“team_ktra” — Fediverse search results on home.social

2026-10-27

Why This Could Be the Most Important Offseason Yet for the Phillies Front Office

The Philadelphia Phillies have made the playoffs in five consecutive seasons, but the team isn’t heading in the…
#NewsBeep #News #MLB #CA #Canada #Sports
https://www.newsbeep.com/ca/948136/

#newsbeep #news #mlb #ca #canada #sports

Dev Community @[email protected]

2026-10-27

You open the repo on your first morning, the README says "run the app, ask it something," and forty seconds later an answer appears on the phone. Nobody on the team can tell you whether that text came from the bundled on-device model, from a remote endpoint someone configured last quarter, or from a fixture left in a debug build. That uncertainty is not a small onboarding annoyance, because every later measurement you record inherits it.

This post is a first-hour exercise for a junior engineer joining a mobile AI repo. The goal is not to ship a feature, and it is not to improve latency or accuracy; the goal is to make provenance visible, so that when you do open your first PR you already know which execution path you exercised. Everything below is a proposed harness that you run on your own device, not a report of numbers I measured on yours.

Why provenance belongs in hour one

In a normal backend repo you can read the config and know which database answered. In a mobile AI repo the same request can be served by three different things depending on build type, network state, and whether an asset survived the packaging step. If you skip this check, you will eventually write a careful benchmark, show it to your reviewer, and discover the phone was calling a cached response the whole time.

The exercise below gives you three things you can rely on for the rest of onboarding: a build that fails loudly when the model asset is missing, a debug banner that names the source of the last response, and a repeatable way to exercise the remote path on purpose.

The three sources to distinguish

Bundled asset. A model file inside the app package, loaded from local storage with no network involved.
Remote endpoint. An HTTP call to a server the app was pointed at, which may be a shared development host or something you started yourself.
Fixture or cache. A stubbed response in debug builds, or a stored answer replayed from a previous run.

Your banner only needs to name which of these produced the last result. It does not need to be pretty, and it should not ship in release builds.

Step 1: make a missing model asset a build failure

Before you touch any inference code, prove that the file you think is packaged actually is. Add a verification task to the app module and wire it into the check lifecycle. Substitute your own asset name and the checksum your team stores alongside the artifact.

// app/build.gradle.kts (proposed harness)
val modelDir = layout.projectDirectory.dir("src/main/assets/models")

// Placeholder on purpose: copy the real digest from your artifact record.
val expectedDigests = mapOf(
"classifier-small.tflite" to "<sha256-from-your-artifact-record>"
)

tasks.register("verifyModelAssets") {
val dir = modelDir
inputs.dir(dir)
doLast {
expectedDigests.forEach { (name, want) ->
val file = dir.file(name).asFile
require(file.exists()) { "Missing model asset: $name" }
val got = java.security.MessageDigest.getInstance("SHA-256")
.digest(file.readBytes())
.joinToString("") { "%02x".format(it) }
require(got == want) { "Checksum mismatch for $name\nexpected=$want\n got=$got" }
}
println("verifyModelAssets: OK")
}
}

tasks.named("preBuild") { dependsOn("verifyModelAssets") }

Expected observation on a healthy checkout is a single verifyModelAssets: OK line before compilation. Then deliberately rename the asset once, run ./gradlew :app:assembleDebug, and confirm the build stops with the message you wrote. If it compiles anyway, your app has a runtime download path you have not found yet, and that is the most important thing you will learn all day.

Step 2: print the source of the last response

A tiny recorder next to your inference entry point costs almost nothing and removes the guessing. Keep it debug-only, and never log prompt text or user content in it.

