Lees weergave
Apple kicks off Worldwide Developers Conference on June 8

v4.1.0
Features
- Added Railpack as a beta build pack option with build-time environment support, config merging, examples, and deployment smoke coverage (#9117, resolves #5282).
- Added configurable application stop grace periods for manual stops, previews, and deployments (#9746, fixes #5620).
- Added structured audit logging for API mutations, webhook events, authentication, and authorization outcomes (#9842).
- Added per-server configurable SSH connection timeouts and exposed the setting through the API and UI (#9844).
- Added deployment skipping for webhook commits and PR/MR titles containing
[skip ci]or[skip cd](#9861). - Added instance-level MCP support with read-only tools for Coolify resources and API/UI enablement controls (#9862).
- Added application deployment configuration diff tracking so pending changes and build-impacting changes are surfaced before redeploy (#10183, fixes #8357).
- Added a collapsible sidebar with persisted state, tooltips, and a compact team menu (#9945).
- Added a Gitea runner service template (#9961).
Fixes
- Fixed OAuth user matching by normalizing email addresses before lookup (#9488, fixes #9487).
- Fixed SMTP notification validation by setting a default encryption value (#9543).
- Fixed database backup max storage validation to allow decimal values (#9801, fixes #9794).
- Fixed Dockerfile build pack builds by using BuildKit-supported host networking (#9811, fixes #9804).
- Fixed generated HEX magic environment secrets so encoded values have the expected length (#9820).
- Fixed server reachability notifications by dispatching them through an event path without blocking retry loops (#9843, fixes #9830).
- Fixed large file-volume editing in the UI by blocking editable payloads over 5 MiB (#9851, fixes #4701).
- Fixed deployment commit resolution to use the application
git_commit_shawhen no commit is explicitly provided (#9865, closes #9204). - Fixed database imports to allow
.dmpfiles (#9869). - Fixed invalid or undecryptable Sentinel tokens by regenerating them automatically (#9874).
- Fixed scheduled task server resolution when relationships are missing (#9922, fixes #9916).
- Fixed preview image tags so different commits on the same PR do not reuse shared tags (#10066, fixes #5538).
- Fixed custom nginx configuration updates from the API by correctly decoding payloads and supporting clearing the value (#10067, fixes #9975).
- Fixed API token expiration warnings so sent-warning state persists and failed notifications can retry (#10184).
- Fixed terminal reliability with heartbeat handling, idle timeouts, reconnect replay, and preserved scrollback.
- Fixed deployment and log views so auto-scroll pauses when users scroll up and resumes at the bottom.
- Fixed realtime server dependencies by replacing Axios with the native HTTP client (#10065).
- Fixed nginx Docker images to use patched official packages and HTTPS package repositories (#10026).
- Fixed Docmost templates to require a mail driver before startup.
Improvements
- Improved Railpack behavior with Docker buildx validation, safer shell argument handling, scoped build-time variables, better port handling, and updated helper versions (#9117, resolves #5282).
- Improved MCP resource listing performance and changed enable/disable routes to POST for state-changing actions (#9862).
- Improved standalone database lookup coverage for KeyDB, Dragonfly, and ClickHouse (#9862).
- Suppressed noisy Horizon failed-job entries for expected deployment and timeout failures on cloud instances (#9871).
- Synced service templates from
nextand disabled the stale LiteQueen template (#9884, #10006). - Bumped
follow-redirectsin the realtime Docker package to 1.16.0 (#9690). - Bumped
phpseclib/phpseclibto 3.0.52 (#9952). - Improved Vite dev-server host, port, and CORS configuration for local development.
- Improved collapsed sidebar spacing, deployment indicator alignment, and environment-variable dirty indicators.
Breaking Changes
- Removed the deprecated Docker Compose application API endpoint; service creation should use
POST /api/v1/servicesinstead. - Changed MCP enable/disable endpoints from GET to POST (#9862).
What's Changed
- fix: normalize oauth emails before matching users by @tristanbob in #9488
- fix(validation): allow decimals for database backups max storage by @ShadowArcanist in #9801
- fix: use --network host for Dockerfile buildpack builds by @nehemiyawicks in #9811
- build(deps): bump follow-redirects from 1.15.11 to 1.16.0 in /docker/coolify-realtime by @dependabot[bot] in #9690
- feat(observability): add structured audit log channel for API and webhook events by @andrasbacsai in #9842
- fix(server): reliably dispatch reachability notifications via event by @andrasbacsai in #9843
- feat(server): add configurable SSH connection timeout per server by @andrasbacsai in #9844
- fix(storages): block UI editing of file volumes exceeding 5 MiB by @andrasbacsai in #9851
- feat(webhook): skip deployment on [skip ci]/[skip cd] commit markers by @andrasbacsai in #9861
- docs(design): migrate design system from .ai/ to DESIGN.md by @andrasbacsai in #9863
- fix(deployments): use app git_commit_sha when commit not explicitly set by @andrasbacsai in #9865
- fix(backup): add .dmp to allowed extensions for database import by @odinfono in #9869
- fix(notifications): set default SMTP encryption value to prevent false validation error by @ShadowArcanist in #9543
- chore(templates): sync service-templates from next by @andrasbacsai in #9884
- fix(sentinel): auto-regenerate invalid or undecryptable tokens by @andrasbacsai in #9874
- feat(horizon): suppress failed job entries for deployment/timeout errors on cloud by @andrasbacsai in #9871
- feat(mcp): add instance-level MCP server toggle via API and UI by @andrasbacsai in #9862
- fix(scheduled-task): guard against undefined relationships in server() method by @andrasbacsai in #9922
- feat(ui): add collapsible sidebar with tooltip and team menu by @andrasbacsai in #9945
- fix(magic env) HEX secrets creating double the length of their name by @yipfram in #9820
- fix(docker): use HTTPS for nginx apk repository by @andrasbacsai in #10026
- feat(buildpack): add railpack as a build pack option by @adiologydev in #9117
- build(deps): bump phpseclib/phpseclib from 3.0.51 to 3.0.52 by @dependabot[bot] in #9952
- fix(realtime): remove axios dependency by @andrasbacsai in #10065
- chore(service): disable litequeen by @ShadowArcanist in #10006
- feat(service): gitea runner by @michalzarddev in #9961
- fix(deployment): include commit in preview image tags by @andrasbacsai in #10066
- fix(applications): decode custom nginx API payloads by @andrasbacsai in #10067
- feat(applications): add configurable stop grace period by @hendricius in #9746
- fix(api-tokens): persist expiration warning state by @andrasbacsai in #10184
- feat(deployments): track application configuration diffs by @andrasbacsai in #10183
- v4.1.0 by @andrasbacsai in #9841
New Contributors
- @tristanbob made their first contribution in #9488
- @nehemiyawicks made their first contribution in #9811
- @odinfono made their first contribution in #9869
- @michalzarddev made their first contribution in #9961
Full Changelog: v4.0.0...v4.1.0
v1.19.4
Bug fixes
- block unsafe compose include file reads (#2630 by @kmendell)
- add missing gRPC/ws tunnel commands (#2636 by @kmendell)
- unable to use templates due to 'not found' error (#2634 by @kmendell)
- retry rate limited update checks (#2639 by @kmendell)
- prevent projects from disappearing when projects folder is unreadable (#2641 by @kmendell)
- release notes not populated for manager instance (#2643 by @kmendell)
Other
- publish manager and agent image tags (#2645 by @kmendell)
- use trivy-db mirrors from arcane-tools (#2646 by @kmendell)
Full Changelog: v1.19.3...v1.19.4
types/v1.19.4
1.19.4
cli/v1.19.4
1.19.4
backend/v1.19.4
1.19.4
DistroWatch Weekly, Issue 1173
Review: Sylve on FreeBSD
News: Debian commits to reproducible builds, Debian publishes updated install media, Haiku introduces SMP support on ARM64 processors, Rocky Linux creates opt-in security repository, Fedora reconsiders AI tools, KDE receives generous donation
Questions and answers: The benefit of BleachBit
Released last week:....
