10 interesting stories served every morning and every evening.




1 1,469 shares, 64 trendiness

Google Accounts

Not your com­puter? Use a pri­vate brows­ing win­dow to sign in. Learn more about us­ing Guest mode

...

Read the original on aistudio.google.com »

2 914 shares, 43 trendiness

Google Antigravity

...

Read the original on antigravity.google »

3 785 shares, 29 trendiness

Nearly all drivers say vehicles' lights are too bright in study

Nearly all UK dri­vers said they thought head­lights were too bright and that they have been daz­zled by on­com­ing ve­hi­cles, ac­cord­ing to a ma­jor study. The gov­ern­ment said last week that it will take a closer look at the de­sign of cars and head­lamps af­ter con­cerns about lights daz­zling dri­vers.A study com­mis­sioned by the Department for Transport (DfT) found 97% of peo­ple sur­veyed found they were reg­u­larly or some­times dis­tracted by on­com­ing ve­hi­cles and 96% thought most or some head­lights were too bright. Dr Shaun Helman, who led the re­search for Berkshire-based Transport Research Laboratory (TRL), said it pro­vides compelling ev­i­dence” that lights’ glare is a genuine is­sue for UK dri­vers”.

New mea­sures will be in­cluded in the gov­ern­men­t’s up­com­ing Road Safety Strategy, re­flect­ing what is be­com­ing an in­creas­ingly fraught is­sue for road users. TRLs data sug­gests that LED and whiter head­lamps may be linked to glare and that dri­vers might find their white­ness harder to cope with.Of those sur­veyed, 33% said they had ei­ther stopped dri­ving or are dri­ving less at night be­cause of lights, while an­other 22% said they would like to drive less at night but have no choice. A to­tal of 1,850 dri­vers, matched to the age and gen­der split of the coun­try’s li­cence hold­ing pop­u­la­tion, were sur­veyed for their views.

TRL said LED lights used in ve­hi­cles are brighter, more con­cen­trated and emit more blue light, which hu­man eyes strug­gle with more at night. The RACs se­nior pol­icy of­fi­cer Rod Dennis said: Having cam­paigned hard for this study, we wel­come its find­ings which in­de­pen­dently con­firm what dri­vers have been telling us — that rather than be­ing an imag­ined phe­nom­e­non, some bright head­lights do cause a glare prob­lem.“While dri­vers clearly ben­e­fit from high-per­form­ing head­lights, it’s im­por­tant this does­n’t lead to oth­ers suf­fer­ing the ef­fects of daz­zle, so a bal­ance needs to be struck,” he added.Mr Dennis said that it is vital” TRLs re­port is reviewed care­fully to put us on a path to­wards changes that ul­ti­mately ben­e­fit all road users.“Denise Voon, a clin­i­cal ad­vi­sor at The College of Optometrists, said the DfT should take im­me­di­ate, ac­tion­able steps to sup­port dri­vers and com­mis­sion more de­tailed re­search, specif­i­cally into how head­light reg­u­la­tions need to change”.

...

Read the original on www.bbc.com »

4 503 shares, 25 trendiness

My next chapter with Mastodon

After nearly 10 years, I am step­ping down as the CEO of Mastodon and trans­fer­ring my own­er­ship of the trade­mark and other as­sets to the Mastodon non-profit. Over the course of my time at Mastodon, I have cen­tered my­self less and less in our out­ward com­mu­ni­ca­tions, and to some de­gree, this is the cul­mi­na­tion of that trend. Mastodon is big­ger than me, and though the tech­nol­ogy we de­velop on is it­self de­cen­tral­ized—with heaps of al­ter­na­tive fe­di­verse pro­jects demon­strat­ing that par­tic­i­pa­tion in this ecosys­tem is pos­si­ble with­out our in­volve­ment—it ben­e­fits our com­mu­nity to en­sure that the pro­ject it­self which so many peo­ple have come to love and de­pend on re­mains true to its val­ues. There are too many ex­am­ples of founder egos sab­o­tag­ing thriv­ing com­mu­ni­ties, and while I’d like to think my­self an ex­cep­tion, I un­der­stand why peo­ple would pre­fer bet­ter guardrails.

But it would be un­couth for me to pre­tend that there is­n’t some self-in­ter­est in­volved. Being in charge of a so­cial me­dia pro­ject is, turns out, quite the stress­ful en­deav­our, and I don’t have the right per­son­al­ity for it. I think I need not elab­o­rate that the pas­sion so many feel for so­cial me­dia does not al­ways man­i­fest in healthy ways. You are to be com­pared with tech bil­lion­aires, with their im­mense wealth and lay­ered sup­port sys­tems, but with none of the money or re­sources. It man­i­fests in what peo­ple ex­pect of you, and how peo­ple talk about you. I re­mem­ber some­body jok­ingly sug­gest­ing that I chal­lenge Elon Musk to a fight (this was dur­ing his and Mark Zuckerberg’s mar­tial arts feud), and qui­etly think­ing to my­self, I am lit­er­ally not paid enough for that. I re­mem­ber also, some Spanish news­pa­per ar­ti­cle that for some rea­son, con­cluded that I don’t dress as fash­ion­ably as Jeff Bezos, based on the ex­tremely sparse num­ber of pic­tures of my­self I have shared on the web. Over an en­tire decade, these tiny things chip away at you slowly. Some things chip faster. I steer clear of show­ing vul­ner­a­bil­ity on­line, but there was a par­tic­u­larly bad in­ter­ac­tion with a user last sum­mer that made me re­alise that I need to take a step back and find a health­ier re­la­tion­ship with the pro­ject, ul­ti­mately serv­ing as the im­pe­tus to be­gin this re­struc­tur­ing process.

