Nast has been hit with such a drop in incoming traffic that Google will soon be inconsequential to its magazines, which include titles such as The New Yorker and Vogue. How bad is it? Over the past year, chief executive Roger Lynch said, Google has declined from providing a majority of incoming traffic to just 25%. Yet Condé Nast’s revenues actually grew in 2025, Lynch said, mainly because of the company’s success in selling digital subscriptions.

Which brings me back to where I started. Condé Nast may not be engaged in the local news business, but it’s succeeding by building direct relationship with its audiences. At the local level, publishers need to move beyond tech platforms, which were never their friends, and serve their communities. Every farmer’s market is an opportunity to sign people up for their newsletters. For-profits need to get readers to subscribe — and give them a reason to do so. Nonprofits need to drive voluntary membership fees. Events bring people together and raise visibility.

Publishers can learn from each other and develop best practices, but ultimately they need to apply these lessons in a way that makes sense for their own individual projects.

Local doesn’t scale.

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chrisamico
22 days ago
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Boston, MA
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