v1.6.7 - Master-User Impersonation, vCard 4.0 Contact Support, and Multi-Account Push
1.6.7 (2026-05-17)
Features
- Contacts: vCard 4.0 parsing and generation support
- Admin: Master-user impersonation route with
app-top-bannerplugin slot rendered on every authenticated page - Admin: Allow admin password overwrite during setup recovery
- Setup: HTTPS requirement warning in the setup wizard
- Mobile: Show details toggle and expandable panel for sender info
Performance
- Calendar: Speed up calendar invitation banner load
Security
- Mail: Sandbox thread email HTML in
srcDociframe with a CSP<meta>tag - Admin: Redact sensitive config secrets from the admin API response
- Admin: Make impersonation cookies session-only
Fixes
- Auth: Read
OAUTH_SCOPESat runtime instead of build time - Auth: Use a relative
Locationheader in redirects - Auth: Adopt orphan session cookie on first SPA load
- Mail: Per-account push subscriptions so multi-account notifications work (#298)
- Mail: Close attachment preview when clicking outside the content area
- Mail: Pin quick reply to the bottom for short emails
- Mail: Show "no body content" instead of an infinite skeleton for bodyless emails
- Mail: Show contact popup when clicking the sender name in the email header
- Mail: Prevent long addresses from overflowing email details columns (#297)
- Mobile: Align quick reply with the mobile bottom toolbar
- Mobile: Respect safe-area insets on mobile bottom bars
- Mobile: Pad
safe-area-inset-top - UI: Apply dark background to the email content wrapper in dark mode
- UI: Improve dark mode background colors in the email viewer
- UI: Add viewport export with
initialScale: 1 - UI: Strip the Stalwart master-user
%suffix from the displayed account - Plugins: Warn and block install when the app version is below the plugin's
minAppVersion - Plugins: Register
app-top-bannerin plugin-storeSLOT_NAMES - Plugins: Carry
configSchema+settingsSchemathrough marketplace install - Build: Add
outputFileTracingExcludesto reduce Turbopack memory tracing
i18n
- Add missing translation keys across 16 locales
v1.19.3
types/v1.19.3
1.19.3
cli/v1.19.3
1.19.3
backend/v1.19.3
1.19.3
v0.5.1 - βSwamp Castleβ
0.5.1 (2026-05-17)
- Feature: [#24242] [Plugin] Add ride-breakdown hooktype.
- Feature: [#24879] [Plugin] Add methods for showing and hiding gridlines.
- Feature: [#26327] Add βguests entertainedβ statistic to entertainers.
- Improved: [#26374] Add higher resolution app icons for Android.
- Improved: [#26386] Initial window scale and toolbar options on fresh Android installations.
- Change: [#26476] Limit creation of new station styles to prepare for more flexibility with ride stations and entrances.
- Fix: [#25581] Chart drawing issue on some platforms due to compiler optimisation.
- Fix: [#26019] Inverted and Inverted Flying Roller Coaster large half loops glitch with the train and donβt draw in tunnels at some angles (original bug).
- Fix: [#26183] The ride stat graph placeholder text is not drawn in the expected position.
- Fix: [#26287] Game crashes upon connect/disconnect of physical keyboard.
- Fix: [#26299] Single Rail S-Bend sprites donβt fully connect to the next track piece at certain angles.
- Fix: [#26352] Large scenery items are incorrectly labelled as βbannersβ in the tile inspector.
- Fix: [#26352] The label for path additions is using the wrong text colour in the tile inspector.
- Fix: [#26360] Inverted Lay-down Roller Coaster helices are invisible when loading old saves.
- Fix: [#26396] [Plugin] Socket interfaces were not closing properly and firing up correctly in parallel.
- Fix: [#26410] Tiles with water can draw incorrectly when there is something underwater and nothing above water.
- Fix: [#26418] Game crashes when a stack overflow occurs in plugin code.
- Fix: [#26419] Drop count & negative gβs stat requirements for Flying Roller Coaster donβt get nullified by having an inversion.
- Fix: [#26421] Wrong scenery tab highlighted when more than 64 scenery groups are selected.
- Fix: [#26425] Benches donβt reduce watching spots from 4 to 2 while other path additions do (should be reversed).
- Fix: [#26432] Guests choose to head for rides they have already ridden if they donβt have a map.
- Fix: [#26492] Drag tool shows per-tile error instead of total cost when running out of money midway through placement.
- Fix: [#26510] Displayed air time overflows after 655.35 seconds instead of the internal maximum of 1966.05 seconds.