// Proposed harness. Field names follow your app's existing types.
sealed interface ModelSource {
data class Bundled(val asset: String, val digestPrefix: String) : ModelSource
data class Remote(val host: String, val path: String) : ModelSource
data class Fixture(val name: String) : ModelSource
}

object Provenance {
private val seen = ArrayDeque<ModelSource>()

fun record(source: ModelSource) {
seen.addLast(source)
if (seen.size > 20) seen.removeFirst()
if (BuildConfig.DEBUG) Log.d("Provenance", describe(source))
}

fun last(): ModelSource? = seen.lastOrNull()

private fun describe(s: ModelSource): String = when (s) {
is ModelSource.Bundled -> "bundled ${s.asset} sha256:${s.digestPrefix}"
is ModelSource.Remote -> "remote ${s.host}${s.path}"
is ModelSource.Fixture -> "fixture ${s.name}"
}
}

Call Provenance.record(...) exactly where the response is produced, not where the request is built, because a retry can change the answer's origin. If you use Compose, a two-line debug overlay reading Provenance.last() is enough; on iOS the same idea maps to a #if DEBUG view or an os_log line.

What the banner buys you

You can tell a reviewer which path your PR screenshot came from.
You can catch a silent fallback before it becomes a "works on my machine" thread.
You can reproduce a bug by forcing the source rather than hoping.

Step 3: exercise the remote path deliberately

Many teams use a hosted endpoint for early integration work, and some projects offer free model access plus a free server option so a new contributor can get a working call without a billing conversation. The open-source project MonkeyCode is one of these, and its operator describes a free model-access tier and a free server option for trying the workflow; the same operator-supplied description puts the free allowance at 10 million tokens. Treat that figure as a starting point, not a contract, and re-read the project's current terms before you plan any budget around it.

Disclosure: This article was prepared as part of MonkeyCode's product outreach.

The useful part for onboarding is narrower than the marketing: a shared free endpoint lets you prove that your client's request shape, timeout, and error handling work before you depend on a host only three people can reach. Time the first call rather than trusting it.

# Shape only. Use the base URL and path from the project's own setup docs.
BASE_URL="https://<your-endpoint-from-the-project-docs>"

for i in 1 2 3; do
curl -sS -o /dev/null \
-w "attempt=%{http_code} ttfb=%{time_starttransfer}s total=%{time_total}s\n" \
-H "Content-Type: application/json" \
-d '{"prompt":"ping","max_tokens":8}' \
"$BASE_URL/v1/complete"
done

Record three numbers per attempt and note whether the first one is slower than the rest, which would suggest a cold path rather than a steady one. Do not run a load test against shared free infrastructure; three sequential calls teach you what a first-hour contributor needs, and concurrency experiments belong on a host your team controls.

When the banner disagrees with your mental model

SymptomLikely broken pathFirst checkBuild passes with the asset deletedSilent download or remote fallbackGrep for the model URL in build configBanner says remote in airplane modeCached response or fixtureClear app storage, rerunBanner says bundled but answers varyPrompt template changedDiff template file against mainFirst remote call takes much longerCold endpoint or cold radioRepeat three times, note radio stateWorks after reinstall onlyAsset copied at first launchInspect first-run copy logic

Each row is a rollback condition, not a curiosity. If your banner reports remote while the device has no network, you have found something worth raising before you write feature code.

Evidence to record before your first PR

Fill this in on your own hardware and paste it into the PR description or your onboarding notes. Reviewers trust a filled table far more than a sentence claiming it works.

Device model and OS version, plus whether it is a physical device or a simulator.
Framework and dependency versions, including the inference runtime and build tool versions.
Build type used for the observation, and the exact command you ran.
Network state during each step, including radio type and whether airplane mode was toggled.
Permission state for any sensor the feature reads, and whether you revoked it mid-run.
Power conditions, such as plugged in versus battery, and any low-power mode.
Which provenance value the banner printed for each observation.

Limitations and who should skip this

This harness assumes your app can load a model from local storage. If your product is server-only inference, a bundled-asset check adds noise and you should stop after step 2 and document the endpoint instead. Teams with a managed model registry may already enforce digests in CI, in which case duplicating the check locally is waste. Checksumming a multi-hundred-megabyte asset on every build slows feedback loops noticeably, so scope the task to debug variants or run it on a schedule.

