2/ Show us how LLMs can be used for:
🧠 Understanding,
🔍 Comparing, and
✅ Verifying protocol specifications and codebases
We're interested in tools that integrate into existing workflows (e.g. CI pipelines, audit systems), rather than research-only explorations
🧠 Understanding,
🔍 Comparing, and
✅ Verifying protocol specifications and codebases
We're interested in tools that integrate into existing workflows (e.g. CI pipelines, audit systems), rather than research-only explorations
November 12, 2025 at 3:15 PM
2/ Show us how LLMs can be used for:
🧠 Understanding,
🔍 Comparing, and
✅ Verifying protocol specifications and codebases
We're interested in tools that integrate into existing workflows (e.g. CI pipelines, audit systems), rather than research-only explorations
🧠 Understanding,
🔍 Comparing, and
✅ Verifying protocol specifications and codebases
We're interested in tools that integrate into existing workflows (e.g. CI pipelines, audit systems), rather than research-only explorations
#MicrosoftFabric #Python User Data Functions are here, let's use them to log errors for Data #Pipelines &v see if they are faster for code reuse!!
Link: youtu.be/9HwtlKicv0A
@bradleyschacht.com @sqlballs.com @joshluedeman.com @dbabulldog.bsky.social @neerajny.bsky.social
Link: youtu.be/9HwtlKicv0A
@bradleyschacht.com @sqlballs.com @joshluedeman.com @dbabulldog.bsky.social @neerajny.bsky.social
Microsoft Fabric: User Data Functions End to End Tutorial
YouTube video by Tales From The Field
youtu.be
November 12, 2025 at 3:09 PM
#MicrosoftFabric #Python User Data Functions are here, let's use them to log errors for Data #Pipelines &v see if they are faster for code reuse!!
Link: youtu.be/9HwtlKicv0A
@bradleyschacht.com @sqlballs.com @joshluedeman.com @dbabulldog.bsky.social @neerajny.bsky.social
Link: youtu.be/9HwtlKicv0A
@bradleyschacht.com @sqlballs.com @joshluedeman.com @dbabulldog.bsky.social @neerajny.bsky.social
Google makes real-world data more accessible to AI
Google's new Model Context Protocol (MCP) Server makes public data from its Data Commons accessible to AI via natural language. It’s a game-changer for AI training pipelines.
Google's new Model Context Protocol (MCP) Server makes public data from its Data Commons accessible to AI via natural language. It’s a game-changer for AI training pipelines.
November 12, 2025 at 2:59 PM
Google makes real-world data more accessible to AI
Google's new Model Context Protocol (MCP) Server makes public data from its Data Commons accessible to AI via natural language. It’s a game-changer for AI training pipelines.
Google's new Model Context Protocol (MCP) Server makes public data from its Data Commons accessible to AI via natural language. It’s a game-changer for AI training pipelines.
Auroras Likely to be Visible Again Tonight, Experts Say
G4 level storms cause radio blackouts and interfere with satellites and pipelines.
G4 level storms cause radio blackouts and interfere with satellites and pipelines.
Auroras Likely to be Visible Again Tonight, Experts Say
G4 level storms cause radio blackouts and interfere with satellites and pipelines.
conchoobserver.com
November 12, 2025 at 2:58 PM
Auroras Likely to be Visible Again Tonight, Experts Say
G4 level storms cause radio blackouts and interfere with satellites and pipelines.
G4 level storms cause radio blackouts and interfere with satellites and pipelines.
HIGHLY RECOMMEND
Carney dismantles long-held myths about pipelines, oil production, renewables, Canada’s transition strategy. Alberta’s future to global energy markets, Carney sets the record straight, redefines what it means for Canada to be an energy superpower in 2025.
youtu.be/d4bDTRKo4u8?...
Carney dismantles long-held myths about pipelines, oil production, renewables, Canada’s transition strategy. Alberta’s future to global energy markets, Carney sets the record straight, redefines what it means for Canada to be an energy superpower in 2025.
youtu.be/d4bDTRKo4u8?...
BREAKING: Mark Carney Shuts Down Interviewer — Sets the Record Straight on Energy Sector Myths!