Release created in https://github.com/OpenRCT2/OpenRCT2/actions/runs/25987971355
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Otto KekΓ€lΓ€inen: Balancing persistence vs pivoting β is grit a virtue or wasteful?

Being persistent, sticking to a plan and showing up to work every day is generally valued highly across all cultures as virtuous behavior. It is obvious that anything of value and worth achieving is also not easy, but requires significant and recurring effort. Learning a new language, winning a sports competition or building a successful business are all typical scenarios where grit plays a central role above everything else. However, sometimes the virtue of tenacity can result in just a waste of energy.
The question is then: how does one recognize that true progress is being blocked by stubbornness and a pivot would be the correct decision, as opposed to being close to breakthrough where doing more of the same would actually be the right choice?
What is persistence actually?
To think clearly about this topic, one must first grasp the concept of βgritβ and what it looks like in practice. Research by psychologist Angela Duckworth on βgritβ shows that sustained effort in the face of setbacks separates high achievers from those who quit too soon. Entrepreneurs who iterated through dozens of failed prototypes or writers who revised manuscripts for years understand this truth. Persistence builds resilience, deep expertise, and the kind of compounding results that shortcuts cannot deliver. It also protects against the distraction of shiny new ideas that pull focus from what actually works.
Persistence is about:
- Believing in an outcome and working towards it despite people around you not sharing the belief, and despite your own work and experiments not being successful.
- Continuing to hold the belief and sticking to the decision despite other ideas, solutions and competing alternatives surfacing.
- The more time passes, the firmer the conviction becomes. Time, money, and emotional energy invested in a failing direction create psychological pressure to continue (sunk-cost fallacy).
Simply following through on a plan or upholding a contract is not true persistence. Grit is a personal trait one can cultivate to actually become more energized to do something precisely because it turns out to be harder than expected.
Pivoting: a calculated choice
The opposite of being persistent is giving up. Pivoting is not about giving up, but about redirecting the energy and momentum towards a new goal. Pivoting requires coming to the realization that you were wrong, and going through the painful process of discovering a new truth.
Ideas tend to be abundant, and doing something new isnβt hard as such. The hard part is to abandon a previously held belief and adopt a new one with equal conviction. To have that conviction you need to have data and metrics. This is also the key to how to decide between persisting vs pivoting at any moment in time.
Key metrics of success
Any decision is only as good as the information available at the time it was made. To be set up for success one needs to start by deciding on what the actual goal is, what one values and how progress is measured.
Key metrics are usually easiest to discover by working backwards from the goal. If you want to build an electric car, you might decide that the goal is to have a car that costs 30,000 euros and can drive 300 km on one charge. From that goal you can break down what the cost structure should be, what volume of production is needed to break even, what raw materials are needed and what the battery chemistry needs to achieve to meet the goal. That can further be broken down into a rate of progress. Suppose the plan requires battery energy density to reach 150 Wh/kg to be viable. If the state of the art starts at 100 Wh/kg and funding lasts a maximum of five years, the team needs at least an 8% improvement every year (1.08^5 Γ 100 Wh/kg β 150 Wh/kg). This can then be used as a guideline. Sometimes progress is not steady, but happens in jumps. Even in those cases there should be a trajectory to benchmark the jumps against.
In an online business, the key metric could, for example, be one of these:
- 7- or 30-day retention rate: Do new users who try the service actually like it?
- Weekly or monthly active users: Is usage trending up?
- Feature adoption rate: In an existing service, how many users are using the new feature?
- Product-Market Fit Score (from Sean Ellis test): Percentage of users who say they would be βvery disappointedβ if the product disappeared. Above 40% is a strong early indicator. A number below that (after multiple iterations) is a good data point to pivot.
- Revenue run rate or burn rate: The most generic metric everything eventually boils down to. Healthy markets reward good products.
Weekly metrics are better than monthly, as they make the feedback loop faster and allow you to get validation quickly and do minor course corrections along the way. A complete pivot should, however, be based on long-term data, driven by the key metric and supported by additional data points.
Metrics are also needed because they canβt be bribed or convinced to be anything other than what they are. Listening to other people is good, but just relying on the opinion of others is extremely dangerous because people are biasedβeither for you or against youβdepending on whether they see you as a trusted leader or an outcast.
Key metrics are of course domain-specific and everyone needs to come up with their own. However, you must have some key metric. You canβt have the excuse that what you are doing canβt be measured. If you are part of a larger organization and you need to advocate for a difficult decisionβfor example, to βkill your darlingsβ when facing a pivotβyou need to have the metrics to back up your views, and those metrics need to have been established way before as something the organization values, and not cherry-picked just for this one decision.
It does not matter if you are on a personal improvement journey, running a political campaign, inventing a new product, or growing a business β you need to have some metric you can check at any given time to see if things are improving fast enough to predict success. Metrics can and should also be used in daily work to validate that you are on the correct path, and to optimize execution.
Famous examples of persistence and pivoting that led to breakthroughs
In all of the cases below it is of course in hindsight easy to say they made the right decision. However, take a minute to try to imagine yourself in their shoes at the time of the decision. What metrics might they have had available to support their decision? What would you have wanted to measure or find out if you were in the same situation?
- Frustrated that his vacuum lost suction, James Dyson spent five years and built thousands of failed prototypes in a backyard shed. He remortgaged his home, lived on savings, and faced rejection from every major manufacturer who wanted to protect their bag-replacement business. The 5,127th prototype based on an idea from a sawmill with a cyclone finally worked. Launched in 1993, the Dyson DC01 became Britainβs best-selling vacuum within two years.
- As a single mother on welfare in the mid-1990s, J.K. Rowling finished her manuscript for Harry Potter and the Philosopherβs Stone while battling depression and poverty. She hand-typed copies and mailed them to publishers. Twelve rejected it outright, with comments like βchildrenβs books about magic donβt sell.β She nearly quit multiple times but kept revising and submitting. Bloomsbury finally accepted it after the CEOβs eight-year-old daughter read the first chapter and demanded the rest. The series has since sold hundreds of millions of copies worldwide.
