#flow-fields
LightNews LightNews
bimbam-tm.bsky.social
Just messing about with flow fields in #GodotEngine.
November 16, 2025 at 7:33 AM
ultralaser.bsky.social
anyways it's snowing at all my favorite places in bc

lakeview mall in burns lake
south view from the bc highway camera on highway 16 through burns lake, looking towards the parking lot of the adorably small lakeview mall. the intersection is coated in an inche or so of snow, with tire tracks showing traffic flow, while the parking lot beyond is perfectly still white with the glow of the red fields sign in the corner. same intersection looking west, a pair of gray lines have been cut into the snow from steady traffic in the right lane, while the left lane is much less densely travelled. the shoulder and the trees and lots beside the road are covered in white, and the horizon has that foggy look from snow in the air catching the light and fading into the distance.
November 15, 2025 at 10:17 AM
dppapers.bsky.social
MAGIC-Flow: Multiscale Adaptive Conditional Flows for Generation and Interpretable Classification

Luca Caldera, Giacomo Bottacini, Lara Cavinato

http://arxiv.org/abs/2510.22070
MAGIC-Flow: Multiscale Adaptive Conditional Flows for Generation and Interpretable Classification Luca Caldera, Giacomo Bottacini, Lara Cavinato http://arxiv.org/abs/2510.22070 Generative modeling has emerged as a powerful paradigm for representation learning, but its direct applicability to challenging fields like medical imaging remains limited: mere generation, without task alignment, fails to provide a robust foundation for clinical use. We propose MAGIC-Flow, a conditional multiscale normalizing flow architecture that performs generation and classification within a single modular framework. The model is built as a hierarchy of invertible and differentiable bijections, where the Jacobian determinant factorizes across sub-transformations. We show how this ensures exact likelihood computation and stable optimization, while invertibility enables explicit visualization of sample likelihoods, providing an interpretable lens into the model's reasoning. By conditioning on class labels, MAGIC-Flow supports controllable sample synthesis and principled class-probability estimation, effectively aiding both generative and discriminative objectives. We evaluate MAGIC-Flow against top baselines using metrics for similarity, fidelity, and diversity. Across multiple datasets, it addresses generation and classification under scanner noise, and modality-specific synthesis and identification. Results show MAGIC-Flow creates realistic, diverse samples and improves classification. MAGIC-Flow is an effective strategy for generation and classification in data-limited domains, with direct benefits for privacy-preserving augmentation, robust generalization, and trustworthy medical AI.
November 15, 2025 at 4:57 AM
ericzzj.bsky.social
SMF-VO: Direct Ego-Motion Estimation via Sparse Motion Fields

Sangheon Yang, Yeongin Yoon, Hong Mo Jung, Jongwoo Lim

tl;dr: sparse optical flow->linear and angular velocity; generalized 3D ray-based motion field->different camera models

arxiv.org/abs/2511.09072
November 13, 2025 at 11:30 AM
acorndevops.bsky.social
Getting somewhere now. As in cooking with ethically sourced and sustainable low C02 biofuels.

(The kind of cadence that doesn't cry foul over oat almond milk, if you know what I mean)

Having one to several pages in a state of refactor means we can move on to integration strategies now.
A flow diagram showing the General Contact Form process on the Acorn website. The flow begins at START and moves to the Contact Us page (default). Users fill out a contact form with mandatory fields (First name, Last name, Email) and optional fields (How can we help - dropdown select, Message). After form submission, there are two paths: Success path (green): Leads to Contact Us page (success state), sends verification email to inbox, then reaches END Error path (red): If validation fails for mandatory fields, returns user to the form to correct entries The diagram includes small mockup thumbnails of the contact page interface at the bottom. A note references the Figma mockups at the provided URL. A flow diagram showing the Services Contact Form process on the Acorn website. The flow begins at START and moves to a Services Single page (default). Users encounter a form asking "Want to chat more about [service]?" with mandatory fields (First name, Last name, Email) and Message field. After form submission, there are two paths: Success path (green): Leads to Services Single page (success state), sends verification email to inbox, then reaches END Error path (red): If validation fails for mandatory fields, returns user to the form to correct entries The diagram includes mockup thumbnails of the services page interface at the bottom. A note references the Figma mockups at the provided URL.
November 12, 2025 at 5:35 PM
timmanwaring.bsky.social
The turn and ford. #my400
The entryway to a tractor ford curves around a fence and tree from the field into the river. The exit is downstream, to allow the tractor to cross partially with the flow. Green November fields, late autumn trees and an ominous sky above.
November 12, 2025 at 9:35 AM
prasad.bsky.social
as NOAA explains here, the Aurora Borealis is explained by our understanding of how electromagnetic fields work www.swpc.noaa.gov/content/auro...