As for what the legacy of my run will be, I find hard to an­swer. For one, I think it is not up for me to judge. On the other hand, it is as much about what did­n’t hap­pen as it is about what did. I’ve al­ways thought that one of the most im­por­tant re­spon­si­bil­i­ties I had was to say no”. It is not a pop­u­lar thing to do, nor is it a fun thing to do, but be­ing pulled into too many dif­fer­ent di­rec­tions at once can spell dis­as­ter for any pro­ject. I’d like to think I avoided some trou­ble by be­ing care­ful. But I’m also aware that my aver­sion to pub­lic ap­pear­ances cost Mastodon some op­por­tu­ni­ties in pub­lic­ity. Ultimately, while I can­not take sole credit for it, I am nev­er­the­less most proud of how far we’ve made it over these last 10 years. From the most bare­bones pro­ject writ­ten out of my child­hood bed­room, to one of the last re­main­ing and thriv­ing pieces of the orig­i­nal, com­mu­nity-cen­tred in­ter­net.

I have so much pas­sion for Mastodon and the fe­di­verse. The fe­di­verse is an is­land within an in­creas­ingly dystopian cap­i­tal­ist hellscape. And from my per­spec­tive, Mastodon is our best shot at bring­ing this vi­sion of a bet­ter fu­ture to the masses. This is why I’m stick­ing around, al­beit in a more ad­vi­sory, and less pub­lic, role.

...

Read the original on blog.joinmastodon.org »

5 468 shares, 21 trendiness

Do Not Put Your Site Behind Cloudflare if You Don

At the time of writ­ing 12:43 UTC on Tue 18 Nov, Cloudflare has taken many sites down. I’m try­ing to browse the web, but about half of the sites show an er­ror:

Most of these sites are not even that big. I ex­pect maybe a few thou­sand vis­i­tors per month.

This demon­strates again a sim­ple fact: if you put your site be­hind a cen­tral­ized ser­vice, then this ser­vice is a sin­gle point of fail­ure. Even large es­tab­lished com­pa­nies make mis­takes and can go down.

Most peo­ple use Cloudflare be­cause they have been scared into the idea that you need DDoS pro­tec­tion. Well, maybe you do, but prob­a­bly you don’t.

As they say in se­cu­rity, no one will burn a zero day on you!”. For your small blog with one hun­dred vis­i­tors per month, it’s prob­a­bly the same: no one will burn their DDoS ca­pa­bil­i­ties on you!”

I don’t know how else to say it. Many peo­ple keep talk­ing about the im­por­tance of a de­cen­tral­ized web, and then con­tinue putting their site be­hind Cloudflare.

If you re­ally want to be safe in case your server goes down, then setup a sec­ond ver­sion of your site at an­other lo­ca­tion and point to that server via the A and AAAA records, see round-robin DNS.

Maybe that’s the core of this mes­sage. Face your fears. Put your ser­vice on the in­ter­net. Maybe it goes down, but at least not by yet an­other Cloudflare out­age.

...

Read the original on huijzer.xyz »

6 429 shares, 12 trendiness

Gemini-3-Pro-Model-Card.pdf

...

Read the original on pixeldrain.com »

7 408 shares, 19 trendiness

Pebble, Rebble, and a Path Forward

I be­lieve the Pebble com­mu­nity, Core Devices, Rebble and I all want the same thing. We love our Pebbles and want them to keep work­ing long into the fu­ture. We love the com­mu­nity that has sprung up around Pebble, and how it’s per­se­vered - next year will be the 14th an­niver­sary of the orig­i­nal Kickstarter cam­paign!

But I have to re­spond to claims made by Rebble posted on their blog yes­ter­day. I will link to their post so you can read their side of the story, and I’ve asked them to link back to this blog post from theirs.

Look - I’m the first per­son to call my­self out when I fail. I wrote a de­tailed blog post about Success and Failure at Pebble and of­ten write in de­tail about learn­ing from my mis­takes. But in this spe­cific case, you’ll find that I’ve done my ut­most to re­spect the Pebble legacy and com­mu­nity. Rebble is mis­lead­ing the com­mu­nity with false ac­cu­sa­tions.

