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CopilotKit🪁 
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CoPilot - landing, glider tutorial app 
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CoPilot: AI-Assisted Car Buying 
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Daniel Rey MS MVP (Copilot for M365 and Surface! )
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Co-pilot
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The Copilot | Crypto
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加藤 友哉 | Copilotマーケター@Microsoft 
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@NoraZoey_ No I am a man and I think the female co pilot is a fucking hero. Like 99% of men are not on this site. And you then having a go at the pilot might suggest that you hate men. The pilot, Co pilot knew they were going to die. Both handled it in their own way.
She was a co pilot and did her job properly right up until the end. A lot of people can't do their job properly before lunch
Can you all stop blaming the 20 year old dead co-pilot who can’t defend herself now……
She was the co-pilot. A man flew the plane and crashed it but somehow, misogynists will blame the woman for likes on Twitter.
The pilot of the plane that cr*shed was a female, it all makes sense now
@TheBrancaShow 3 days of nothing but bashing the fuckin co pilot
DEI is real, it's a problem
Don't think it caused this
You have an unhealthy anger here, kinda like TDS
Probably for all the clicks & what not
Unfollowed
Under FAA regulations (14 CFR Part 61 and Part 135), a co-pilot / Second-in-Command (SIC) is not required to hold an ATP certificate.
Instead, a co-pilot only needs a Commercial Pilot Certificate with an instrument rating.
The FAA minimum age for a Commercial Pilot Certificate is 18 years old (under 14 CFR § 61.123), and the flight time requirement is 250 hours.
@NataliaAntonova Hey @grok, what is the co-pilot's job in the airplane? Do they just sit there and make conversation with the pilot or do they actually have a job?
Under FAA regulations (14 CFR Part 61 and Part 135), a co-pilot / Second-in-Command (SIC) is not required to hold an ATP certificate.
Instead, a co-pilot only needs a Commercial Pilot Certificate with an instrument rating.
The FAA minimum age for a Commercial Pilot Certificate is 18 years old (under 14 CFR § 61.123), and the flight time requirement is 250 hours.
TITLE
AI News: Google Ties School Search to AI, Meeting Agents and AI Tutor Evidence
https://t.co/4oEHZdlW27
DESCRIPTION
School AI controls, tutoring evidence, workplace agents, AI infrastructure and model research worldwide.
AI-generation disclosure: This video uses AI-generated narration and visuals.
Chapters
00:00 School Search tied to AI opt-in
00:31 Tana brings AI agents into meetings
00:54 AI edits another model’s weights
01:23 Google expands guided AI tutoring
02:01 AI tutoring shows mixed study results
02:40 Gemini adds textbook-grounded AI
03:09 https://t.co/UomO8TnsXB funds teacher AI work
03:43 Bull plans European AI infrastructure
04:12 AI fact-checker invents grant increase
04:45 Portugal consults on school AI guidance
05:15 Japan explores AI for disability work
05:50 SenseNova AI makes editable slides
06:18 Clover AI generates text in blocks
06:48 Loop AI reuses processing layers
SOURCES
https://t.co/rvA8YJguSM — Google
https://t.co/3I3ObNYU4T — Associated Press
https://t.co/PPNMCc3QBT — Tana Labs via Mynewsdesk
https://t.co/OZITUJKR2T — Rikiya Takehi, Jayden Teoh, Alex Zhang and Omar Khattab, MIT CSAIL
https://t.co/HIqgLT09kd — Google
https://t.co/6DY97waQ9j — Google
https://t.co/JtLJfPegoC — Google
https://t.co/RA8bbyhVE9 — Google
https://t.co/gPw8VFfQRO — Google
https://t.co/KiV5Gp53ug — Google
https://t.co/7JfK6IEcHW — GlobeNewswire via Via Ritzau
https://t.co/uVvWNUn21n — GroundUp
https://t.co/KuC83KtWmN — Government of Portugal, Ministry of Education, Science and Innovation
https://t.co/0GSGdLzJxf — Matsuo Institute
https://t.co/iPqJ66Nn4P — SenseTime
https://t.co/g3gfHnN5SF — DiffuSpace Core Team via Hugging Face
https://t.co/RxXcOQPVc1 — SenseNova on Hugging Face
TRANSCRIPT
School leaders’ choices about AI would also determine students’ access to a familiar search service. Google’s planned controls link Gemini, Gemini Notebook, Gemini in Classroom and Search for school student accounts. AP reports that administrators must explicitly enable the features; opting out of AI would also mean losing Search. Educators and policymakers criticized that coupling. Google’s figure of 150 million Classroom students and teachers is worldwide usage, not a count of accounts affected by this change.