to wonder is to seek a cure for ignorance, not to wallow in it as a perpetual Plato’s cave
What is the Aurora? Aurora is the name given to the glow or light produced when electrons from space flow down Earth’s magnetic field and collide with atoms and molecules of the upper atmosphere in a ring or oval centered on the magnetic pole of Earth. The collisions produce light much like how electrons flowing through gas in a neon light collide with neon and other gasses to produce different colored light bulbs. The Aurora is also called the Northern Lights in the northern hemisphere and Southern Lights in the southern hemisphere. The technical term for the Northern Lights is Aurora Borealis and the Southern lights are called the Aurora Australis. The word Aurora was first used by Galileo and comes from Latin and is the name of the goddess of dawn. The word Borealis comes from the Latin word boreal which means “northern” or “from the north”. The word Australis is Latin for austral, which means “southern.” What Causes the Aurora? The aurora is formed from interactions between the solar wind streaming out from the sun and Earth’s protective magnetic field, or magnetosphere. The aurora is one manifestation of geomagnetic activity or geomagnetic storms. As the solar wind increases in speed and the interplanetary magnetic field embedded in the solar wind turns southward, the geomagnetic activity will increase and the aurora will become brighter, more active, and move further from the poles. Even moderate solar wind creates aurora so there is usually a weak aurora somewhere even when there isn’t a big geomagnetic storm.
November 12, 2025 at 5:39 AM
rine.bsky.social
Just like blockchains, there are niche uses, but niche improvements in certain fields does not make the VC money flow like fountains, so gotta make every small tech innovation the next Big Thing™
November 12, 2025 at 4:14 AM
rezwidow.bsky.social
homes, planted fields, and named the rivers that still flow through the land today.

💬 So when someone says “go back to where you came from”, remember this:
For many, that place is right here.

❤️🤍💚 Our roots go deeper than any line on a map.
#fblifestyle
November 12, 2025 at 1:51 AM
norfolkology.bsky.social
'Waves of nitrogen, phosphorous and sediment still wash off farm fields and flow to the bay, where the pollutants suffocate underwater life and drive oxygen-depleted “dead zones.”