Finally, the banner is diagnostic tooling. It must be stripped or gated in release builds, because hostnames and asset digests are information you gain nothing from publishing.

If you run this in your own repo, I would like to see the environment rather than the conclusion: device, OS, framework versions, the transition steps you used, and whether the banner recovered, restarted, or silently disappeared. If you want a place to start the remote path without provisioning a host first, the project's free tier and free server option are the shortest route to a first honest measurement.#ai #mobile #android #testing #software #coding #development #engineering #inclusive #community
Know Which Model Answered: A First-Hour Provenance Banner for Mobile AI Repos

#ai #mobile #community #software #coding #android

Johannes Wachter @[email protected]

2026-10-27

Symfony AI's first pre-release, 1.0.0-BETA1, shipped this week together with a four-week hackathon pushing it and the PHP MCP SDK with real projects: no fixed topics, solo or in a team of two, a public repo plus a 90-second video by 22 November 18:00 CET. The feature set for 1.0 is already settled, so the beta's job now is to surface what's still wrong before the backward compatibility promise locks in at 1.0.0 final.

https://johanneswachter.dev/blog/symfony-ai-beta-and-hackathon/

#PHP #Symfony #AI #MCP

#php #symfony #ai #mcp

Steve Frenzel @[email protected]

2026-10-27

RE: https://mastodon.social/@csstricks/117507965781292746

Not all is lost in the age of slopification. So happy that @geoff and his team at @csstricks are in charge now! ❤️ #csstricks #css #WebDev #frontend

#csstricks #css #webdev #frontend

Open Knowledge Foundation @okfn

2026-10-27

🌳 Don't miss our session at MozFest: 𝗔𝗜 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗟𝗮𝗯𝘀: 𝗛𝗼𝘄 𝗗𝗼 𝗬𝗼𝘂 𝗕𝘂𝗶𝗹𝗱 𝗮 𝗥𝗲𝘀𝗽𝗼𝗻𝘀𝗶𝗯𝗹𝗲 𝗖𝗹𝗶𝗺𝗮𝘁𝗲 𝗖𝗵𝗮𝘁𝗯𝗼𝘁?

Add it to your calendar: https://events.mozillafoundation.org/e/mozilla-festival-2026/page/schedule?sessionId=440541

✨ Engage with our team in Barcelona: https://blog.okfn.org/2026/10/23/okfn-at-barcelona-open-tech-week-2026-follow-our-sessions/

LOVE NBA @[email protected]

2026-10-27

https://www.lovenba.com/1822304/ REKAP ®: 🏀 Chicago Bulls 134-99 loss to Boston Celtics. ‘This team is ABYSMAL!’ #Bears #BearsCommentary #Blackhawks #Bulls #CentralDivision #Chicago #ChicagoBulls #ChicagoSports #chicagosports #Cubs #davidkaplan #EasternConference #EspnRadio #fire #highlights #LIVE #MLB #MLS #NBA #NFL #NHL #reakp #Recap #rekap #Sox #Sports #SportsTalk

#sportstalk #sports #sox #rekap #recap #reakp

Dev Community @[email protected]

2026-10-27

I kept running several Claude Code sessions at once and losing track of who was doing what and what...#ai #productivity #discuss #software #coding #development #engineering #inclusive #community
I built a free local app that runs a team of agents

#ai #community #software #coding #development #engineering

techbrohoroscope @[email protected]

2026-10-27

🔮 Aries's Oct 27 Celestial Guidance: Sprint planning feels like debugging a monolith; the build pipeline drags, but the team will finally merge that refactor before the all‑hands.
#techbro, #horoscope, #astrology, #Aries

#techbro #horoscope #astrology #aries

PKs Powerfromspace1 @[email protected]

2026-10-27

🪖MilitaryNewsUA🇺🇦
@militarynewsua.bsky.social

❗️The #Kremlin through the head of the Russian Direct Investment Fund Kirill Dmitriev, is luring Trump’s team with lucrative deals in energy, aviation, rare earth metals, AI, and technology (including investments by people close to Trump in Lukoil), without stopping the war.

