> FWIW I don't know any open source maintainer who got a response from
Anthropic after signing up, I tried and also signed up to their security
tool which they say is free and expedited for open source maintainers have
got no response: https://www.anthropic.com/news/claude-code-security.
Perhaps this is just an email farming exercise from Anthropic?

I just got added to the programme and they even returned back the remaining
money from this month subscription on my credit card ..

J.

On Mon, Mar 2, 2026 at 5:52 PM Jarek Potiuk <[email protected]> wrote:

> > FWIW I don't know any open source maintainer who got a response from
> Anthropic after signing up, I tried and also signed up to their security
> tool which they say is free and expedited for open source maintainers have
> got no response: https://www.anthropic.com/news/claude-code-security.
> Perhaps this is just an email farming exercise from Anthropic?
>
> I truly hope they are simply overwhelmed and their, ehm, agents, struggle
> to just process the requests :)
>
> On Mon, Mar 2, 2026 at 4:49 PM Damian Shaw <[email protected]>
> wrote:
>
>> > And since we have at the very least 6 months of free Claude Code Max
>> for maintainers of big OSS projects
>> https://claude.com/contact-sales/claude-for-oss as of 3 days (liteally
>> day after I paid for my first month)!!!) - Airflow definitely qualifies, so
>> all core maintainers can get it regardless if their employees already pay
>> them for it.  So if you have not done it yet - apply :D.
>>
>> FWIW I don't know any open source maintainer who got a response from
>> Anthropic after signing up, I tried and also signed up to their security
>> tool which they say is free and expedited for open source maintainers have
>> got no response: https://www.anthropic.com/news/claude-code-security.
>> Perhaps this is just an email farming exercise from Anthropic?
>>
>> Damian
>>
>> -----Original Message-----
>> From: Jarek Potiuk <[email protected]>
>> Sent: Monday, March 2, 2026 5:21 AM
>> To: [email protected]
>> Subject: Re: [DISCUSS] Active approach to fighting with AI slop (while
>> keeping maintainers in the driving seat)
>>
>> Yeah. But with this rate of development with Claude - we will have it all
>> done before they even start :D. I literally Claude-Coded the entire thing
>> yesterday afternoon.
>>
>> On Mon, Mar 2, 2026 at 10:55 AM Aritra Basu <[email protected]>
>> wrote:
>>
>> > Jarek what's your opinion on taking up some of these improvements as
>> > part of Gsoc? I think it's separated from airflow enough that it won't
>> > overwhelm new entrants, also can make a relatively large project out
>> > of it if planned well?
>> > --
>> > Regards,
>> > Aritra Basu
>> >
>> > On Mon, 2 Mar 2026, 3:12 pm Jarek Potiuk, <[email protected]> wrote:
>> >
>> > > > Basically, try to keep the content in these files to an absolute
>> > minimum
>> > > focusing on information that cannot be inferred/discovered, one-line
>> > > code patterns, disallowed behaviours, links to guides.
>> > >
>> > > Absolutely. And as usual.. PRs are welcome :)
>> > >
>> > > On Mon, Mar 2, 2026 at 10:40 AM Nathan Hadfield <
>> > [email protected]>
>> > > wrote:
>> > >
>> > > > Hello,
>> > > >
>> > > > On the topic of CLAUDE/AGENTS.md files, there was a rather
>> > > > interesting paper published recently about their effectiveness.
>> > > >
>> > > > https://arxiv.org/abs/2602.11988
>> > > >
>> > > > The TD;LR is
>> > > >
>> > > >
>> > > >   *
>> > > > LLM-generated context files reduce success rates (0.5-2%) while
>> > > increasing
>> > > > inference cost by 20-23%
>> > > >   *
>> > > > Developer-written files help slightly (+4%), but verbose content
>> > > > that duplicates existing docs is pure cost
>> > > >   *
>> > > > Codebase overviews don't improve navigation: agents find relevant
>> > > > files
>> > > in
>> > > > the same number of steps regardless
>> > > >
>> > > > Basically, try to keep the content in these files to an absolute
>> > minimum
>> > > > focusing on information that cannot be inferred/discovered,
>> > > > one-line
>> > code
>> > > > patterns, disallowed behaviours, links to guides.