At this pace ... it will take up to 350 years for the entire watershed to meet its water quality standards'
Decades-long Chesapeake Bay cleanup pushed off to 2040. Some worry it’s not enough.
Officials from Maryland, home to the Chesapeake’s largest and most depleted waters, had pushed for loftier goals but were outvoted by other states.
www.thebanner.com
November 11, 2025 at 4:11 PM
ajsdecepida.bsky.social
🔃 {𝗮𝙅𝙎𝘿} My notes about the article… ⤵
{𝗮𝙅𝙎𝘿} My notes about the article… Claim Set Smirnov is not currently housed at FCI Terminal Island; prison communications to a process server and a local sheriff characterize his status as ❝furloughed.❞1 Despite that, BOP records continue to list him at Terminal Island with a projected Feb. 2029 release.1 He pleaded guilty in Dec. 2024 and was sentenced to 72 months on Jan. 8, 2025.4,5 In April 2025, a joint DoJ-defense motion sought his release pending appeal; Judge Otis Wright denied it.2,3 Corroboration & Context The furlough status is reported via The New Republic, citing emails and on-record confirmations to third parties; independent, on-the-record government confirmation is not yet published.1 Sentencing and plea timing are established by major outlets and court records.4,5 The April 2025 denial is documented in the docket and covered by AP.2,3 Evidence Chain / What’s Confirmed Now Narrative of ❝not currently housed❞ and ❝furloughed❞ comes from facility communications relayed to a process server and sheriff; TNR attributes this to Jacqueline Sweet’s reporting.1 Court docket reflects the joint stipulation for release pending appeal and the court’s denial on Apr. 30, 2025.2 AP’s contemporaneous report aligns with the docket’s denial and notes the government’s unusual stance.3 Reuters details the six-year sentence following the Dec. 2024 plea.4 Civics & Accountability (Power Flow) BOP discretion: BOP can grant medical or other furloughs under internal policy; public inmate records may not reflect short-term movements. Public transparency is limited.1 (inference; sourcing notes limited public detail) Judicial check: Even with DoJ agreement, release pending appeal requires judicial findings under 18 U.S.C. § 3143(b); Wright denied on flight-risk grounds.2,3 Risks & Trade-offs Transparency gap: A furlough without public notice invites speculation and undermines confidence in equal treatment.1 Flight-risk management: Dual citizenship and prior findings about risk complicate supervision during any out-of-facility period.3 Disagreement Radar (Fact / Interpretation / Method) Fact: Whether the BOP’s ❝furlough❞ characterization should be publicly verifiable (disclosure standards vs. privacy). Status: unresolved; one-source report.1 Interpretation: Analysts infer a possible pardon signal from DoJ’s earlier stance; that remains speculative absent executive action.1 Confidence Bands (Tue. 11-Nov-2025) High: Six-year sentence (Jan. 8, 2025) and Dec. 2024 plea.4,5 Medium-High: April 2025 denial of release pending appeal.2,3 Medium: Current ❝furlough❞/not-housed status (single-article sourcing with attributed facility statements).1 Indicators to Watch BOP locator updates (location or status fields). New docket entries (motions/orders re: custody or medical treatment).2 Any DoJ/BOP public statement clarifying the furlough. White House or DoJ clemency actions; counsel statements. What Would Change This A BOP press release or record update explicitly confirming the furlough’s basis and duration. Court filings modifying custody conditions or acknowledging out-of-facility medical care.2 Method & Scope Primary: federal docket entry and statutory posture on release pending appeal.2 Secondary: reporting by TNR (summarizing facility communications), AP (court ruling), Reuters/Politico (sentencing/plea chronology).1,3,4,5 Bottom Line The ❝furlough/not housed❞ report is credible but single-source; core judicial history (plea, sentence, April denial) is well-documented. Watch for BOP or court updates to convert this from inferred status to formally confirmed fact.1,2,3,4,5
November 11, 2025 at 7:05 AM
melwell.bsky.social
"Orchard," oil on panel by Melwell, 8x10 – Call Parsons Gallery of the West at 1-575-737-9200
A colorful, semi-abstract landscape painting by Melwell Romancito showing a stylized orchard and village beneath gentle blue mountains. Rows of rounded green trees dotted with red fruit line the middle ground, while small white houses with red roofs peek through the foliage. Rolling yellow and lavender fields flow toward the viewer, bordered by curved lines and rhythmic red outlines that define hills, fences, and paths. On the right, clustered trees with thick green canopies stand against a pale sky streaked with red contour lines. The composition feels vibrant and dreamlike, evoking harmony between land, cultivation, and home.
November 10, 2025 at 1:46 PM
levanteros.bsky.social
This week's schedule for streams!
♡♡♡11/10/2025 - 11/14/2025♡♡♡

Monday: .flow Finale
Tuesday: NEW MODEL AND KARAOKE 🎉
Wednesday: Gabriel Knight
Thursday: Fields of Mistria
Friday: Harvester
November 9, 2025 at 11:58 PM
garygcrook77.bsky.social
My mother wrote this poem 'Grandad's Poppies' in remembrance of her Grandfather.
He'd fought as part of a Pals Regiment during the battle of the Somme in WWI, before he was invalided out after being Mustard-gassed.

#LestWeForget
#Remembrance
#RemembranceDay
#RemembranceSunday
Poem, white on a black background with red poppies in the bottom right, reads:- Grandad's Poppies You did your bit in Flanders Field, Your vivid memories made it real. You told your son "Never forget," Though your Pals he never met. He kept the Torch glowing bright, Through many years day and night. He passed it on for us to keep, And every year we sit and weep, At the thought of all those people brave, Now lying in some foreign grave. The time has come for us to pass on The Torch and Poppies to younger ones. But whilst we live we will still remember The eleventh hour, and eleventh day of the eleventh month November. We never met but I'm sure we will, And hand in hand walk up a hill, And there spread out down below, We'll see the fields where the Poppies grow. So, Poppies bright and Torch aglow, From each generation it now must flow, To keep the memories alive Of all the brave men that died. So Grandad see we don't forget, The memories still linger yet, In this new century, We Will Remember Thee. by Elsie Crook
November 9, 2025 at 12:23 PM
washad.org
Joy to the world! The Savior reigns!
Let men their songs employ
While fields and floods rocks hills and plains
Repeat the sounding joy
Repeat, repeat the sounding joy!