For those just pass­ing through, here’s the TLDR:

Core Devices is a small com­pany I started in 2025 to re­launch Pebble and build new Pebble smart­watches. Rebble is a non-profit or­ga­ni­za­tion that has sup­ported the Pebble com­mu­nity since 2017. Rebble has done a ton of great work over the years and de­serves recog­ni­tion and sup­port for that.

Core Devices and Rebble ne­go­ti­ated an agree­ment where Core would pay $0.20/user/month to sup­port Rebble ser­vices. But the agree­ment broke down af­ter over the fol­low­ing dis­agree­ment.

Rebble be­lieves that they 100%’ own the data of the Pebble Appstore. They’re at­tempt­ing to cre­ate a walled gar­den around 13,000 apps and faces that in­di­vid­ual Pebble de­vel­op­ers cre­ated and up­loaded to the Pebble Appstore be­tween 2012 and 2016. Rebble later scraped this data in 2017.

I dis­agree. I’m work­ing hard to keep the Pebble ecosys­tem open source. I be­lieve the con­tents of the Pebble Appstore should be freely avail­able and not con­trolled by one or­ga­ni­za­tion.

Rebble posted a blog post yes­ter­day with a bunch of false ac­cu­sa­tions, and in this post I speak to each of them.

* Dec 2016 - Pebble shut down. Some IP was sold to Fitbit. I blogged about why I think we failed. Fitbit con­tin­ued to run the Pebble Appstore and web ser­vices for 1.5 years. I re­ally ap­pre­ci­ated that.Reb­ble or­ga­ni­za­tion grew out of the of­fi­cial Pebble Developers Discord.

* Rebble or­ga­ni­za­tion grew out of the of­fi­cial Pebble Developers Discord.

* July 2018, Fitbit shut down the Pebble app­store.Be­fore it shut down, Rebble (and oth­ers) scraped all 13,000 apps and meta­data from the Pebble Appstore. Rebble be­gan host­ing a copy of the app­store. They cre­ated a new Dev Portal where de­vel­op­ers could up­load new apps, roughly 500 have been up­loaded since July 2018.Rebble also re­verse en­gi­neered many Pebble web ser­vices (weather, time­line and voice tran­scrip­tion) and pro­vided them as a paid ser­vice for the Pebble com­mu­nity.

* Before it shut down, Rebble (and oth­ers) scraped all 13,000 apps and meta­data from the Pebble Appstore. Rebble be­gan host­ing a copy of the app­store. They cre­ated a new Dev Portal where de­vel­op­ers could up­load new apps, roughly 500 have been up­loaded since July 2018.

* Rebble also re­verse en­gi­neered many Pebble web ser­vices (weather, time­line and voice tran­scrip­tion) and pro­vided them as a paid ser­vice for the Pebble com­mu­nity.

* Jan 2025 - Google open sourced PebbleOS, breath­ing new life into the com­mu­nity.

* March 2025 - I an­nounced a new com­pany (Core Devices) and 2 new watches - store.rePeb­ble.com

* November 2025 - we fin­ished ship­ping out 5,000 Pebble 2 Duos. We’re work­ing hard on Pebble Time 2. We’re aim­ing to start ship­ping in January.

Accusation 1: Rebble paid for the work that [Eric] took as a base for his com­mer­cial watch­es’

* I think they’re ac­cus­ing me of stealing’ open source con­tri­bu­tions to PebbleOS that Rebble paid for. This is en­tirely false.

* We did not take any PebbleOS work Rebble paid for as a base for [our] com­mer­cial watch­es’. To my best of my knowl­edge My best guess is that they are re­fer­ring to Rebble hav­ing paid CodeCoup, the com­pany be­hind , to fix some bugs that af­fected older non-Core Devices watches. Any Rebble-sponsored CodeCoup com­mits are not pre­sent in our repo. In fact, the op­po­site is true - we paid Codecoup $10,000 to fix mul­ti­ple BLE stack is­sues, some of them on the host side that ben­e­fit all de­vices, in­clud­ing old Pebbles. Update: I’m told Rebble did pay him, months later. My point is valid - when we shifted de­vel­op­ment to our repo, Rebble had not paid any­thing. More broadly, I re­ject the premise that us­ing open source soft­ware un­der the terms of the li­cense, re­gard­less of who funds de­vel­op­ment, is stealing’.

* We started us­ing our own repo for PebbleOS de­vel­op­ment be­cause PRs on the Rebble repo re­views were tak­ing too long. We only had one firmware en­gi­neer at the time (now we have a whop­ping 2!) and he felt like he was be­ing slowed down too much. All of our con­tri­bu­tions to PebbleOS have been 100% open source.

* Overall, the feed­back that PebbleOS could ben­e­fit from open gov­er­nance is well taken. Long term, PebbleOS would be a good fit for open source or­ga­ni­za­tion with ex­pe­ri­ence in open gov­er­nance, like Apache or Linux Foundation. I wrote about this last week.