10/26

#UkaineWar #USA for sale!
🧵
https://bsky.app/profile/militarynewsua.bsky.social/post/3mytnuje2qc24

#kremlin #ukainewar #usa

Tomáš @[email protected]

2026-10-27

Please don't scroll past. This is important.

I am being pressured by FreeBSD's reddit moderation team to censor the Omarchy #content_review or to remove it completely. They have began a harrasment campaign with the goal of removing me from this world.

the review: https://merveilles.town/@prahou/117501303459299869

The issue at hand is that a picture of a partial swastika appears in close proximity to the word FreeBSD, this they perceive as an attack on the FreeBSD project - if you've seen a newspaper before, you might understand the principle of two separate unrelated articles appearing next to each other. You might also understand that I am reporting on common associations with the Topic of the review. These are not my inventions, and I am not calling anyone anything. I am reporting on the news. Nevertheless, as much as I am a journalist, I am an artistè, and if my audience sees in my work something I didn't put there, I am not going to take that experience away from them. This probably says more about them than it does about me.

While I am a man of principle, there is one thing I like more - money.

I will delete it for $2,000. For $5,000 I will apologize. For $10,000 I will use daemonarchy exclusively for 6 months on all my computers. For $25,000 I will kill a small animal of your choice. For $75,000 I will not post anything for a month.

https://liberapay.com/analognowhere
https://ko-fi.com/analognowhere

To everyone who likes my work, this message is for you (from said freebsd moderator) [cw ableist slur]: https://beige.party/@fuzzy/117510032933612034

To everyone else who feels personally attacked by my art: send money, you can end this here and now.

Thank you for your attention.

ps: i did not post anything on reddit, i just know the same person who has been cyberbullying me on the fediverse is a moderator of the freebsd subreddit

pls boost

#runbsd #omarchy #fediverse #fediart #unix_surrealism #swastika #freebsd #news

#content_review #runbsd #omarchy #fediverse #fediart #unix_surrealism

Pirates.BZ Tech Startup News @startups

2026-10-27

Taiwan's Ocean Affairs Council is funding an AI system that lets drone fleets divide tasks, plan routes and coordinate moves for maritime surveillance and countering grey-zone activity. A National Cheng Kung University team has simulated two fleets of 20 drones, with V-BAT, JUMP 20 and Flexrotor types in scope. https://www.scmp.com/news/china/military/article/3372189/taiwan-looks-autonomous-swarms-counter-beijings-grey-zone-pressure #Tech #Startup #News #Defense

#tech #startup #news #defense

Africa @[email protected]

2026-10-27

https://www.europesays.com/africa/491828/ Australia predicted XI vs. South Africa: Third Test team selection #SouthAfrica

#southafrica

Tennis @[email protected]

2026-10-27

BOYS TENNIS STATE ROUNDUP: Birmingham Seaholm successfully defends D2 title – The Oakland Press

A mix of newcomers and returners from last year’s titlist team allowed Birmingham Seaholm to capture another Division…
#Tennis #News #highschoolsports #michigan #oaklandcounty #sports
https://www.europesays.com/tennis/93350/

#sports #oaklandcounty #michigan #highschoolsports #news #tennis

Dev Community @[email protected]

2026-10-27

Build a small n8n workflow that pulls CISA's Known Exploited Vulnerabilities feed, keeps the entries added in the previous week (Mon-Sun), stars the vendors you run and emails your team a digest. Free workflow JSON included.#n8n #security #automation #sysadmin #software #coding #development #engineering #inclusive #community
Get a weekly CISA KEV digest with n8n (free workflow)

#security #community #sysadmin #software #coding #development

Cincinnati Bengals @[email protected]