YouTube video by Canada Live
youtu.be
November 12, 2025 at 2:58 PM
HIGHLY RECOMMEND
Carney dismantles long-held myths about pipelines, oil production, renewables, Canada’s transition strategy. Alberta’s future to global energy markets, Carney sets the record straight, redefines what it means for Canada to be an energy superpower in 2025.
youtu.be/d4bDTRKo4u8?...
Carney dismantles long-held myths about pipelines, oil production, renewables, Canada’s transition strategy. Alberta’s future to global energy markets, Carney sets the record straight, redefines what it means for Canada to be an energy superpower in 2025.
youtu.be/d4bDTRKo4u8?...
I reckon they weren’t just buddies but collaborators. Trump’s teen beauty pageant and modeling agency were pipelines.
November 12, 2025 at 2:31 PM
I reckon they weren’t just buddies but collaborators. Trump’s teen beauty pageant and modeling agency were pipelines.
"Proximity to drilling wells, processing plants, pipelines and other fossil fuel facilities elevates the risk of cancer, respiratory conditions, heart disease, premature birth and death, as well as posing grave threats to water supplies and air quality, and degrades land."
Fossil fuel projects around the world threaten the health of 2bn people
Exclusive: ‘Deep-rooted injustices’ affect billions of people due to location of wells, pipelines and other infrastructure
www.theguardian.com
November 12, 2025 at 2:05 PM
"Proximity to drilling wells, processing plants, pipelines and other fossil fuel facilities elevates the risk of cancer, respiratory conditions, heart disease, premature birth and death, as well as posing grave threats to water supplies and air quality, and degrades land."
HIGHLY RECOMMEND FOR ALL CANADIANS
Carney outlines how Canada can capitalize on the AI revolution, diversify away from U.S. dependence, and takes a candid look at pipelines and the broader energy sector.
youtu.be/G2pVmodnNYQ?...
Carney outlines how Canada can capitalize on the AI revolution, diversify away from U.S. dependence, and takes a candid look at pipelines and the broader energy sector.
youtu.be/G2pVmodnNYQ?...
Amber Kanwar’s Interview with Prime Minister Mark Carney
YouTube video by In the Money
youtu.be
November 12, 2025 at 1:52 PM
HIGHLY RECOMMEND FOR ALL CANADIANS
Carney outlines how Canada can capitalize on the AI revolution, diversify away from U.S. dependence, and takes a candid look at pipelines and the broader energy sector.
youtu.be/G2pVmodnNYQ?...
Carney outlines how Canada can capitalize on the AI revolution, diversify away from U.S. dependence, and takes a candid look at pipelines and the broader energy sector.
youtu.be/G2pVmodnNYQ?...
Georgian authorities detained a former Georgian Dream municipal council member from Shida Kartli, Gamrekeli, on charges of large-scale theft. They allege that Gamrekeli appropriated state-owned pipelines worth more than ₾5 million between 2020 and 2023.
Former Georgian Dream municipal council member detained for embezzlement
Levan Gamrekeli allegedly appropriated state-owned pipelines worth more than ₾5 million ($1.8 million) between 2020–2023.
oc-media.org
November 12, 2025 at 1:51 PM
Georgian authorities detained a former Georgian Dream municipal council member from Shida Kartli, Gamrekeli, on charges of large-scale theft. They allege that Gamrekeli appropriated state-owned pipelines worth more than ₾5 million between 2020 and 2023.
Keystone XL avoids friction between British Columbia and Alberta over a West Coast project that would never be built anyway. Poilievre still loses a favourite attack line, and Smith can still say she forced the federal government to move on pipelines www.nationalobserver.com/2025/11/11/o...
Why Carney's pivot to Keystone XL is brilliant, even if it's just a fantasy
Keystone XL avoids friction between British Columbia and Alberta over a West Coast project that would never be built anyway. Poilievre still loses a favourite attack line, and Smith can still say she ...
www.nationalobserver.com
November 12, 2025 at 1:26 PM
Keystone XL avoids friction between British Columbia and Alberta over a West Coast project that would never be built anyway. Poilievre still loses a favourite attack line, and Smith can still say she forced the federal government to move on pipelines www.nationalobserver.com/2025/11/11/o...