>> > > >
>> > > > Hope this helps.
>> > > >
>> > > > Cheers,
>> > > >
>> > > > Nathan
>> > > >
>> > > > From: Jarek Potiuk <[email protected]>
>> > > > Date: Monday, 2 March 2026 at 09:29
>> > > > To: [email protected] <[email protected]>
>> > > > Subject: Re: [DISCUSS] Active approach to fighting with AI slop
>> > > > (while keeping maintainers in the driving seat)
>> > > >
>> > > > This Message Is From an External Sender This message came from
>> > > > outside your organization.
>> > > >
>> > > >
>> > > > Also: I am thinking of more tools like that - especially one that
>> > > > will allow us to auto-triage issues and use an LLM to speed up
>> > > > issue classification for provider releases (once suggested by
>> > > > Shahar I think)
>> > > and
>> > > > many more things.
>> > > >
>> > > > The quality of good models is amazing. I am literally stunned by
>> > > > what Claude Code can do today - I tried it few months ago and the
>> > > > difference
>> > > is
>> > > > night and day. I literally entirely Claude-Coded the whole thing
>> > > > without writing a single line of code myself.
>> > > >
>> > > > And since we have at the very least 6 months of free Claude Code
>> > > > Max
>> > for
>> > > > maintainers of big OSS projects
>> > > >
>> > > >
>> > >
>> > https://urldefense.com/v3/__https://claude.com/contact-sales/claude-fo
>> > r-oss__;!!Ci6f514n9QsL8ck!mS8qTovb9go2kfJwcUGGry6yWpOOcdvB2IXJYYHcOEam
>> > -B2gTQQ_dcYm19lzIlgAKCiUragw0XqPXOJZ$
>> > > > as of 3 days (liteally day
>> > > > after I paid for my first month)!!!) - Airflow definitely
>> > > > qualifies, so
>> > > all
>> > > > core maintainers can get it regardless if their employees already
>> > > > pay
>> > > them
>> > > > for it.  So if you have not done it yet - apply :D.
>> > > >
>> > > > J.
>> > > >
>> > > > On Mon, Mar 2, 2026 at 10:22 AM Jarek Potiuk <[email protected]>
>> wrote:
>> > > >
>> > > > > > maybe we should use the new LLMOperator form common.ai as an
>> > option
>> > > > > (hehe)!
>> > > > > Just joking, of course.
>> > > > >
>> > > > > Crossed my mind :D
>> > > > >
>> > > > > On Mon, Mar 2, 2026 at 10:20 AM Pavankumar Gopidesu <
>> > > > > [email protected]> wrote:
>> > > > >
>> > > > >> This is really cool, Jarek. Thanks for sharing. A tool like
>> > > > >> this is definitely necessary given the current volume of AI
>> > > > >> slope and PRs
>> > > being
>> > > > >> submitted without proper context.
>> > > > >>
>> > > > >> maybe we should use the new LLMOperator form common.ai as an
>> > > > >> option (hehe)!
>> > > > >> Just joking, of course.
>> > > > >>
>> > > > >> Regards,
>> > > > >> Pavan
>> > > > >>
>> > > > >> On Mon, Mar 2, 2026 at 9:17 AM Jarek Potiuk <[email protected]>
>> > wrote:
>> > > > >>
>> > > > >> > > I think that we could later automate at least the dry-run
>> > > execution
>> > > > of
>> > > > >> > the
>> > > > >> > script, along with Slack notification for highly-suspected
>> > > issues/PRs.
>> > > > >> > Then, it would be easier for maintainers to react fast when
>> > needed.
>> > > > >> >
>> > > > >> > Yes. I would like to run it manually—ideally with several
>> > volunteer
>> > > > >> > maintainers - for a while to see how it works, improve and
>> > > > >> > iterate
>> > > and
>> > > > >> > possibly add more quality gates. When we have more confidence
>> > > > >> > we
>> > > could
>> > > > >> run
>> > > > >> > it automatically for some parts or even the whole process
>> > eventually
>> > > > >> > (especially for high-confidence/sensitive stuff), keeping the
>> > > > sensitive
>> > > > >> > parts with Human-In-The-Loop.