* With our small team and fairly quick de­vel­op­ment sched­ule, it’s true that we haven’t PRed our changes into Rebble’s repo. It’s tough to pri­or­i­tize this while we are busy fix­ing bugs and get­ting ready for Pebble Time 2.

Accusation 2: Core took Rebble’s work’ on libpeb­blecom­mon to cre­ate libpeb­ble3

* The ma­jor­ity (>90%) of our new open sourcelibpeb­ble3 li­brary was writ­ten by Core Devices em­ploy­ees. The re­main­der comes from libpeb­blecom­mon, an­other open source li­brary writ­ten by two peo­ple.

* In April 2025, Core pur­chased the copy­right to the libpeb­blecom­mon code from the two main­tain­ers and in­cor­po­rated it into libpeb­ble3**, which is also open source**.

* All our con­tri­bu­tions to libpeb­ble3 are GPL-3.0 li­censed. Here’s the mo­ti­va­tion be­hind that our li­cens­ing strat­egy for this repo. We use the same CLA agree­ment as Matrix, QT and MySQL. Our CLA ex­plic­itly in­cludes a clause that re­quires to Core Devices to dis­trib­ute all con­tri­bu­tions un­der an OSI-compatible FOSS li­cense (e.g. GPLv3).

* Note that nei­ther Rebble libpeb­blecom­mon main­tainer signed the Rebble blog post.

Side note re­gard­ing Cobble, I don’t think Rebble even knows this but in 2024, I per­son­ally spent over $30,000 to sup­port its de­vel­op­ment, way be­fore PebbleOS was open source. It was my own way to sup­port the com­mu­nity.

Accusation 3: Core promised that they would let Rebble main­tain and own the de­vel­oper site’

* Nothing of the sort was agreed upon. See the full writ­ten agree­ment that Core Devices has with Rebble to­wards the bot­tom. Rebble agreed that Core would host the de­vel­oper site.

* I have been main­tain­ing and up­dat­ing the de­vel­oper site per­son­ally - all open source. Having two sources of truth would be con­fus­ing for the com­mu­nity.

Accusation 4: [Eric] scraped our app store, in vi­o­la­tion of the agree­ment that we reached with him pre­vi­ous­ly’

Note: scraping’ usu­ally means to au­to­mated ex­trac­tion of data from a web­site.

* Here’s what hap­pened. I wanted to high­light some of my favourite watch­faces on the Pebble Appstore. Last Monday Nov 10, af­ter I put my kids to sleep and be­tween long calls with fac­to­ries in Asia, I started build­ing a we­bapp to help me quickly go through Pebble Appstore and de­cide which were my top picks.

* Let me be crys­tal clear - my lit­tle we­bapp did not down­load apps or scrape’ any­thing from Rebble. The we­bapp dis­played the name of each watch­face and screen­shots and let me click on my favs. I used it to man­u­ally look through 6000 watch­faces with my own eyes. I still have 7,000 to go. Post your server logs, they will match up iden­ti­cally to the app I (well…Claude) wrote (source code here)

* I in­te­grated these picks into the Pebble Appstore on Saturday and posted about it on Sunday.

All of four of these ac­cu­sa­tions could have been clar­i­fied sim­ply by ask­ing me. Instead, Rebble de­cided to post them on their blog and threaten a law­suit.

How did we get here?

Why are there du­el­ing blog posts in the Pebbleverse?

I think most of the peo­ple are be­hind Rebble are great and the com­mu­nity over­all is awe­some. I know they truly mean well, but there are many as­pects of the org that are se­verely trou­bling. I am very close with one of the Rebble board mem­bers, who I con­sider a per­sonal friend. Over the years, I learned a lot about the or­ga­ni­za­tion and helped coach him through some ma­jor dis­putes be­tween board mem­bers.

I ex­changed lit­er­ally thou­sands of mes­sages with my friend on this topic over the span of 3 years. I re­frained from get­ting too in­volved, de­spite be­ing asked sev­eral times to join Rebble as a board mem­ber or lead the or­ga­ni­za­tion. I de­murred - I saw how painful it was for him and I had no in­ter­est in be­ing part of that.

PebbleOS is now open source! Yay. This is thanks to the work of many Googlers, ex-Peb­blers and oth­ers - I called out (hopefully) all of them in my blog post in March. I re­ally wanted Rebble to be a part of the Pebble re­vival go­ing for­ward. I hired 3 peo­ple from Rebble to join Core Devices. I reg­u­larly brought up Rebble’s ef­forts over the years.

I en­gaged with Rebble folks in dis­cus­sions in the spring on how we could for­mally work to­gether, and then made some con­crete pro­pos­als in the sum­mer. One dif­fi­culty was that Core Devices is a busi­ness with cus­tomers and sched­ules. This did­n’t al­ways sync up with the time­frames of a non-profit. Things be­came very drawn out. It was very hard to pin peo­ple down, even on sim­ple stuff like what the goals of Rebble as an or­ga­ni­za­tion were.