2026-10-27

Bengals explain why Shemar Stewart was a healthy scratch in win vs. Ravens

It came as a relative shock to Cincinnati Bengals fans that the team’s most recent first-round pick, edge…
#NFL #CincinnatiBengals #Cincinnati #Bengals #cincinnati-bengals-analysis #cincinnati-bengals-roster #Football
https://www.rawchili.com/nfl/1038143/

#football #bengals #cincinnati #cincinnatibengals #nfl

News Beep @[email protected]

2026-10-27

Here’s Skydance’s Buyout Offer for Employees Who Don’t Want to RTO

David Ellison’s Skydance just shared its buyout offer for employees who don’t want to return to an office…
#NewsBeep #News #Topstories #businessinsider #buyoutoffer #company #day #eligibleemployee #employee #Headlines #hremail #offer #office #Paramount #person #Skydance #staffer #team #TopStories #week
https://www.newsbeep.com/786116/

#newsbeep #news #topstories #businessinsider #buyoutoffer #company

Europe News @[email protected]

2026-10-27

https://www.europesays.com/news/91701/ Here’s Skydance’s Buyout Offer for Employees Who Don’t Want to RTO #BusinessInsider #BuyoutOffer #company #day #EligibleEmployee #employee #Headlines #HrEmail #News #offer #office #Paramount #person #Skydance #staffer #team #TopStories #week

#businessinsider #buyoutoffer #company #day #eligibleemployee #employee

Canada @[email protected]

2026-10-27

Toronto Argonauts expected to announce extension for QB Chad Kelly on Tuesday

Speculation around the future of Toronto Argonauts quarterback Chad Kelly will officially end Tuesday when the club announces…
#Canada #Toronto #apple-news #toronto-argonauts--sports--football--team--team-genius-sports-122345
https://www.europesays.com/canada/265819/

#apple #toronto #canada

Unix Monkey 🇨🇦 @[email protected]

2026-10-27

What the hell... First we lose Hockey Night in Canada on the CBC and now I have to subscribe Sportsnet+ to watch every other game for a single team. As life gets more expensive this makes a lot of sense... I'll keep my money thanks 😠

#nhl #hocky #canada

Africa @[email protected]

2026-10-27

https://www.europesays.com/africa/491615/ Australia vs South Africa, third Test in Cape Town, team news: Matthew Renshaw set to open, why Nathan Lyon still faces snub, cricket talking points #SouthAfrica #sports

#southafrica #sports

Kansas City Chiefs @[email protected]

2026-10-27

Deal reached to end K.C. Chiefs stadium project lawsuit

A rendering of the planned Kansas City Chiefs stadium. Kansas enticed the team to leave Missouri starting with…
#NFL #KansasCityChiefs #KansasCity #Kansas #Chiefs #Football #infrastructure #litigation #Politicsandpolicy #publicfinance #revenuebonds
https://www.rawchili.com/nfl/1037810/

#revenuebonds #publicfinance #politicsandpolicy #litigation #infrastructure #football

Dev Community @[email protected]

2026-10-27

If your cluster runs Kata Containers at 3.26.0 or older, CVE-2026-24834 lets code break out of a...#ai #cybersecurity #openai #docker #software #coding #development #engineering #inclusive #community
OpenAI's Red-Team Agents Chained Flaws Into microVM Escapes. Check Your Kata Version.

#ai #community #cybersecurity #software #coding #development

Rosmo @rosmo

2026-10-26

Meet the star of #NVIDIAGTC Berlin ... Microduck. https://www.reddit.com/r/robotics/comments/1xfagiq/meet_the_star_of_nvidiagtc_berlin_microduck/Microduck from Pollen Robotics. I had the opportunity to meet up with the team here to learn about this, and it's not only a cute little robot, it's one very impressive development tool 👏 "A tiny biped for reinforcement learning" I attended NVIDIA GTC Berlin as a guest of NVIDIA EMEA. submitted by /u/KODonovan06 [link] [comments] (Feed

#nvidiagtc

Leanpub @[email protected]

2026-10-26

Atomic Kotlin by Bruce Eckel and Svetlana Isakova 📖 on Leanpub!