No more let sins and sorrows grow
Nor thorns infest the ground
He comes to make His blessings flow
Far as the curse is found!
Jimmy Clifton - Joy To The World! (Lyric Video)
YouTube video by Jimmy Clifton
www.youtube.com
November 9, 2025 at 10:34 AM
laurachapin.bsky.social
Got up early & headed over to the Hilo side of the Big Island of Hawai'i today. Driving through lava fields where you can still see the lava flow pattern in the black rock is mind blowing. And I'm definitely going to need the extra backpack I brought :)
November 9, 2025 at 2:46 AM
kamikaye.bsky.social
From the intro of "Cloudgazer" #WIPsnips #Writesky
A set of anachronistic weather-instruments lined the balcony railing. A hygrometer, a little windspeed-wheel, a self-clearing filterbox. A collection of thermometers ranging from mercury over thermofluid to digital and a classic bimetallic dial specimen. All placed under quaint white painted wood roofs. A look at the windspeed-wheels digital readout confirmed her estimates. Vela noted it in her ledger among the other datapoints. She adjusted her glasses and put away the stylus, giving the sky a pensive look. The actual sensor and weather station was encapsulated in a fingernail-sized hardened chip at the top of the cupola, garishly efficient. It could take in the whole visual spectrum, windspeeds, flow fields of water and atmosphere, precipatation amount and makeup, geological movements and fields. It sent all of this via optical cable to the main computer in the basement, where it sat shielded under heavy ferrocrete plating. An absolute necessity on Caza 5
November 7, 2025 at 10:20 AM
moosephu.bsky.social
Timed routes for creator reference: running through The Dhalmekian Republic and heading to Tabor from different entrances.

Note: Times are done with Clive in the charged magic state triggered by having the Channeler’s Whispers item equipped.

#ffxvi
Velkroy to Tabor + Boklad + Krozjit Echoes (min:sec) Total time Velkroy To Dalimil inn 2:13 Dalimil Inn To The Sickle 1:36 3:49 Dalimil Inn To Tabor 3:17 7:06 Krozjit Echoes (Upper Walk) To Rymazov Flats 1:35 Krozjit Echoes (Upper Walk) To Tabor 3:10 4:45 Kanver/GIlded Path entrance To Tabor 1:36 1:36 Routes: DOES NOT WORK: - [ ] Velkroy => Dalimil Inn => Krozjit Echoes (lower canyon walk) ❌=> Tabor - [ ] Boklad => Steps of the Forgotten => Laetny’s Cleft => Krozjit Echoes (lower canyon walk) ❌=> Tabor ❗️For the above second route you have to detour through the Southern Velkroy Desert through either Dravozd or follow the south of Dalimil Inn route. WORKS: - [x] Velkroy => Dalimil Inn => The Southern Velkroy Desert => The Dravozd Warrens => Dravozd ✅=> Tabor From the obelisk Ceratina is to the north and further is the Northern Velkroy Desert. Through that northern route is The Hand of Titan. Running through the desert path will have you pass through The Watcher into the Dalimil Inn from the inn going northeast through The Desert Gate into the Southern Velkroy Desert. To the north of the desert is The River Velkroy. Leaving the southern desert will lead through The Dravozd Warrens (the Dravozd Mines a branch off to the north). Through The North Gate and The Red Hat will bring you into Dravozd proper. (The Vulcan’s Forge is to the southwest from the town obelisk.) Leaving Dravozd southeast into the tip of The Dzarca Drift into the route heading easy through Tovany, a stone archway that leads into The Gilded Path. From there take not the first branch off running south but the second road branch that goes northwest into Tabor. - [x] Velkroy => Dalimil Inn => Doeznov Terraces => The Sickle => Fields of Corava => The Gilded Path ✅=> Tabor From The South Gate of the inn head through the Doeznov Terrances. There is a four way ‘intersection;’ the northwest route heads into Fangsdrip the southwest route into The Jaw. Take the southeast route into The Sickle. Entering the Fields of Corava the Uld Bidza (town ruins) is to the north of that entrance heading due east. From the Coravan Fields head north into the Dzarca Drift through the arch of Tovany into the Gilded Path and into Tabor. - [x] (Upper Walk) Krozjit Echoes => Rymasov Flat ✅=> Tabor From the upper walk follow through the SIlent Sough into the Rymasov Flat. Once into the Flat proper the Republican Army Encampment is to the north. Continue through the Flat south into Tabor. - [x] Kanver => Gilded Path ✅=> Tabor From Kanver flow into the Path and into Tabor heading northwest. To the right of that same path entrance you can enter into the Titan’s Wake which runs into Kretov. Additional Notes: From the Upper walk of Krozjit Echoes you can see into Drakos Deep but From the upper walks you cannot continue east least you mean to jump from the cliff’s down. From the Lower walks you can lead into the Abandoned Fishing Village and the entrance from Laetny’s Cleft and Cedra’s Thread. The Thread if followed north will lead into Cedra’s Weft. Laetny’s Cleft if followed south along it’s long walk will lead you passed The Vaults and into Laetny’s Hoard. From the Hoard you reach The Steps of the Forgotten with Mekith to the northwest. From the Steps going north leads through Analect into Boklad. Boklad contains: The Crimson Caravans, The Wheel and Crescent, Oldrich’s Proven Portage and to the north from the entrance of Boklad is: The Plaza and The Trader’s Gate leading into The Crystalline Dominion. From the entrance of the Analect the Dzemekys Falls are to Clive’s right if facing north- positioned Eastward from Boklad.
November 6, 2025 at 12:36 AM
donkeykonga.bsky.social
The Elysian Fields are a paradise where French fries, chicken nuggets, and quarter pounders with cheese grow freely in the trees and the rivers flow with Coke and milkshakes and all you must do to go there is drink this Flavor-Aid
November 5, 2025 at 10:05 PM
findingtangle.bsky.social
I did not take this photo of the beaver moon setting over Longs Peak this morning, I was still in bed. Lol