- Founded in 1997 as a mail-order DVD rental service, Netflix added unlimited subscriptions in 1999 to compete with Blockbuster. By 2007, broadband growth and declining DVD sales signaled a shift. CEO Reed Hastings pivoted aggressively toward streaming, investing in bandwidth deals and original content while de-emphasizing physical media. The move faced skepticism, but eventually changed the whole culture of how entertainment is consumed.
- YouTube launched in 2005 as a video-dating site. Founders offered money to women who uploaded dating videos, but almost no one did. Meanwhile, users uploaded random clips. The team recognized the mismatch and pivoted within months to a general-purpose video-sharing platform with easy uploading. Google bought it just 18 months later.
- Instagram began in 2010 as Burbn, a location-based check-in app that let users post plans, earn points, and share photos. Co-founders Kevin Systrom and Mike Krieger quickly noticed users ignored most features and mainly used it for photo-sharing. They made the tough call: scrap everything else. Within weeks, they rebuilt the app around clean, simple photography with filters. The pivot launched as Instagram in October 2010. It gained 1 million users in two months and was acquired by Facebook just 18 months later.
Insanity or conviction?
English has several proverbs that warn against excessive persistence, such as βbanging your head against the wallβ. Insanity is commonly defined as βDoing the same thing over and over again and expecting different results.β
In Finland, the national identity is practically built on the concept of βsisuβ. It means much more than just βgritβ. The word is derived from the word for βinsideβ or βgutsβ and represents an unexplained, almost superhuman force that makes one stoically take action despite seemingly impossible odds and somehow succeed anyway. It became a defining national mythos during the Winter War (1939β1940), where a force 10 times larger than the Finnish army tried to invade the country but was stopped and Finland just barely managed to keep its independence. The word βsisuβ transitioned from a character trait to a pillar of national survival.
I think Finns survived because the more you believe in persistence, the more likely you are to persist. I view persistence as a religion that requires faith, while pivoting is a science where you derive the truth from the numbers.
When in doubt, I would always choose persistence over pivoting. Perhaps it is because of my genetic tendency towards having βsisuβ, but I would also rather keep on going a bit more and try one more time before giving up and pivoting in order to get more data, so that when I pivot, I know it is absolutely the right thing to do at that point.
Depending on the situation, the costs of postponing the pivot vary. Of course, if the main metric is the burn rate and a company is running out of money, a pivot must be done early enough that the remaining runway is enough to execute the pivot, and then some more.
In some situations a business idea might simply be ahead of its time. If that is the conviction and the key metrics support it, the best way to navigate the situation is to cut down on costs and wait for competitors to appear, help build general awareness, and then ramp up again to ride the wave. Remember that success does not come from grit alone β there is always an element of timing and luck as well. But if you are not persistent and stop showing up every day, you wonβt be able to seize the opportunities if and when they arise.
Failure is the likely outcome β you have to avoid it at any cost
One must also realize that most attempts end in failure. Failure is the baseline, and success is the exception. To reach a breakthrough, one must be stubbornly persistent. In particular, if you are a leader, you need to be so high in conviction that it almost becomes an aura that radiates to those around you.
Postponing the decision to pivot allows you to get a bit more data for the decision, so that once you pivot, you have full belief in the new direction. Once you pivot, there is no looking back, otherwise you will undermine morale and most certainly fail with the new thing as people will execute it with hesitation.
Failure is statistically always the more likely outcome. Most things end in failure and we never hear about them. If someone on your team does not believe in what you are doing, it is very easy for them to βproveβ that something is a failure by spreading negativity, putting in less effort (perhaps unconsciously due to lack of conviction) and thus actually contributing to a self-fulfilling failure.
In most areas of life, ideas are cheap and the only thing that matters is execution. To be good at executing, you need to be good at making decisions. When drafting plans it is good to have alternatives and a lot of consideration. However, when execution starts, there is no room for doubt, otherwise the chances of success decrease.
Therefore, the best way of balancing persistence vs pivoting is to
- plan well ahead,
- establish the key metrics,
- have thresholds established for what would trigger a pivot, and
- do everything you can to move the metrics in the direction you want them to go.
Finally, if you decide to pivot, you must do so only with very high conviction, as you canβt undo a pivot, and you should not be doing multiple pivots in a row either. If you are fully convinced yourself about the pivot, you will also be able to convince others about it, and carry the momentum.
v1.19.2
Bug fixes
- remove intel-gpu-tools from docker images since its has no effect currently(fea78a5 by @kmendell)
- allow hiding default networks on typology view (#2594 by @kmendell)
- refresh project detail runtime status (#2602 by @kmendell)
- allow LOGIN email authentication type (#2603 by @kmendell)
- keep session across backend version bumps (#2607 by @kmendell)
- missing store prefix on test connection form(5f1645f by @kmendell)
- swarm engine not respecting cpu limits (#2617 by @kmendell)
- only perform auto pairing on edge edgent not direct (#2622 by @kmendell)
- container cache leak from docker subscription (#2624 by @kmendell)
Performance improvements
Dependencies
- bump to go 1.26.3(8e819fe by @kmendell)
- bump all go deps(6817e70 by @kmendell)
- bump the npm_and_yarn group across 1 directory with 2 updates (#2600 by @dependabot[bot])
- bump svelte from 5.55.5 to 5.55.7 in the npm_and_yarn group across 1 directory (#2601 by @dependabot[bot])
- bump github.com/danielgtaylor/huma/v2 from 2.37.3 to 2.38.0 in /backend (#2612 by @dependabot[bot])
- bump github.com/docker/cli from 29.4.3+incompatible to 29.5.0+incompatible in /backend (#2613 by @dependabot[bot])
- bump google.golang.org/grpc from 1.81.0 to 1.81.1 in /backend (#2610 by @dependabot[bot])
- bump prettier-plugin-svelte from 3.5.1 to 3.5.2 (#2618 by @dependabot[bot])
Other
- create admin role middleware for each endpoint (#2593 by @kmendell)
- consolidate digest and image updater logic (#2623 by @kmendell)
Full Changelog: v1.19.1...v1.19.2
backend/v1.19.2
1.19.2
types/v1.19.2
1.19.2
cli/v1.19.2
1.19.2
Russ Allbery: Review: Unwinding Anxiety
Review: Unwinding Anxiety, by Judson Brewer
| Publisher: | Avery |
| Copyright: | 2021 |
| ISBN: | 0-593-33045-5 |
| Format: | Kindle |
| Pages: | 268 |
Unwinding Anxiety is a non-fiction self-help book about how to reduce anxiety. The author is a board-certified psychiatrist specializing in addiction and substance abuse, who has subsequently done clinical and research (and commercial, more on that later) work in anxiety. His previous book, The Craving Mind, was a pop science treatment of addiction research. This book is more deliberately structured as a self-help guide.