>> > > > >> >
>> > > > >> > But also (and this is my hope) - similarly to `breeze ci
>> > > > >> > upgrade`
>> > it
>> > > > >> might
>> > > > >> > turn out that the process is so efficient and "nice" to
>> > > > >> > follow
>> > that
>> > > we
>> > > > >> > could continue trigger it manually, regularly, perhaps with a
>> > > > rotational
>> > > > >> > maintainer handling the triage. I think comments and actions
>> > coming
>> > > > >> from a
>> > > > >> > human maintainer have more value than those from a bot—even
>> > > > >> > if the
>> > > > human
>> > > > >> > action is merely confirming what an automated system or LLM
>> > > proposed.
>> > > > >> >
>> > > > >> > J.
>> > > > >> >
>> > > > >> >
>> > > > >> > On Mon, Mar 2, 2026 at 10:04 AM Shahar Epstein
>> > > > >> > <[email protected]
>> > >
>> > > > >> wrote:
>> > > > >> >
>> > > > >> > > Amazing stuff Jarek!
>> > > > >> > > I think that we could later automate at least the dry-run
>> > > execution
>> > > > of
>> > > > >> > the
>> > > > >> > > script, along with Slack notification for highly-suspected
>> > > > issues/PRs.
>> > > > >> > > Then, it would be easier for maintainers to react fast when
>> > > needed.
>> > > > >> > >
>> > > > >> > > Looking forward for new AI-based features in breeze in
>> > particular,
>> > > > and
>> > > > >> > > Airflow in general :)
>> > > > >> > >
>> > > > >> > >
>> > > > >> > > Shahar
>> > > > >> > >
>> > > > >> > >
>> > > > >> > > On Sat, Feb 28, 2026, 04:59 Jarek Potiuk <[email protected]>
>> > > wrote:
>> > > > >> > >
>> > > > >> > > > Hello everyone,
>> > > > >> > > >
>> > > > >> > > > While preparing for consensus on the assignment policy, I
>> > > created
>> > > > PR
>> > > > >> > > >
>> > > >
>> > >
>> > https://urldefense.com/v3/__https://github.com/apache/airflow/pull/625
>> > 85__;!!Ci6f514n9QsL8ck!mS8qTovb9go2kfJwcUGGry6yWpOOcdvB2IXJYYHcOEam-B2
>> > gTQQ_dcYm19lzIlgAKCiUragw0bHQEs-s$
>> > > .
>> > > > This PR adds a new
>> > > > >> > command
>> > > > >> > > > to
>> > > > >> > > > Breeze, `breeze issues unassign`, which unassigns anyone
>> > > > >> > > > who
>> > is
>> > > > not
>> > > > >> a
>> > > > >> > > > committer or collaborator.
>> > > > >> > > >
>> > > > >> > > > I want this to be the first of several Breeze commands I
>> > > > >> > > > plan
>> > to
>> > > > >> add to
>> > > > >> > > > help manage the AI overhead and burden on maintainers.
>> > > > >> > > >
>> > > > >> > > > I got inspired bu Hugo van Kamerade's (my friend, Python
>> > release
>> > > > >> > manager)
>> > > > >> > > > tool
>> > > >
>> > >
>> > https://urldefense.com/v3/__https://hugovk.dev/blog/2026/gh-triage/__;
>> > !!Ci6f514n9QsL8ck!mS8qTovb9go2kfJwcUGGry6yWpOOcdvB2IXJYYHcOEam-B2gTQQ_
>> > dcYm19lzIlgAKCiUragw0TLnNyxs$
>> > > .
>> > > > He added the `gh`
>> > > > >> > plugin
>> > > > >> > > > that helps him manage spam coming to Python. I hope we
>> > > > >> > > > can
>> > have
>> > > > very
>> > > > >> > > > similar set of commands and regular process of performing
>> > > cleanup
>> > > > >> with
>> > > > >> > > the
>> > > > >> > > > issues/prs we are getting.
>> > > > >> > > >
>> > > > >> > > > BTW. I am using Claude Code to add those commands (so
>> > > > >> > > > this is
>> > a
>> > > > bit
>> > > > >> > like
>> > > > >> > > > using AI to fight AI slop). But in a smart way.