The Four Horsemen of the gaming industry apocalypse:
- Mass layoffs (war)
- Gen AI creeping into dev pipelines (pestilence)
- Pokémon Pokopia on a game key card (death)
- Chris Pratt as Mario (antichrist/conquest)
- Mass layoffs (war)
- Gen AI creeping into dev pipelines (pestilence)
- Pokémon Pokopia on a game key card (death)
- Chris Pratt as Mario (antichrist/conquest)
November 12, 2025 at 1:18 PM
The Four Horsemen of the gaming industry apocalypse:
- Mass layoffs (war)
- Gen AI creeping into dev pipelines (pestilence)
- Pokémon Pokopia on a game key card (death)
- Chris Pratt as Mario (antichrist/conquest)
- Mass layoffs (war)
- Gen AI creeping into dev pipelines (pestilence)
- Pokémon Pokopia on a game key card (death)
- Chris Pratt as Mario (antichrist/conquest)
Fossil fuels are a sunset industry. Investing public money in Oil & Gas infrastructure — e.g., pipelines — is economic madness. Don’t let greenwashing by the fossil fuel cartel convince you otherwise. #FossilFuelPhaseout
www.carbonbrief.org/iea-fossil-f....
www.carbonbrief.org/iea-fossil-f....
IEA: Fossil-fuel use will peak before 2030 – unless ‘stated policies’ are abandoned - Carbon Brief
The world’s fossil-fuel use is still on track to peak before 2030, despite a surge...
www.carbonbrief.org
November 12, 2025 at 12:56 PM
Fossil fuels are a sunset industry. Investing public money in Oil & Gas infrastructure — e.g., pipelines — is economic madness. Don’t let greenwashing by the fossil fuel cartel convince you otherwise. #FossilFuelPhaseout
www.carbonbrief.org/iea-fossil-f....
www.carbonbrief.org/iea-fossil-f....
Fossil fuel projects around the world threaten the health of 2bn people
Deep-rooted injustices’ affect billions of people due to location of wells, pipelines and other infrastructure
THE GUARDIAN / WOW MEDIA
Wed 12 Nov 2025 08.00 CET
Deep-rooted injustices’ affect billions of people due to location of wells, pipelines and other infrastructure
THE GUARDIAN / WOW MEDIA
Wed 12 Nov 2025 08.00 CET
November 12, 2025 at 12:49 PM
Fossil fuel projects around the world threaten the health of 2bn people
Deep-rooted injustices’ affect billions of people due to location of wells, pipelines and other infrastructure
THE GUARDIAN / WOW MEDIA
Wed 12 Nov 2025 08.00 CET
Deep-rooted injustices’ affect billions of people due to location of wells, pipelines and other infrastructure
THE GUARDIAN / WOW MEDIA
Wed 12 Nov 2025 08.00 CET
Fossil fuels are a sunset industry. Investing public money in Oil & Gas infrastructure — e.g., pipelines — is economic madness. Don’t let the fossil fuel cartel convince you otherwise. #FossilFuelPhaseout
www.carbonbrief.org/iea-fossil-f...
www.carbonbrief.org/iea-fossil-f...
www.carbonbrief.org
November 12, 2025 at 12:46 PM
Fossil fuels are a sunset industry. Investing public money in Oil & Gas infrastructure — e.g., pipelines — is economic madness. Don’t let the fossil fuel cartel convince you otherwise. #FossilFuelPhaseout
www.carbonbrief.org/iea-fossil-f...
www.carbonbrief.org/iea-fossil-f...
(low carbon produced) Hydrogen interconnectors?
Bacton-Zeebrugge carties natural gas now, plus new proposed pipelines.
See section 2.4 onwards.
www.bundeswirtschaftsministerium.de/Redaktion/EN...
Bacton-Zeebrugge carties natural gas now, plus new proposed pipelines.
See section 2.4 onwards.
www.bundeswirtschaftsministerium.de/Redaktion/EN...
November 12, 2025 at 12:28 PM
(low carbon produced) Hydrogen interconnectors?
Bacton-Zeebrugge carties natural gas now, plus new proposed pipelines.
See section 2.4 onwards.
www.bundeswirtschaftsministerium.de/Redaktion/EN...
Bacton-Zeebrugge carties natural gas now, plus new proposed pipelines.
See section 2.4 onwards.
www.bundeswirtschaftsministerium.de/Redaktion/EN...