Regardless, I con­tin­ued push­ing to make Rebble a key part of the Pebble re­launch.

By August, we fi­nally got close to an agree­ment.

On September 30 2025, we agreed to the fol­low­ing doc­u­ment and pub­lished re­spec­tive blog posts (ours, theres). Core Devices would pay Rebble $0.20/user/month. I con­sid­ered it a do­na­tion to a group that has done so much to sup­port the com­mu­nity. But I pur­posely pushed for open­ness - no sin­gle group (Core Devices or Rebble) should be in con­trol.

Notice the fi­nal bul­let in the App store sec­tion:

All bi­nary/​meta­data (including his­tor­i­cal apps) will be pub­lished as archive file (no scrap­ing Rebble ser­vices)

Looking back, we should have had more clear word­ing in this agree­ment. But this was af­ter months of chat dis­cus­sions and hours of Zoom calls. I hon­estly thought that we had reached an agree­ment to make the archive open, like in this mes­sage I re­ceived from a Rebble board mem­ber.

By the end of October, Rebble has changed their mind about pro­vid­ing an archive file.

Not with­stand­ing their false ac­cu­sa­tions of theft, the crux of our dis­agree­ment is the archive of 13,000 Pebble apps and watch­faces that were up­loaded to the Pebble Appstore in July 2018 be­fore it was shut down.

* I be­lieve that these apps and watch­faces should be archived pub­licly and freely ac­ces­si­ble by any­one. They should not held be­hind a walled gar­den by one or­ga­ni­za­tion. I re­peat­edly ad­vo­cated for host­ing this data on a neu­tral 3rd party like Archive.org.

* Rebble be­lieves the data be­hind the Pebble App Store is 100% Rebble’ (this is a di­rect quote from their blog post). They re­peat­edly re­fer to all watch­faces and watchapps as our data’.

This is just plainly false. The apps and watch­faces were orig­i­nally up­loaded by in­di­vid­ual de­vel­op­ers to an app­store run by a com­pany that no longer ex­ists. These folks cre­ated beau­ti­ful work and shared them freely with the Pebble com­mu­nity. I’ve spo­ken with nu­mer­ous Pebble app de­vel­op­ers about this. After the fall of Pebble Tech Corp, none of them en­vi­sioned one sin­gle or­ga­ni­za­tion claim­ing own­er­ship of their work and re­strict­ing ac­cess, or charg­ing money for ac­cess.

Let’s do the right thing - ho­n­our the orig­i­nal de­vel­op­ers and cre­ate a free pub­licly avail­able archive of their beau­ti­ful watch­faces and watchapps.

It’s easy to as­sume the worst in sit­u­a­tions like this. But our plan for the app­store is pretty straight­for­ward. We’re work­ing on rewrit­ing the app­store fron­tend to be na­tive in the mo­bile app rather than a web view. Rebble’s app­store back­end API will be the data source. Rebble’s dev por­tal is where de­vel­op­ers up­load apps. No sub­scrip­tion or Rebble ac­count will not be re­quired to down­load apps. We in­tend to cu­rate how the app­store is dis­played Pebble app.

We’re ex­cited to see other Pebble-supporting mo­bile apps pop up - like MicroPebble and GadgetBridge, of­fer­ing dif­fer­ent fea­tures and ex­pe­ri­ences. We’d love to sup­port these ef­forts with open source code or fi­nan­cially.

Reading things like We’re happy to let them build what­ever they want as long as it does­n’t hurt Rebble’ in their blog post wor­ries me. Take our voice-to-text and weather fea­tures. Rebble cur­rently of­fers these as part of their paid sub­scrip­tion. Our new Pebble mo­bile app in­cludes a on-de­vice speech-to-text fea­ture. We’re plan­ning to in­clude weather for free in our app and make the data avail­able to all watch­faces so you don’t need to con­fig­ure each one sep­a­rately. These fea­tures are bet­ter for users but would they hurt’ Rebble? Will I need to ask per­mis­sion from Rebble be­fore build­ing these fea­tures? It’s clear that the goals of a non-profit and de­vice man­u­fac­turer will not al­ways be in align­ment.

Now con­sider the app­store. It’s a fun­da­men­tal part of the Pebble ex­pe­ri­ence. Even be­fore yes­ter­day’s ac­cu­sa­tions, I felt wary about re­ly­ing too heav­ily on a 3rd party like Rebble to pro­vide such a crit­i­cal ser­vice. When peo­ple buy a watch from Core Devices, they ex­pect to be able to down­load apps and watch­faces. If Rebble lead­er­ship changes their mind, how can I be cer­tain I can de­liver a good ex­pe­ri­ence for our cus­tomers? This is one of the pri­mary rea­sons I think it’s im­por­tant for an archive of the Pebble Appstore to be freely avail­able.