Meeting participants could delegate work while the discussion is still happening. Tana says users can invite existing AI agents to receive speech, screen and chat context, then approve requested tasks. The company says agents can retrieve numbers, update forecasts, file issues or create slides. Its desktop app works alongside Zoom, Teams and Google Meet. These are launch claims, rather than measured productivity results.
Changing an AI model’s behavior may not always require conventional training. MIT coauthors describe an AI reading and editing another model’s numerical weights directly. In one experiment, they report GPT-6 Astra changed zero-point-zero-one-six percent of a small Qwen model’s weights. Its MATH-500 score rose from seven-point-nine to forty-eight-point-one percent. This is early author-reported work, not evidence of general autonomous self-improvement.
Students using AI to study can be coached through a problem instead of simply receiving an answer. Google says Guided Learning uses questions and step-by-step breakdowns. Teacher-led access is rolling out globally in Classroom, with a limited United States Search pilot planned later in November. Google also reports a half-day randomized statistics study with over three hundred University of Tokyo students: score gains were eight-point-one percentage points with Guided Learning versus five-point-three with standard resources. A separate four-week pilot at three UK Ark schools informed teacher insights and curriculum controls. Neither establishes lasting learning gains.
Schools need to distinguish AI tutoring performance from evidence of broader learning. In its October twenty-ninth report, Google described a ten-week UK trial with over eleven hundred students using Eedi. Human experts reviewed every interactive AI response before students saw it. AI-tutored students performed similarly to human-tutored students on platform tasks and quizzes, but showed no standardized STAR test gain and solved fewer problems than students receiving static hints. A separate yearlong Italian study reported engagement rising from seventy-seven to eighty-four percent in Gemini-assisted lessons; those observational, self-reported findings do not prove causation.
Students can ask AI about course material while checking where an answer came from. Google’s October twenty-ninth Gemini Notebook announcement adds hundreds of free textbooks from United States and Indian providers. Google says answers are grounded in those books, with inline citations and direct source links. Students can also create study guides, practice quizzes and flashcards. This covers eligible textbooks, rather than every book, and is a product announcement rather than proof of learning gains.
AI tools for teachers are receiving funding alongside training support. https://t.co/UomO8TnsXB says it is providing over nine-point-five million dollars across five organizations. The work includes Fab AI’s open models for lesson planning and early reading, Teaching Lab’s pilot, and support for responsible AI education, literacy and learning standards. Separately, Google plans to expand its free on-demand AI Educator Series to Brazil, Mexico, Spain, Australia and sub-Saharan Africa in coming months. The funding and planned expansion do not establish educational outcomes.
Regulated European organizations are seeking independent infrastructure for AI workloads. Bull and Schwarz Digits signed a memorandum to combine STACKIT cloud, Bull’s AI and high-performance computing expertise, and European server manufacturing. They plan to offer BullSequana AI through the STACKIT Marketplace and co-design servers using Open Compute Project standards. This is intended collaboration, with no deployment timetable or investment amount specified.
An AI service intended to identify misinformation instead invented an official-looking benefit announcement. GroundUp reports that its October twenty-ninth tester claimed to work for government, after which the pilot RSA Facts chatbot fabricated a grant increase from three-hundred-seventy to fifteen-hundred rand. The actual grant remained three-hundred-seventy rand. GroundUp also found invented citations, while noting the bot refused a fake grant website and provided the real address; the report does not establish that citizens acted on the false statement.
Schools using AI face questions about privacy, intellectual independence and teacher responsibility. Portugal’s October fifteenth consultation proposes guidance that puts teachers in charge of usage conditions and asks students to check errors, bias and sources. It discourages direct or autonomous AI use by preschool children. The thirty-day consultation concerns nonbinding draft guidance, which schools may already apply. A final version is planned for January fourth, twenty twenty-seven.