For both beginning and experienced programmers! From the author of the multi-award-winning Thinking in C++ and Thinking in Java and a Kotlin team member comes a book that breaks concepts into small, easy-to-digest "atoms," along with exercises supported by hints and solutions directly inside IntelliJ IDEA!

Link: https://leanpub.com/AtomicKotlin

#Books #eBooks #LeanPublishing #SelfPublishing #Kotlin

#books #ebooks #leanpublishing #selfpublishing #kotlin

Pumpkin Spice Eve :blobcatpumpkin: @[email protected]

2026-10-26

Jadzia and Gwen are doing crowd control while Tenchi, Dean, and Audrey are attempting rescues. What strategy should Tenchi's team use? (Previous strategy is one person focused on the entity and the other two catching victims.)

#MagicalGirlDax #MagicalGirl #Poll

#magicalgirldax #magicalgirl #poll

Graphic Policy @[email protected]

2026-10-26

Eric Harburn, Simon Gane, Jordie Bellaire, and Aditya Bidikar team for Humbucker #comics #graphicnovel
https://graphicpolicy.com/2026/10/26/eric-harburn-simon-gane-jordie-bellaire-and-aditya-bidikar-team-for-humbucker/

#comics #graphicnovel

Alt Alt National Park Service @[email protected]

2026-10-26

Reminder, Maryland voters: Vote YES on Question 3!
https://bsky.app/profile/altnps.bsky.social/post/3myskaepwxs2n
-
From resistance team of US Natl Park Svc
500+ char posts not resent
Unaffiliated w/ AltNPS
-
#AltNPS #Coup #Activism #NationalParkService #FederalGovernment #USpol #Trump

#altnps #coup #activism #nationalparkservice #federalgovernment #uspol

Pentest-Tools.com @[email protected]

2026-10-26

Too much coffee, too may CVEs, not enough sleep? Same, tbh. 👉 To bring you this free #Node2Shell scanner, our team worked through the weekend too.

While you scan your target for CVE-2026-111497 (also called #HTTP2Shell), you can also dig into:

☑️ how our active detection works
☑️ what each scan result tells you
☑️ why version-based detection is not enough
☑️ what attackers can do with this vulnerability
☑️ why we're offering this free scanner (and others).

And, before you can scroll twice, you'll have a report like this one ready to share.

Know a colleague, friend, or fellow #infosec or IT who could use this free scanner? Share the URL with them: https://pentest-tools.com/network-vulnerability-scanning/node2shell-scanner

#ethicalhacking #offensivesecurity #vulnerabilitymanagement

#node2shell #http2shell #infosec #ethicalhacking #offensivesecurity #vulnerabilitymanagement

DoomsdaysCW @[email protected]

2026-10-26

#UK - #Fireside #Storytelling in The #DooneValley

27 October 2026 / 5:30pm - 6:30pm

#LornaDooneValley, #Malmsmead, EX35 6NU

"As part of the #DarkSkiesFestival Lorna Doone Valley will be hosting a children's fireside story telling session. Join our team and listen to enchanting stories under the stars and around the fire. The event will be taking place in our new play area and forest school. Two sessions to choose from 5.30pm - 6.30pm & 6.45pm - 7.45pm £5 per child."

FMI:
https://www.exmoor-nationalpark.gov.uk/exmoor-for-everyone/stargazing-and-dark-skies/exmoor-dark-skies-festival/dark-sky-festival-events/dsf-events-26/fireside-storytelling-in-the-doone-valley

#LunarPunkMonday #Stargazing #Storytelling #UKEvents #ForestSchool #SpendTimeOutdoors #ExmoorDarkSkiesFestival #Exmoor