Rebble - prove that you be­lieve in an open, un­re­stricted Pebble com­mu­nity. Tear down the walled gar­den you are try­ing to cre­ate. Publish your copy of the Pebble Appstore archive. Stop say­ing that you 100%’ own other de­vel­op­ers data. Let’s move on from this ridicu­lous sideshow and fo­cus on mak­ing Pebble awe­some!

I’ve worked hard to struc­ture every­thing that we’re do­ing to be sus­tain­able for the long term, and to do right by the Pebble com­mu­nity. I think Rebble should do the same.

I earned al­most noth­ing from Pebble Tech Corp. I paid my­self a $65,000 salary each year. I did not get any pay­out through the as­set sale. I fought to make sure that all Pebble em­ploy­ees were taken care of as best as pos­si­ble, and that the Pebble com­mu­nity would live on. I be­lieve that at every turn, I’ve done right by the com­mu­nity.

I did­n’t re­launch Pebble to make a lot of money. My goal this time round is to make it sus­tain­able. I want to con­tinue mak­ing more watches and cool gad­gets. There are no in­vestors. I am tak­ing huge risks do­ing this. I re­launched it be­cause I love Pebble and want it to live on long into the fu­ture. Generally, I am ex­cited and pos­i­tive for the fu­ture, de­spite every­thing.

For every­one else, again, I apol­o­gize for the ex­treme amounts of in­side base­ball and the bet­ter things you could be do­ing with your time. I’ll leave the com­ments open here. Please re­frain from any per­sonal at­tacks or vi­cious com­ments (at my­self or other peo­ple) - fol­low the HN guide­lines.

...

Read the original on ericmigi.com »

8 369 shares, 10 trendiness

Git operation failures

...

Read the original on www.githubstatus.com »

9 361 shares, 14 trendiness

Start building with Gemini 3

Today we are in­tro­duc­ing Gemini 3, our most in­tel­li­gent model that can help bring any idea to life. Built on a foun­da­tion of state-of-the-art rea­son­ing, Gemini 3 Pro de­liv­ers un­par­al­leled re­sults across every ma­jor AI bench­mark com­pared to pre­vi­ous ver­sions. It also sur­passes 2.5 Pro at cod­ing, mas­ter­ing both agen­tic work­flows and com­plex zero-shot tasks.

Gemini 3 Pro fits right into ex­ist­ing pro­duc­tion agent and cod­ing work­flows, while also en­abling new use cases not pre­vi­ously pos­si­ble. It’s avail­able in pre­view at $2/million in­put to­kens and $12/million out­put to­kens for prompts 200k to­kens or less through the Gemini API in Google AI Studio and Vertex AI for en­ter­prises (see pric­ing for rate lim­its and full pric­ing de­tails). Additionally, it can be uti­lized via your fa­vorite de­vel­oper tools within the broader ecosys­tem and is avail­able, with rate lim­its, free of charge in Google AI Studio.

Developers are spend­ing more and more time cre­at­ing soft­ware with AI at their side. Building on the mo­men­tum of Gemini 2.5 Pro and all the feed­back, Gemini 3 Pro serves as a new foun­da­tion of in­tel­li­gence for what’s pos­si­ble with an agen­tic cod­ing model.

Gemini 3 Pro scores 54.2% points on Terminal-Bench 2.0, which tests a mod­el’s tool use abil­ity to op­er­ate a com­puter via ter­mi­nal.

You can feel the power of this model come to life in Google Antigravity, our new agen­tic de­vel­op­ment plat­form, in ad­di­tion to Gemini CLI, Android Studio, and other cod­ing prod­ucts like Cursor, GitHub, JetBrains, Manus, Cline and more.

To ad­vance how the model and IDE work to­gether, we’re in­tro­duc­ing Google Antigravity to show­case what’s pos­si­ble with Gemini 3. It’s an agen­tic de­vel­op­ment plat­form that en­ables de­vel­op­ers to op­er­ate at a higher, task-ori­ented level by man­ag­ing agents across work­spaces, while re­tain­ing a fa­mil­iar AI IDE ex­pe­ri­ence at its core. It’s a faster way to de­velop: you act as the ar­chi­tect, col­lab­o­rat­ing with in­tel­li­gent agents that op­er­ate au­tonomously across the ed­i­tor, ter­mi­nal, and browser. These agents plan and ex­e­cute com­plex soft­ware tasks, com­mu­ni­cat­ing their work with the user via de­tailed ar­ti­facts. This el­e­vates all as­pects of de­vel­op­ment, from build­ing fea­tures, UI it­er­a­tion, and fix­ing bugs to re­search­ing and gen­er­at­ing re­ports. Visit the Google Antigravity web­site to down­load the pub­lic pre­view at no charge, now avail­able for MacOS, Windows and Linux.