Behavioral data can be very detailed but are usually aggregated and normalized in ways that smother the dynamics. Ben wrote a continuous-time Markov model to improve on this, and also wrote simulations for exploring and validating pipelines. All the code is here: github.com/BenKawam/ASN...
New paper!
We propose a framework to empirically study animal social relationships by modelling social network (SN) data as time-series—that is, without the need to aggregate them over time.
www.biorxiv.org/content/10.1...
We propose a framework to empirically study animal social relationships by modelling social network (SN) data as time-series—that is, without the need to aggregate them over time.
www.biorxiv.org/content/10.1...
November 12, 2025 at 12:05 PM
Behavioral data can be very detailed but are usually aggregated and normalized in ways that smother the dynamics. Ben wrote a continuous-time Markov model to improve on this, and also wrote simulations for exploring and validating pipelines. All the code is here: github.com/BenKawam/ASN...
Is slow code compilation holding your team back?
Our client's lengthy build times crippled their development speed and release cycles. Modular optimized their CI/CD pipelines & build processes.
Now, their code compiles in minutes, accelerating innovation!
Our client's lengthy build times crippled their development speed and release cycles. Modular optimized their CI/CD pipelines & build processes.
Now, their code compiles in minutes, accelerating innovation!
November 12, 2025 at 12:01 PM
Is slow code compilation holding your team back?
Our client's lengthy build times crippled their development speed and release cycles. Modular optimized their CI/CD pipelines & build processes.
Now, their code compiles in minutes, accelerating innovation!
Our client's lengthy build times crippled their development speed and release cycles. Modular optimized their CI/CD pipelines & build processes.
Now, their code compiles in minutes, accelerating innovation!
Critical updates on natural gas flows from major North American interstate pipelines have been released, impacting market dynamics. Stay informed! #mikronews https://tinyurl.com/2d3wuxx9 #Energy #MarketNews #NaturalGas
November 12, 2025 at 11:52 AM
Critical updates on natural gas flows from major North American interstate pipelines have been released, impacting market dynamics. Stay informed! #mikronews https://tinyurl.com/2d3wuxx9 #Energy #MarketNews #NaturalGas
Gestern haben wir mit @luiseamtsberg.bsky.social, Alexander Dubnitzki und Johannes Peters über hybride Angriffe auf Unterseekabel, Pipelines, Häfen und Offshore-Windparks im Ostseeraum und den Schutz dieser kritischen Infrastruktur diskutiert.
👉Zur Aufzeichung: www.youtube.com/watch?v=xa8G...
👉Zur Aufzeichung: www.youtube.com/watch?v=xa8G...
November 12, 2025 at 11:30 AM
Gestern haben wir mit @luiseamtsberg.bsky.social, Alexander Dubnitzki und Johannes Peters über hybride Angriffe auf Unterseekabel, Pipelines, Häfen und Offshore-Windparks im Ostseeraum und den Schutz dieser kritischen Infrastruktur diskutiert.
👉Zur Aufzeichung: www.youtube.com/watch?v=xa8G...
👉Zur Aufzeichung: www.youtube.com/watch?v=xa8G...
1. Promise that AI will make games cheaper and faster.
2. Rejig your production pipelines to include AI, fire workers.
3. AI no longer subsidised by investors, true costs hit.
4. PROFIT!* (if you're OpenAI etc)
(*there's no actual path to profit)
2. Rejig your production pipelines to include AI, fire workers.
3. AI no longer subsidised by investors, true costs hit.
4. PROFIT!* (if you're OpenAI etc)
(*there's no actual path to profit)
November 12, 2025 at 11:28 AM
1. Promise that AI will make games cheaper and faster.
2. Rejig your production pipelines to include AI, fire workers.
3. AI no longer subsidised by investors, true costs hit.
4. PROFIT!* (if you're OpenAI etc)
(*there's no actual path to profit)
2. Rejig your production pipelines to include AI, fire workers.
3. AI no longer subsidised by investors, true costs hit.
4. PROFIT!* (if you're OpenAI etc)
(*there's no actual path to profit)
Oil wells, pipelines, and refineries have turned communities into sacrifice zones.
People are getting sick. Children grow up next to poisoned rivers while oil companies count profits and politicians look away.
People are getting sick. Children grow up next to poisoned rivers while oil companies count profits and politicians look away.