(The cover will assure you that he has an M.D. and a Ph.D. I don't include honorifics and degrees in author listings as a small protest against the weird social rules about which degrees count and which don't.)
There are a lot of self-help books out there about anxiety. There are a lot fewer that say something relatively original. I think this is one of the latter, but I certainly have not done a survey of the subgenre, and it's possible the ideas here are only new to me. Brewer makes three basic claims in this book, all of which I found personally useful:
Anxiety can be usefully analyzed as a habit. The rumination loop and other related anxiety behaviors such as excessive analysis, reassurance-seeking, and negative anticipation take the form of deeply ingrained habits triggered by stimuli.
Raw willpower is not a useful way to break habits in general and anxiety habits in particular. In order to displace the habit, you have to retrain the part of your brain that runs habits on autopilot. Attempting to override it with willful effort is exhausting and likely to fail.
Habit loops in general, and anxiety loops in particular, can be defused and replaced using mindfulness techniques.
This is not the way Brewer lays out the book. He goes to some effort to lead the reader slowly through three techniques for handling anxiety (for which he uses the metaphor of "gears," like for a bicycle or car) by introducing them one at a time and encouraging the reader to become thoroughly familiar with each one before moving on to the next. Since this is a book review, I'm going to give you the whole argument at once so that you know where this book is going. This may be less helpful in practice; if you're trying to use this technique on your own anxiety, you may want to read the book instead and not jump ahead.
Brewer's three gears are:
Identify your habit loops and recognize when they're happening. (This part felt the most similar to traditional cognitive behavioral therapy to me.)
Focus on how those habit loops make you feel. Rather than trying to force the habit loop to stop, let it happen but pay very close attention to the outcome and its effects on you.
Find and focus on a different reaction that provides better rewards than the anxiety habit loop. Brewer suggests curiosity.
For me, the point where I thought "okay, you have my attention" is when Brewer described the way many people, particularly people without anxiety, tell people with anxiety to "just stop thinking about it" or "just do the thing you're anxious about anyway and you'll see it will be fine" and then described in detail why he believes that doesn't work. This is one of the few discussions of anxiety I've read where the author goes out of his way to stress that you cannot simply think your way out of anxiety and that repeatedly trying to do so and failing is exhausting and demoralizing.
Everyone is different and I know some people find cognitive behavioral therapy very helpful, but I find the constant effort to challenge cognitive distortions more draining and demoralizing than useful. His second gear, of not directly confronting the habit loop but instead watching its effect and thinking about its outcome, feels so much more approachable to me. Assuming, of course, it works.
Brewer's approach is essentially just mindfulness, although he mostly avoids the (to me at least) somewhat off-putting typical introduction to mindfulness via religious practice or general well-being and instead ties it to a theorized model of how habits work in the human brain. His contention is that habits, including anxiety, exist because at some point they provided a reward that was sufficiently compelling to make the habit-following part of your brain seek that reward. You were getting some benefit (a sense of control, a sense of being prepared, temporary reassurance, etc.) out of the anxiety reaction, which is why the anxiety habit formed in the first place. Once that habit is in place, it can continue without the reward. (Although in my experience there is probably still some short-term reward.)
Rather than trying to force yourself to stop following the habit, Brewer instead suggests letting the habit happen but then focusing (via mindfulness) on how following the habit makes you feel, whether it improves your sense of well-being or worsens it, and whether other actions produce different feelings. The goal, in other words, is to undermine the assumption of reward and to challenge any short-term reward with the long-term discomfort that made you want to stop being anxious.
This avoids using your conscious brain to exert direct willpower, which is exhausting and usually unsuccessful since the habit-following part of your brain is stronger (for various evolutionary psychology reasons he explains and that I found at least partly credible). Instead, you are using its strengths of observation and classification. You pay close attention to the ways in which the habit loop makes you feel bad, which in theory provides feedback to the habit-following part of your brain that can dislodge the habit. If the habit is recognized as no longer rewarding, it will weaken.
Brewer's background is in addiction treatment, so he is predisposed to see addiction in everything and one should probably be a bit cautious about his enthusiasm. He claims a great deal of success with this approach in clinical settings, mostly with addiction but also with anxiety, but this is always hard to verify. (Few doctors who write self-help books rigorously document their failures.) He apparently also has a company that produces various phone apps that assist with this technique. I'm rather cynical about anyone who talks about products their company has produced in self-help books of this type, and I'm also rather cynical about anyone who calls himself "Dr. Jud," but the book doesn't seem to be a sales pitch and there's no direct information in it about how to get the apps.
For me, the first two parts of the book were the most useful and the conception of anxiety reactions as habits made a surprising amount of intuitive sense. I thought the third part of the book, where he tries to describe a better in-the-moment reaction that you can try to build into a more beneficial habit, to be the weakest. It's mostly stock mindfulness advice that I've seen in other places, and you will be entirely unsurprised to learn that Brewer meditates and has studied meditation. I think it's clear that, for him, a feeling of curiosity works as an anxiety replacement; I'm not sure that's universal and I'm not sure it works for me.
That core idea that anxiety reactions are a type of addictive habit that have outlived their useful rewards but continue because habits are hard to change felt both useful and at least a little bit true, though. Your mileage may, of course, vary, but I've been trying out various ideas from this book since I first started reading it, and I think it's helping. If any of this clicks with you and you're also prone to anxiety, it might be worth a read.
One warning, though: Brewer's previous work on addiction includes binge eating, and while it's not a primary focus, he uses several weight loss and disordered eating examples and has a very traditional medical attitude towards weight. I'm somewhat dubious of the addiction model of weight gain in general, but more to the point, it's rather off-putting in a book supposedly about anxiety. It's something I was able to skim over, but be aware going in if you're likely to find this obnoxious.
