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#DataScience #MarketResearch #ProxySocks5 #BigData #Insights

IA como auditora ciudadana: ¿Estamos preparados para ver dónde se pierde realmente el dinero público?

Llevamos semanas discutiendo si la IA curará el cáncer o escribirá mejores mails. Pero hay una función de esta tecnología que los poderes establecidos evitan mencionar: su capacidad para auditar el poder.

Tenemos miles de millones de documentos públicos —licitaciones, presupuestos, contratos, facturas— enterrados en PDFs imposibles. Un humano tardaría décadas en detectar una trama de corrupción o una ineficiencia sistemática. La IA, en segundos, identifica patrones, anomalías y pagos sospechosos que normalmente pasan desapercibidos.

Esto es Ciencia de Guerrilla aplicada a la política:

▶️ Fin de la opacidad: no hacen falta más leyes de transparencia si podemos analizar masivamente lo que ya es público.

▶️ Caza de ineficiencias: la IA no tiene amigos. Si un contrato se infla un 30% en varios ayuntamientos, lo señala. No es ideología, son datos.

▶️ Auditoría ciudadana: ¿y si en vez de esperar años a un tribunal, pudiéramos auditar presupuestos en tiempo real?

La tecnología nos da la llave para ver dónde se esconde el dinero que no llega a sanidad, educación o ciencia. La pregunta ya no es si es posible, sino si tendremos el valor de hacerlo.

¿Quién se anima a proponer cómo estructurar un modelo que, con datos abiertos, audite la contratación pública?

#IA #CienciaDeGuerrilla #SoberaniaDigital #OpenScience #JusticiaSocial #HackTheSystem #CorrupcionCero #TransparenciaRadical #OpenData #DatosPublicos #CivicTech #TechForGood #SoberaniaTecnologica #IAEtica #DemocraciaReal #BigData #FinDelAbuso #CiudadanoDigital #HackeoPolitico #OpenGovernment #TecnologiaHumana #CodigoLibre #SoberaniaCientifica #InnovacionSocial #CambioDeParadigma #InteligenciaColectiva #AuditoriaCiudadana #GobiernoAbierto #FiscalizacionCiudadana #DatosAbiertos #EticaTecnologica #PoderCiudadano #TecnologiaCivica #ControlPublico #DemocraciaDigital #TransparenciaTotal #AnaliticaPublica #IAParaElBien

##

"Government Data Buys | Weekly News Roundup" 👀👏

!!! ALL HAIL THE VAN PANTHER !!!

Click on, "Show More" or "Read More" to get the links!

DESCRIPTION - "The government is still buying location and other advertising data from big tech companies mostly populated by the apps we use. Some officials are attempting to ban this attempt, but the government still buys the data."

!!! NOTE !!! This post is best viewed on a PC. Switched To Linux is, “written by a broad spectrum computer consultant to help people learn more about the Linux platform.” This account is a supporter of Switched To Linux and provides convenience posts of thumbnails art, videos and streams.

#SwitchedToLinux #Linux #Windows #Mac #Technology #Tech #AltTech #Privacy #Private #Security #Secure #FOSS #FreeAndOpenSource #FreeAndOpenSourceSoftware #FreeOpenSourceSoftware #YouTube #Odysee #Rumble #BitChute #Locals #Patreon #DLive #Twitch #AltTech #FactCheckTrue #Fediverse #SocialMedia #bigdata #advertising #fourthamendment

!!! Tell us what you think by filling out a "SATISFACTION SURVEY or ABUSE/SPAM REPORT" form from Teh AnKorage !!!

https://cryptpad.disroot.org/form/#/2/form/view/elsOVQUrXAmGuer4kd75JhA3mNELuCj8cTjEUynrZZo/

\*Videos and podcasts may take a considerable amount of time to post. If it is not present, it will be, soon(tm).

#YouTube -
https://www.youtube.com/@SwitchedtoLinux/videos

#Odysee -
https://odysee.com/@switchedtolinux:0?view=content

#Rumble -
https://rumble.com/c/SwitchedToLinux/videos

#Bitchute -
https://www.bitchute.com/channel/uf9hzD216LX0

Keep an eye out for a possible podcast!

PODCAST: https://podcast.switchedtolinux.com

I might have said this earlier but worth repeating. DuckDB is freaking amazing! Today I worked on a 56G TSV file containing 55 million rows of JSON serialized documents (all of OpenLibrary editions).

I can query this file including filtering on nested JSON structures and most queries complete in a few dozen seconds worst case, but I can also create derived indexes to bring down query times to milliseconds.

All in memory on an M1 Mac with 64GB RAM.