November 12, 2025 at 11:26 AM
Oil wells, pipelines, and refineries have turned communities into sacrifice zones.
People are getting sick. Children grow up next to poisoned rivers while oil companies count profits and politicians look away.
People are getting sick. Children grow up next to poisoned rivers while oil companies count profits and politicians look away.
'Fossil fuel projects around the world threaten the health of 2bn people'
www.theguardian.com/environment/...
'"Deep-rooted injustices" affect billions of people due to location of wells, pipelines and other infrastructure'
#ClimateEmergency #ClimateJustice #FossilIndustry #pollution #PublicHealth
www.theguardian.com/environment/...
'"Deep-rooted injustices" affect billions of people due to location of wells, pipelines and other infrastructure'
#ClimateEmergency #ClimateJustice #FossilIndustry #pollution #PublicHealth
Fossil fuel projects around the world threaten the health of 2bn people – report
Exclusive: ‘Deep-rooted injustices’ affect billions of people due to location of wells, pipelines and other infrastructure
www.theguardian.com
November 12, 2025 at 11:08 AM
'Fossil fuel projects around the world threaten the health of 2bn people'
www.theguardian.com/environment/...
'"Deep-rooted injustices" affect billions of people due to location of wells, pipelines and other infrastructure'
#ClimateEmergency #ClimateJustice #FossilIndustry #pollution #PublicHealth
www.theguardian.com/environment/...
'"Deep-rooted injustices" affect billions of people due to location of wells, pipelines and other infrastructure'
#ClimateEmergency #ClimateJustice #FossilIndustry #pollution #PublicHealth
“Proximity to drilling wells, processing plants, pipelines,fossil fuel facilities elevates the risk of cancer, respiratory conditions, heart disease, premature birth,death, as well as posing grave threats to water supplies air quality.” @ninalakhani.bsky.social
www.theguardian.com/environment/...
www.theguardian.com/environment/...
Fossil fuel projects around the world threaten the health of 2bn people – report
Exclusive: ‘Deep-rooted injustices’ affect billions of people due to location of wells, pipelines and other infrastructure
www.theguardian.com
November 12, 2025 at 10:56 AM
“Proximity to drilling wells, processing plants, pipelines,fossil fuel facilities elevates the risk of cancer, respiratory conditions, heart disease, premature birth,death, as well as posing grave threats to water supplies air quality.” @ninalakhani.bsky.social
www.theguardian.com/environment/...
www.theguardian.com/environment/...
“Proximity to drilling wells, processing plants, pipelines,fossil fuel facilities elevates the risk of cancer, respiratory conditions, heart disease, premature birth,death, as well as posing grave threats to water supplies air quality.”@ninalakhani.bsky.social
www.theguardian.com/environment/...
www.theguardian.com/environment/...
Fossil fuel projects around the world threaten the health of 2bn people – report
Exclusive: ‘Deep-rooted injustices’ affect billions of people due to location of wells, pipelines and other infrastructure
www.theguardian.com
November 12, 2025 at 10:54 AM
“Proximity to drilling wells, processing plants, pipelines,fossil fuel facilities elevates the risk of cancer, respiratory conditions, heart disease, premature birth,death, as well as posing grave threats to water supplies air quality.”@ninalakhani.bsky.social
www.theguardian.com/environment/...
www.theguardian.com/environment/...
Almost half a billion people now live within 1km of fossil fuel sites, such as drilling wells, processing plants or pipelines.
Such proximity can increase health risks such as from cancer, respiratory conditions and heart disease.
www.theguardian.com/environment/...
Such proximity can increase health risks such as from cancer, respiratory conditions and heart disease.
www.theguardian.com/environment/...
Fossil fuel projects around the world threaten the health of 2bn people – report
Exclusive: ‘Deep-rooted injustices’ affect billions of people due to location of wells, pipelines and other infrastructure
www.theguardian.com
November 12, 2025 at 10:34 AM
Almost half a billion people now live within 1km of fossil fuel sites, such as drilling wells, processing plants or pipelines.
Such proximity can increase health risks such as from cancer, respiratory conditions and heart disease.
www.theguardian.com/environment/...
Such proximity can increase health risks such as from cancer, respiratory conditions and heart disease.
www.theguardian.com/environment/...