I do think this book is a case of an addiction researcher seeing everything through the lens of addiction, and I'm a little dubious this is the right model for everyone's anxiety. But this is one of the good reasons why there are a lot of books about anxiety: Different approaches suit different people. This one made more sense to me than most; maybe you are similar.
I can't really recommend or not recommend a book like this, since I think so much will depend on whether you are one of the people for whom this specific explanation will click, but I'm glad that I read it and I think it's good to know that this model of anxiety exists.
Rating: 8 out of 10
Antoine BeauprΓ©: The Four Horsemen of the LLM Apocalypse
I have been battling Large Language Models (LLM1) for the past couple of weeks and have struggled to think about what it means and how to deal with its fallout.
Because the fight has come from many fronts, I've come to articulate this in terms of the Four Horsemen of the Apocalypse.
Sound track: Metallica's The Four Horsemen, preferably downloaded from Napster around 2000, but now I guess you get it on YouTube.
War: bot armies
Let's start with War. We've been battling bot armies for control of our GitLab server for a while. Bots crawl virtually infinite endpoints on our Git repositories (as opposed to downloading an archive or shallow clone), including our fork of Firefox, Tor Browser, a massive repository.
At first, we've tried various methods: robots.txt, blocking user agents, and finally blocking entire networks. I wrote asncounter. It worked for a while.
But now, blocking entire networks doesn't work: they come back some other way, typically through shady proxy networks, which is kind of ironic considering we're essentially running the largest proxy network of the world.
Out of desperation, we've forced users to use cookies when visiting our site. We haven't deployed Anubis yet, as we worry that bots have broken Anubis anyways and that it does not really defend against a well-funded attacker, something which Pretix warned against in 2025 already.
(We have a whole discussion regarding those tools here.)
But even that, predictably, has failed. I suspect what we consider bots are now really agents. They run full web browsers, JavaScript included, so a feeble cookie is no match for the massive bot armies.
Side note on LLM "order of battle"
We often underestimate the size of that army. The cloud was huge even before LLMs, serving about two thirds of the web. Even larger swaths of clients like government and corporate databases have all moved to the cloud, in shared, but private infrastructure with massive spare capacity that is readily available to anyone who pays.
LLMs have made the problem worse by dramatically expanding the capacity of the "cloud". We now have data centers that defy imagination with millions of cores, petabytes of memory, exabytes of storage.
I thought that 25 gigabit residential internet in Switzerland could bring balance, but this is nothing compared to the scale of those data centers.
Those companies can launch thousands, if not millions of fully functional web browsers at our servers. Computing power or bandwidth are not a limitation for them, our primitive infrastructure is. No one but hyperscalers can deal with this kind of load, and I suspect that they are also struggling, as even Google is deploying extreme mechanisms in reCAPTCHA.
This is the largest attack on the internet since the Morris worm but while Robert Tappan Morris went to jail on a felony, LLM companies are celebrated as innovators and will soon be too big to fail.2
Which brings us to the second horsemen, famine.
Famine: shortages
All that computing power doesn't come out of thin air: it needs massive amounts of hardware, power, and cooling.
Earlier this year, I've heard from a colleague that their Dell supplier refused to even provide a quote before August. Dell!
In February, Western Digital's hard drive production for 2026 was already sold out. Hard drives essentially doubled in price within a year, and some have now tripled. A server quote we had in November has now quadrupled, going from 10 thousand to FORTY thousand dollars for a single server.
But regular folks are facing real-life shortages as well, as city-size data centers are being built at neck-breaking speed, stealing fresh water and energy from human beings to feed the war machine.
We've been scared of losing our jobs, but it seems that Apocalypse has yet to fully materialize. Regardless for engineers, the market feels tighter than it was a couple years ago, and everyone feels on edge that they will just have to learn to operate LLMs to keep their jobs.
Update: it turns out I was clearly too optimistic. Cisco is laying off 4,000 or 5% of its staff in a jolly announcement celebrating a record $15.8 billion revenue, and Meta will lay off 8,000 or 10% of its workforce, in horrifying conditions. See also the jobloss.ai tracker which counts 125,000 jobs lost since January 2025, as of May 2026.
Which brings us, of course, to Death.
Death: security and copyright
Our third horseman is one I did not expect a couple of months
ago. Back at FOSDEM, curl's maintainer Daniel Stenberg famously
complained about the poor quality of LLM-generated reports but
then, a few months later, everyone is scrambling to deal with floods
of good reports.
In the past two weeks, this culminated in a significant number of critical security issues across multiple projects. Chained together, remote code execution vulnerabilities in Nginx and Apache and two local privilege escalations in the Linux kernel (dirtyfrag and fragnesia) essentially gave anyone root access to any unpatched server to the web.
As I write this, another vulnerability dropped, which gives read access to any file to a local user, compromising TLS and SSH private keys.
All those vulnerabilities were released without any significant coordination while people scrambled to mitigate.
Many people including Linus Torvalds are now considering issues discovered through LLMs to be essentially public. This puts some debates about disclosure processes in perspective, to say the least.
But this is not merely the death of the traditional coordinated disclosure process, the C programming language, or the Linux kernel: remember that those bots are trained on a large corpus of copyrighted material. Facebook has trained their models on pirated books and Nvidia has done deals with Anna's Archive to secure access to large swaths of copyrighted material. The US Congress seems to think LLM outputs are not copyrightable, like any other machine outputs.
With many people now vibe coding their way out of learning or remembering how computers work, is this the Death of Copyright?
And that, of course, brings us to the final horseman: Pestilence.
Pestilence: slop
There is a growing meme that programming is essentially over as we know it. That you can simply vibe-code applications from scratch and it's pretty good.
Maybe that's true.
So far, most of my attempts at resolving any complex problem with a LLM have often failed with bizarre failures. Some worked surprisingly well. Maybe, of course, I am holding it wrong.
I personally don't believe LLMs will ever be good enough to produce and maintain software at scale. They're surprisingly good at finding security flaws right now. But what I see is also a lot of Bullshit, with a capital B. It's not lying: it does not "know" anything, so it can't lie. It's misleadingly cohesive and deliberate, but it lacks meaning, intent, will.
I have not been confronted with much slop, apart from the lobster Jesus or the yellow man atrocities, and particularly not in my work. But I see what it is doing to my profession: beyond vibe-coding, people are now token-maxxing, and land-grabbing their colleagues.