#DuckDB #OpenLibrary #BigData

"Government Data Buys | Weekly News Roundup" 👀👏

STREAMING at 8:00 PM EASTERN

!!! ALL HAIL THE VAN PANTHER !!!

Click on, "Show More" or "Read More" to get the links!

DESCRIPTION - "The government is still buying location and other advertising data from big tech companies mostly populated by the apps we use. We also look at Walmart's new patent for digital price changes."

!!! NOTE !!! This post is best viewed on a PC. Switched To Linux is, “written by a broad spectrum computer consultant to help people learn more about the Linux platform.” This account is a supporter of Switched To Linux and provides convenience posts of thumbnails art, videos and streams.

#SwitchedToLinux #Linux #Windows #Mac #Technology #Tech #AltTech #Privacy #Private #Security #Secure #FOSS #FreeAndOpenSource #FreeAndOpenSourceSoftware #FreeOpenSourceSoftware #YouTube #Odysee #Rumble #BitChute #Locals #Patreon #DLive #Twitch #AltTech #FactCheckTrue #Fediverse #weeklynewsroundup #SocialMedia #bigdata #surgepricing

!!! Tell us what you think by filling out a "SATISFACTION SURVEY or ABUSE/SPAM REPORT" form from Teh AnKorage !!!

https://cryptpad.disroot.org/form/#/2/form/view/elsOVQUrXAmGuer4kd75JhA3mNELuCj8cTjEUynrZZo/

#YouTube:
https://www.youtube.com/@SwitchedtoLinux/streams

#Odysee:
https://odysee.com/@switchedtolinux:0

#Rumble:
https://rumble.com/c/SwitchedToLinux/livestreams

For folks on DLive and Twitch, you may also watch the stream, there...

#DLive - https://dlive.tv/switchedtolinux

#Twitch - https://twitch.tv/search?term=switchedtolinux

Keep an eye out for the podcast!

https://podcast.switchedtolinux.com

Gigabyte-Daten nutzen, ohne sie herunterzuladen?🤔

⚙️ Cloud-optimierte Formate streamen nur, was Sie wirklich brauchen – kein GIS-Server nötig!

Johannes Kröger & Isabelle Korsch zeigen gleich live auf der #FOSSGIS2026:
• COG, COPC, FlatGeoBuf, PMTiles & GeoParquet im Vergleich
• Riesige Datensätze performant in #QGIS visualisieren
• Warum simple Webserver oft völlig ausreichen

📅 Do, 26. März | 14:50 Uhr - gleich!
📍 Raum HS4 (ZHG 008)

👉 https://pretalx.com/fossgis2026/talk/LA7YBN/

#BigData #OpenSource

Moderne Cloud-Daten in QGIS FOSSGIS-Konferenz 2026

Cloud-optimized GeoTIFF, COPC, FlatGeoBuf, PMTiles, GeoParquet... - Moderne "Cloud"-Formate haben in den letzten Jahren Einzug in die GIS-Welt gehalten. Für manche bereits ein alter Hut, aber nicht jede*r hat sich schon einmal rangetraut. In dieser Demosession zeigen wir in praktischen Beispielen wie der Umgang mit cloud-optimierten Datensätzen in QGIS gelingt und was ihre Vorteile sind.

NIST: NIST Helps Fingerprint Examiners With New Data and Software Release. “A NIST collection of 10,000 fingerprints has now been fully annotated with details that will help train both human fingerprint examiners and AI tools. NIST has also released open-source software that can help evaluate and sort fingerprints according to their quality, potentially helping fingerprint examiners work more […]

https://rbfirehose.com/2026/03/26/nist-nist-helps-fingerprint-examiners-with-new-data-and-software-release/
NIST: NIST Helps Fingerprint Examiners With New Data and Software Release

NIST: NIST Helps Fingerprint Examiners With New Data and Software Release. “A NIST collection of 10,000 fingerprints has now been fully annotated with details that will help train both human …

ResearchBuzz: Firehose

JournalismUK: Follow the changes: Nine ways web archives are used in digital investigations. “In this piece we draw on the Internet Archive’s News Stories collection to surface practices and use cultures of the Wayback Machine amongst journalists and media organisations. We analysed a dataset of about 8,600 news articles, assembled by the IA via daily Google News keyword searches since 2018. […]

https://rbfirehose.com/2026/03/26/follow-the-changes-nine-ways-web-archives-are-used-in-digital-investigations-journalismuk/
Follow the changes: Nine ways web archives are used in digital investigations (JournalismUK)

JournalismUK: Follow the changes: Nine ways web archives are used in digital investigations. “In this piece we draw on the Internet Archive’s News Stories collection to surface practices and …

ResearchBuzz: Firehose