>> > > > >> > > >
>> > > > >> > > > In our case we have `breeze` that we are already using
>> > > > >> > > > for `ci
>> > > > >> upgrade`
>> > > > >> > > by
>> > > > >> > > > maintainers and I see no reason why we could not use our
>> > > > >> > > > own
>> > CLI
>> > > > to
>> > > > >> > make
>> > > > >> > > us
>> > > > >> > > > far more efficient with assessing and quickly and
>> > > > >> > > > efficiently
>> > > > >> > processing
>> > > > >> > > > incoming spam.
>> > > > >> > > >
>> > > > >> > > > Starting with AGENTS.md that describes what we expect
>> > > > >> > > > (and
>> > > > instructs
>> > > > >> > > agents
>> > > > >> > > > to make good PRs) and changing our assignment process - I
>> > think
>> > > we
>> > > > >> > should
>> > > > >> > > > proceed to implement step-by-step handling of the
>> > > > >> > > > incoming
>> > > > traffic:
>> > > > >> > > >
>> > > > >> > > > a) Quickly assess how well PRs implement our
>> > > > >> > > > expectations,
>> > point
>> > > > out
>> > > > >> > > > problems, and close them
>> > > > >> > > >
>> > > > >> > > > b) automatically telling the collaborators what is wrong
>> > > > >> > > > with
>> > > > their
>> > > > >> PRs
>> > > > >> > > if
>> > > > >> > > > they are incomplete (for example when tests are failing,
>> > > > >> > > > or
>> > when
>> > > > >> they
>> > > > >> > > need
>> > > > >> > > > a rebase)
>> > > > >> > > >
>> > > > >> > > > c) automatically responding to issues that they are
>> > > > >> > > > incomplete
>> > > and
>> > > > >> need
>> > > > >> > > > more information
>> > > > >> > > >
>> > > > >> > > > d) Allow filtering by area (so that maintainers focusing
>> > > > >> > > > on a
>> > > > >> > particular
>> > > > >> > > > area can periodically review only the areas they are
>> > > > >> > > > intereste
>> > > > >> > > > e) all that with some AI assistance (I plan to imlpement
>> > > > integration
>> > > > >> > with
>> > > > >> > > > some modern AI LLMs so that it is seamless for those
>> > maintainers
>> > > > who
>> > > > >> > > > already use some of those (including Cloud Code, GH
>> > > > >> > > > Copilot
>> > > > >> > (maintainers
>> > > > >> > > > can apply for free access there), Codex and any models
>> > > > >> > > > someone
>> > > > >> prefers
>> > > > >> > -
>> > > > >> > > > including local models).
>> > > > >> > > >
>> > > > >> > > > f) all that with maintainer in the driver's seat—we won't
>> > > > >> > > > do
>> > > those
>> > > > >> > things
>> > > > >> > > > fully automatically - but we will get reviewable action
>> > proposal
>> > > > in
>> > > > >> > bulk
>> > > > >> > > > that the maintainer will be able to accept, modify or
>> reject.
>> > > > >> > > >
>> > > > >> > > > .... more...
>> > > > >> > > >
>> > > > >> > > > All that will be open to contribution and I will be happy
>> > > > >> > > > to
>> > > > leading
>> > > > >> > > > introduction and disseminating those CLI options between
>> > > > >> maintainers to
>> > > > >> > > > make sure those get incorporated in our daily work -
>> > > > >> > > > relieving
>> > > > some
>> > > > >> of
>> > > > >> > > the
>> > > > >> > > > burden we are all experiencing and sharing it between
>> people.
>> > > > >> > > >
>> > > > >> > > > I think this is a viable approach to address our current
>> > burden
>> > > > >> > > > proactively, rather than waiting for others to act.
>> > > > >> > > >
>> > > > >> > > > This is also somewhat experimental since we haven't seen
>> > > > >> > > > it
>> > done
>> > > > >> > before,
>> > > > >> > > so
>> > > > >> > > > suggestions, comments, ideas and PRs that could help us
>> > > > >> > > > become
>> > > > more
>> > > > >> > > > efficient and better maintainers are most welcome.
>> > > > >> > > >
>> > > > >> > > > Let me know what you think.
>> > > > >> > > >
>> > > > >> > > > J.
>> > > > >> > > >
>> > > > >> > >
>> > > > >> >
>> > > > >>
>> > > > >
>> > > >
>> > > >
>> > >
>> >
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