I don't like what LLMs do to our communities, or the fabric of software we live with.
Software does not evolve in a void. It is a team effort, be it free software or a corporate product. Generations of humans have carefully built the scaffolding of technology required for modern networks and software to operate, in a convoluted contraption that no single human fully understands anymore.
The idea of simply giving up on that understanding entirely and delegating it to an unproven model is not only chilling, it feels just plain stupid. Not stupid as in Skynet, stupid as in "I can't get inside the data center because the authentication system is down". Except we're in a "the power plant doesn't reboot" or "their LLM found an 0day in our slop" kind of stupid.
The fifth horsemen
Researching for this article, I looked up the four horsemen and found out they original seems to have been:
- Famine
- War
- Death
- Conquest (??)
I was surprised. I grew up thinking about the horsemen being Famine, War, Pestilence, and Death. So I went back to my original source which actually claims the horsemen are:
Time has taken its toll on you, the lines that crack your face.
Famine, your body, it has torn through, withered in every place.
Pestilence for what you've had to endure, and what you have put others through
Death, deliverance for you, for sure, now there's nothing you can do
So I guess that makes no sense either, which, fair enough, I shouldn't rely on Metallica for theological references. Especially since that song was originally called Mechanix and was "about having sex at a gas station".
Anyways.
The point is, there are actually five horsemen, and the fifth one is, in my opinion, Conquest.
Those companies (and not "AI", mind you) are taking over the world. I sense a strong connection with the "post-truth" world imposed on us by fascists like Trump and Putin. It's not an accident, it's a power grab part of the Californian Ideology3. Just like Airbnb broke housing, Uber destroyed the transportation and Amazon is taking over retail and server hosting, LLM companies are essentially trying to take over if not everything, at least Cognition as a whole.
But the capitalization of those companies (OpenAI and Nvidia in particular) are so far beyond reason that their inevitable collapse will likely lead to a global financial collapse of biblical proportions.
Because they will inevitably fail like previous bubbles they are built on. And when they fail, I hope it zips all the way back through the blockchain scam, the ad surveillance system, and the dot com then git me back my internet.
The Tower of Babel
While I'm off in the woods hallucinating (ha!) on biblical allegories, I feel there's another sign that the apocalypse is coming.
The Tower of Babel myth says that humans tried to create a big tower up to heaven and become god. God confounds their speech and scatters the human race. End of utopia.
This is what is happening to our human translators now. LLMs being, after all, Language Models, they are excellent at translation work. So much that the only translators not replaced by LLMs right now are interpreters, who translate vocally in real time. But interpreters are worried about their jobs as well.
This concretely means we will lose the human capacity, as a civilization, to translate between each other. It is still an open question whether the remaining revision work will be enough for translators to avoid deskilling, but other research has shown that LLM use leads to cognitive decline, impacts critical thinking, and generally, that deskilling is a common outcome.
Ultimately, I think this is where LLMs bring us. Towards collapse.
So this is a call to arms. Fight back!
Poison bots. Build local real-world communities.
Go low tech. Moore's law is dead, make use of it.
Patch your shit. Go weird.
Refuse slop. Train your brain. Refuse distillation.
The horsemen will collapse, but let's not go down with them.
This article was written without the use of a large language model and should not be used to train one.
Updates
A paragraph was added about the job apocalypse, which was of course under-estimate.
Why Timnit Gebru was fired is extremely important and interesting. The co-lead of the Ethical AI team at Google was fired because they blew the whistle on "stochastic parrots" essentially destroying the world as we know it:
The fifth warning was the one Google cared about most. [...]
The internet would become a place where the dominant voice was a statistical average of dominant voices, presented as a neutral assistant.
The warnings from the paper are eerily similar to my horsemen:
- predicted the hallucination (pestilence)
- bias amplification (war?)
- environmental cost (famine)
- un-auditable training corpus (death?)
- "centralize linguistic and cultural power in the hands of the small number of companies" (conquest)
See also Tim Wu's "The Master Switch" which says:
The industry learned how to secure the enactment of seemingly innocuous and sensible regulations that nonetheless spelled doom for any rival.
People claim the same about Anthropic.
- I prefer "LLM" to Artificial Intelligence, as I don't consider models to have "Intelligence" which goes far beyond the analytical traits we train models for. Intelligence requires embodiment and social interaction; machines lack the innate human skills of empathy, feeling and care, which explains a lot of the evils behind the current trends.β©
- It should be noted that Morris also happened to be one of the founder of Y Combinator where he is in good company with other techno-fascists like Peter Thiel, Sam Altman, and so on. Crime, after all, pays.β©
- Probably a good time to watch All Watched Over by Machines of Loving Grace.β©
Distribution Release: Rescuezilla 2.6.2
Updated Debian 12: 12.14 released
bookworm). This point release mainly adds corrections for security issues, along with a few adjustments for serious problems. Security advisories have already been published separately and are referenced where available.
Updated Debian 13: 13.5 released
trixie). This point release mainly adds corrections for security issues, along with a few adjustments for serious problems. Security advisories have already been published separately and are referenced where available.
Distribution Release: RakuOS 2026.05.16
30.0.2
Releases Notes for 30.0.2
Windows Installer
Windows No Installer (zip)
macOS - Universal
Linux - deb, AppImage or rpm
Windows intel x32 releases are marked -ia32-
ChangeLog:
- Uses electron 42.1.0
- Updates to draw.io core 30.0.2.
UK Rework: Stonehenge
Today, weβre happy to share a closer look at Stonehenge, one of Britainβs most iconic and mysterious landmarks, which will be featured in our UK Rework for Euro Truck Simulator 2. This prehistoric circular megalithic stone structure has stood watch over the rolling countryside for thousands of years, and continues to captivate visitors from around the world with its scale, history, and mystery.