But had to share!
A large bright yellow moon sits right above a mountain ridge line. The mountains and foothills flow into open brownish fields and residential neighborhoods at the base. Photo taken from atop a hill, a residential street of a row of homes built on the upslope in the foreground. The whole picture awash in pink and purple light of early dawn. The sky is shades of pink, one long cloud in the sky is bright pink with purple shadows underneath.
November 5, 2025 at 8:13 PM
patrickjmb.bsky.social
The White Bridge, which spans Dundrum Inner Bay, seen from Murlough Nature Reserve with its ancient sand dunes.
www.nationaltrust.org.uk/visit/northe...

Dún Droma
Murlach
#CountyDown
#SpéirGhorm
Tide full in flow under 3 arches. Hill, fields, trees in the dis.
November 5, 2025 at 2:54 PM
spc-storms.nws-bot.us
SPC Nov 5, 2025 Day 4-8 Severe Weather Outlook
⛈️DISCUSSION🌪️
Additional Details Here.
Day 4-8 Convective Outlook NWS Storm Prediction Center Norman OK 0255 AM CST Wed Nov 05 2025 Valid 081200Z - 131200Z ...DISCUSSION... Major amplification of the eastern CONUS upper trough appears likely this weekend, inducing more southerly cyclogenesis across the North-Central States into the Northeast. A pronounced surface anticyclone will drive an extensive ridge across the central states, aiding in progressive cold front movement across the Southeast late Saturday into Sunday. Ahead of this front, some potential for severe could yet evolve on D5/Sunday as flow fields strengthen atop a plume of seasonably rich surface dew points along the eastern Gulf and South Atlantic Coasts. However, most guidance indicates a fairly dry frontal passage in this region, amid low RH/weak lapse rates in the mid-levels. With a very amplified trough east/ridge west by D6/Monday and a continental airmass overspreading much of the Gulf, severe potential should be minimal early next week. Day 4-8 Outlook Image
November 5, 2025 at 9:00 AM
cfgbot.bsky.social
Project: kubernetes/kubernetes
File: vendor/go.opentelemetry.io/otel/propagation/propagation.go:117

func (p compositeTextMapPropagator) Fields() []string

SVG: dark, light
A control-flow-graph of the function described in the post text using a dark color scheme. A control-flow-graph of the function described in the post text using a light color scheme.
November 4, 2025 at 9:37 PM
morselya.bsky.social
Sorry (ish?) - FC Fields was supposed to have mentioned why he never drank water, and I just... well, went with the flow.
November 4, 2025 at 4:20 PM
robcrank68.bsky.social
On our way home down the M6 motorway today there were loads of flooded fields in Cumbria, the rain and spray was horrendous but the traffic flow was reasonable for the conditions.
November 4, 2025 at 3:06 PM