With Gemini 3, we are re­leas­ing a client-side bash tool that em­pow­ers the model to pro­pose shell com­mands as part of agen­tic work­flows for tasks such as nav­i­gat­ing your lo­cal filesys­tem, dri­ving de­vel­op­ment processes, and au­tomat­ing sys­tem op­er­a­tions. We’re pair­ing this with a hosted server-side bash tool for multi lan­guage code gen­er­a­tion and se­cure pro­to­typ­ing. Available now in the Gemini API for early ac­cess part­ners, with gen­eral avail­abil­ity com­ing soon.Ad­di­tion­ally, Gemini hosted tools Grounding with Google Search and URL con­text can now be com­bined with struc­tured out­puts. This is es­pe­cially pow­er­ful for build­ing agen­tic use cases which in­volve fetch­ing and ex­tract­ing data and then out­putting them in a spe­cific for­mat for down­stream agen­tic tasks.

Gemini 3 Pro un­locks the true po­ten­tial of vibe cod­ing”, where nat­ural lan­guage is the only syn­tax you need. By sig­nif­i­cantly im­prov­ing com­plex in­struc­tion fol­low­ing and deep tool use, the model can trans­late a high-level idea into a fully in­ter­ac­tive app with a sin­gle prompt. It han­dles the heavy lift­ing of multi-step plan­ning and cod­ing de­tails de­liv­er­ing richer vi­su­als and deeper in­ter­ac­tiv­ity, al­low­ing you to fo­cus on the cre­ative vi­sion.

Gemini 3 Pro tops the WebDev Arena leader­board by scor­ing an im­pres­sive 1487 Elo.

Whether it’s build­ing a game with a sin­gle prompt, an in­ter­ac­tive land­ing page from un­struc­tured voice notes, or a full on app from a nap­kin sketch, de­vel­op­ers can bring their idea to life with Gemini 3. With this model, we pushed sin­gle prompt gen­er­a­tion ca­pa­bil­i­ties fur­ther than ever, mean­ing you can go from idea to AI-powered app with a sin­gle prompt, like this retro game built in Google AI Studio.

We’ve built Google AI Studio to be your fastest path from a prompt to an AI-native app. Build mode lets you add AI ca­pa­bil­i­ties faster than ever, au­to­mat­i­cally wiring up the right mod­els and APIs, while fea­tures like an­no­ta­tions en­able fast and in­tu­itive it­er­a­tion. You can start build­ing with Gemini 3 in Google AI Studio to­day.

Gemini 3 is the best model in the world for com­plex mul­ti­modal un­der­stand­ing and sets new highs on MMMU-Pro for com­plex im­age rea­son­ing and Video MMMU for video un­der­stand­ing. Combining its in­tel­li­gence and a 1 mil­lion-to­ken con­text win­dow, de­vel­op­ers can see sig­nif­i­cant im­prove­ments while build­ing key mul­ti­modal use cases. To give you more con­trol over la­tency and cost, you can now con­fig­ure mul­ti­modal vi­sion pro­cess­ing with more gran­u­lar­ity in the Gemini API based on the vi­sual fi­delity re­quired for your ap­pli­ca­tion.

Gemini 3 Pro is best-in-class for doc­u­ment un­der­stand­ing, go­ing be­yond sim­ple OCR (Object Character Recognition) to in­tel­li­gently han­dle com­plex doc­u­ment un­der­stand­ing and rea­son­ing.You can see the mod­el’s vi­sion un­der­stand­ing, rea­son­ing and cod­ing ca­pa­bil­i­ties in our demo app that brings any idea to life in Google AI Studio.

The mod­el’s im­proved spa­tial un­der­stand­ing also dri­ves strong per­for­mance in em­bod­ied rea­son­ing tasks like point­ing, tra­jec­tory pre­dic­tion and task pro­gres­sion, un­lock­ing new use cases across au­tonomous ve­hi­cles, XR de­vices and ro­bot­ics.Its spa­tial rea­son­ing also pow­ers in­tel­li­gent screen un­der­stand­ing of desk­top, mo­bile and OS screens de­liv­er­ing sig­nif­i­cant per­for­mance im­prove­ment for com­puter use agents. The model also un­der­stands the in­tent of user ac­tions based on mouse move­ments and screen an­no­ta­tions un­lock­ing novel ex­pe­ri­ences like this Visual Computer demo app.

Gemini 3 Pro cap­tures rapid ac­tion with high-frame-rate un­der­stand­ing, en­sur­ing de­vel­op­ers never miss a crit­i­cal mo­ment in fast-mov­ing scenes. Beyond speed, long-con­text re­call al­lows for syn­the­siz­ing nar­ra­tives and pin­point­ing spe­cific de­tails across hours of con­tin­u­ous footage.