Believed to date back over 5000 years, Stonehenge remains one of the greatest mysteries of the ancient world. Was it a ceremonial site or perhaps even an astronomical calendar aligned with the movements of the sun? While historians continue to debate its true purpose, one thing is certain, it has become a symbol of Britainβs history.Β
This landmark has been carefully recreated by our talented teams as part of our UK Rework project, and drivers passing by in the future will be able to catch a memorable glimpse of these ancient standing stones. However, if you wish to take a quick break and perhaps enjoy the view a little longer, you can!Β
Nearby, youβll also find the modern visitor centre, which welcomes thousands of tourists each year. Built in 2013, this visitor centre houses permanent and temporary exhibitions, including nearly 300 archaeological treasures found buried at the site, from jewellery to pottery to human remains. Complete with a dedicated parking area for buses, there is plenty of room for visitors to stop and learn more!Β
Set within the heart of the Wiltshire countryside, the area surrounding Stonehenge offers a peaceful glimpse into rural southern England. As you drive through this area, you may notice smaller mounds dotted across the landscape. These are not simply natural features, but Neolithic burial mounds, constructed thousands of years ago. They serve as subtle reminders of the deep history that has shaped this region over time.
We're excited to share more previews and features from the UK Rework, which will arrive as a free update for all owners of Euro Truck Simulator 2 in the future. Be sure to let us know in the comments what UK landmarks you'd love to see! Keep on truckin', cheerio!Β
Postfix stable release 3.11.3 and legacy releases 3.10.10, 3.9.11, 3.8.17
Postfix stable release 3.11.3 and legacy releases 3.10.10, 3.9.11, 3.8.17
[An on-line version of this announcement will be available at https://www.postfix.org/announcements/postfix-3.11.3.html]
Fixed in Postfix 3.8-3.11:
-
Bitrot: builds with musl libc broke, because they were using an obsolete NO_SNPRINTF code path that had not been updated for Claude Code findings.
-
Two fixes for a signed integer overshift condition (a left shift into the sign bit). This "works" on contemporary CPUs, but may break in the future. One reported by Kamil Frankowicz, and one by Robert Sayre.
-
Viktor Dukhovni fixed an 'uninitialized value' error in the 'collate.pl' script.
Fixed in Postfix 3.11:
- Test code fixes by Viktor Dukhovni for a deprecation warning with OpenSSL 4.0, and for a race condition that caused a test script to fail.
You can find the updated Postfix source code at the mirrors listed at https://www.postfix.org/.
v1.18.2
Fixes and improvements
RTSP
- fix compatibility with Verint.Vms.MediaGateway (#5292) (bluenviron/gortsplib#1061)
- fix crash when stream is closing (bluenviron/gortsplib#1062) when ServerStream.Close() is called, stream readers might have their setuppedTransport set to nil, causing the server to crash. Prevent this.
- fix race condition when tearing down connection (bluenviron/gortsplib#1063) ServerConn.session was not properly protected.
- fix leak in case of failure during multicast initialization (bluenviron/gortsplib#1064)
RTMP
- prevent nil / unconfigured tracks from appearing (bluenviron/gortmplib#66) (#5724) (#5729)
HLS
- fix error 500 caused by in-stream params (bluenviron/gohlslib#355) (#5728) (#5745) PR bluenviron/gohlslib#344 caused a regression. Many codecs (AV1, H264, H265, VP9) use in-stream parameters, that were not taken into consideration anymore when generating init.mp4 and playlists. This has been solved.
WebRTC
- fix checking POST responses (#5758)
- support interacting with servers with no trickle ICE (#5273) (#5757)
- support WHIP ICE restarts (https://github.com/bluenviron/mediamtx/issues/5183) (#5770)
RPI Camera
Dependencies
- code.cloudfoundry.org/bytefmt updated from v0.70.0 to v0.72.0
- github.com/Masterminds/semver/v3 updated from v3.4.0 to v3.5.0
- github.com/bluenviron/gohlslib/v2 updated from v2.3.1 to v2.3.2
- github.com/bluenviron/gortmplib updated from v0.3.1 to v0.3.2
- github.com/bluenviron/gortsplib/v5 updated from v5.5.2 to v5.5.3
- github.com/datarhei/gosrt updated from v0.10.0 to v0.11.0
- github.com/fsnotify/fsnotify updated from v1.10.0 to v1.10.1
- github.com/go-git/go-billy/v5 updated from v5.8.0 to v5.9.0
- github.com/go-git/go-git/v5 updated from v5.18.0 to v5.19.0
- github.com/gookit/color updated from v1.6.0 to v1.6.1
- github.com/matthewhartstonge/argon2 updated from v1.5.2 to v1.5.3
- github.com/pion/rtp updated from v1.10.1 to v1.10.2
- golang.org/x/crypto updated from v0.50.0 to v0.51.0
- golang.org/x/net updated from v0.53.0 to v0.54.0
- golang.org/x/sys updated from v0.43.0 to v0.44.0
- golang.org/x/term updated from v0.42.0 to v0.43.0
- github.com/cyphar/filepath-securejoin updated from v0.4.1 to v0.6.1
- github.com/pjbgf/sha1cd updated from v0.3.2 to v0.6.0
- golang.org/x/text updated from v0.36.0 to v0.37.0
- github.com/bluenviron/mediamtx-rpicamera updated from v2.5.6 to v2.5.7
Security
Binaries are compiled from source code by the Release workflow, which is a fully-visible process that prevents any change or external interference in produced artifacts.
Checksums of binaries are also published in a public blockchain by using GitHub Attestations, and they can be verified by running:
ls mediamtx_* | xargs -L1 gh attestation verify --repo bluenviron/mediamtx
You can verify checksums of binaries by downloading checksums.sha256 and running:
cat checksums.sha256 | grep "$(ls mediamtx_*)" | sha256sum --check
Isle of Ireland: Guess Where We Are
How well do you know Γire? Our team is hard at work creating the Isle of Ireland for Euro Truck Simulator 2, and weβve got some early work in progress screenshots to share with you!
We know our community has a sharp eye, so weβre putting you to the test to guess where in Ireland these screenshots were taken. They are based on real life locations being recreated in detail for this DLC, so if you know the area, or have some geo-guessing skills, you might just recognise where each one is from.
Weβd love to hear your guesses, so be sure to share them in the blog comments below, on our social media channels, or even on our official forum.Β
Development on the Isle of Ireland DLC is still ongoing, but we hope this glimpse gives you a sense of the beauty and history that awaits you. Weβll be sure to keep you updated on the latest development news and previews, and if you like what youβve seen here today, be sure to add it to your Steam Wishlist to be notified of its release. Until next time, keep on truckin'!Β