Gemini 3 Pro is now in­te­grated into many de­vel­oper prod­ucts and tools to seam­lessly fit into your ex­ist­ing work­flows and un­lock en­tirely new ways to code.Build with the Gemini API: You can in­te­grate Gemini 3 Pro im­me­di­ately into your ap­pli­ca­tions via Google AI Studio and Vertex AI for Enterprise. To sup­port the mod­el’s deeper rea­son­ing ca­pa­bil­i­ties, we’re in­tro­duc­ing a new think­ing level and more gran­u­lar me­dia res­o­lu­tion pa­ra­me­ters in the API, along with stricter val­i­da­tion for thought sig­na­tures. This up­date is crit­i­cal for pre­serv­ing the mod­el’s thoughts across multi-turn con­ver­sa­tions. Check out the Developer Guide for the tech­ni­cal break­down and our Prompting Guide to learn how to build with Gemini 3 Pro.Experience the mod­el’s agen­tic ca­pa­bil­i­ties: Whether you are adding AI-native fea­tures to an Android app, au­tomat­ing work­flows through Gemini CLI or man­ag­ing a fleet of au­tonomous agents in Google Antigravity, Gemini 3 Pro pro­vides the re­li­a­bil­ity needed for com­plex, agen­tic ar­chi­tec­tures.Vibe code with Gemini 3 Pro: Google AI Studio is your fastest path to bring any idea to life. Get started in Build mode to gen­er­ate a fully func­tional app with a sin­gle prompt. And if you need a lit­tle in­spi­ra­tion, click I’m feel­ing lucky” and let Gemini 3 Pro han­dle the cre­ative spark and the code im­ple­men­ta­tion si­mul­ta­ne­ously.The soft­ware land­scape is shift­ing. As AI changes who builds and how they build, we are com­mit­ted to meet­ing you where you are — giv­ing you the tools to push the bound­aries of what’s pos­si­ble.This is just the start of the Gemini 3 era but we can’t wait to see what you build with Gemini 3 Pro!

...

Read the original on blog.google »

10 344 shares, 12 trendiness

A new era of intelligence with Gemini 3

Nearly two years ago we kicked off the Gemini era, one of our biggest sci­en­tific and prod­uct en­deav­ors ever un­der­taken as a com­pany. Since then, it’s been in­cred­i­ble to see how much peo­ple love it. AI Overviews now have 2 bil­lion users every month. The Gemini app sur­passes 650 mil­lion users per month, more than 70% of our Cloud cus­tomers use our AI, 13 mil­lion de­vel­op­ers have built with our gen­er­a­tive mod­els, and that is just a snip­pet of the im­pact we’re see­ing.

And we’re able to get ad­vanced ca­pa­bil­i­ties to the world faster than ever, thanks to our dif­fer­en­ti­ated full stack ap­proach to AI in­no­va­tion — from our lead­ing in­fra­struc­ture to our world-class re­search and mod­els and tool­ing, to prod­ucts that reach bil­lions of peo­ple around the world.

Every gen­er­a­tion of Gemini has built on the last, en­abling you to do more. Gemini 1’s break­throughs in na­tive mul­ti­modal­ity and long con­text win­dow ex­panded the kinds of in­for­ma­tion that could be processed — and how much of it. Gemini 2 laid the foun­da­tion for agen­tic ca­pa­bil­i­ties and pushed the fron­tiers on rea­son­ing and think­ing, help­ing with more com­plex tasks and ideas, lead­ing to Gemini 2.5 Pro top­ping LMArena for over six months.

And now we’re in­tro­duc­ing Gemini 3, our most in­tel­li­gent model, that com­bines all of Gemini’s ca­pa­bil­i­ties to­gether so you can bring any idea to life.

It’s state-of-the-art in rea­son­ing, built to grasp depth and nu­ance — whether it’s per­ceiv­ing the sub­tle clues in a cre­ative idea, or peel­ing apart the over­lap­ping lay­ers of a dif­fi­cult prob­lem. Gemini 3 is also much bet­ter at fig­ur­ing out the con­text and in­tent be­hind your re­quest, so you get what you need with less prompt­ing. It’s amaz­ing to think that in just two years, AI has evolved from sim­ply read­ing text and im­ages to read­ing the room.

And start­ing to­day, we’re ship­ping Gemini at the scale of Google. That in­cludes Gemini 3 in AI Mode in Search with more com­plex rea­son­ing and new dy­namic ex­pe­ri­ences. This is the first time we are ship­ping Gemini in Search on day one. Gemini 3 is also com­ing to­day to the Gemini app, to de­vel­op­ers in AI Studio and Vertex AI, and in our new agen­tic de­vel­op­ment plat­form, Google Antigravity — more be­low.

Like the gen­er­a­tions be­fore it, Gemini 3 is once again ad­vanc­ing the state of the art. In this new chap­ter, we’ll con­tinue to push the fron­tiers of in­tel­li­gence, agents, and per­son­al­iza­tion to make AI truly help­ful for every­one.

We hope you like Gemini 3, we’ll keep im­prov­ing it, and look for­ward to see­ing what you build with it. Much more to come!

...

Read the original on blog.google »

To add this web app to your iOS home screen tap the share button and select "Add to the Home Screen".

10HN is also available as an iOS App

If you visit 10HN only rarely, check out the the best articles from the past week.

If you like 10HN please leave feedback and share

Visit pancik.com for more.