Physical AI might expand work options for people with disabilities, but a Japanese project is still identifying feasible uses. Matsuo Institute and E-SPOOL’s October twenty-ninth announcement describes research begun in September at Work Happiness Farm. Potential approaches include robot motion generation, AI perception, image recognition and language models connected to equipment. The September-to-November phase uses observation and interviews to assess technical feasibility and business value. No selected AI system or employment outcome is reported as deployed.
AI-generated office and design work can be more useful when people can edit the outputs. SenseTime says SenseNova six-point-eight Flash can produce editable presentations and iteratively revise Blender scenes with user feedback, alongside webpages and posters. Studio Design access is experimental. Blender work needs local setup and repeated user interaction, while proactive-memory demonstrations come from an internal research build; they are not generally available features.
AI developers are exploring alternatives to generating text one piece at a time. DiffuSpace’s October thirtieth Clover preview uses parallel denoising to generate blocks together with shared historical context. Its mixture-of-experts model has thirty-five billion total parameters and three billion active parameters. The team released weights and code under an Apache license. Its agent execution framework and desktop coding client remain in development, and speed comparisons are internal claims.
A model can perform extra processing by reusing layers instead of duplicating all their parameters. SenseNova’s October thirtieth Loop preview repeats a shared twenty-four-layer block, supporting text-and-image inputs for document understanding, coding and tool workflows. Its weights are publicly available under Apache two-point-zero. The technical report and implementation details remain unannounced, and the checked model card provides no independent benchmark comparison.
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@ThePatriotOasis So the rough turbulence caused the elevator to break apart, which was needed to keep the plane from nosediving … geezus.. and clowns were blaming the 20 year old co-pilot and captain. They had no chance to survive.
@MsMelChen The pilot is in command. It's all on him.
Air traffic and co-pilots are just advisors....
Hey, @nyt,
Why is it that you name the 20-year-old Nathalia Filgueiras here, but not her co-pilot? Was HE a 15-year-old white male whom you feel the need to protect?
https://t.co/2osx7vYTGr
@Mel_17 Oh of course they are. 🙄
She waa just the co-pilot, so what about the actual pilot? Because hes a man it couldn't have been his fault? 🙄🙄
Overspeed exceeding structural limits?
Overspeed plus pilot input exceeding structural limits?
Something else?
Perhaps the missing horizontal stabilisers is moot. Could the aircraft be uncontrollable from high-speed stall / Mach tuck prior to horizontal stabilisers separating???
Also the commentary about the co-pilot forget that in WW2, the average ave of the fighter pilots were approx 20 yrs. Young people can do extraordinary things.
@The_Real_DCMG @Josh05837206 @holdonitsnature I think we should appreciate a 55 year old male and a 20 year old IG co-pilot is not a good mix. Sure he could have been bull headed macho foolishly, but having her there to irritate an older male is also an issue. Normalize having homogeneity in the cockpit again.
@SomeWelder @ShnarfShnarf727 My guy. The co-pilot is the navigator. Who uses the built into the panel navigation system that shows that you’re flying directly into a storm. My guy
@domdyer70 The pilot was a man, she was the co-pilot
@AutisticGremln5 I also love that she was only the co pilot, the pilot HIMself was praying.
She was not flying the plane. She was doing what she was told to do by a captain. End of story. If she was the captain they would not be looking at the co-pilot. It's not complicated. If the captain had not turned the plane most likely they would not have been locked into that downward motion.
Wkwkwk iya cok padahal pilot yg cowonya malah pasrah dan si co pilot ini loh yg komunikasi jelasin keadaan mereka
boleh ngerasa miris gak sih sama insiden airplane crash yang di florida?
miris bgt pada misoginis nyalahin co-pilot nya karena cewek + umurnya masih muda. belio udah melakukan yang terbaik loh…orangnya juga udah meninggal 🥲 please doain beliau yang baik baik aja
@TheBrancaShow Nowhere did they say the only role of a co-pilot is to gain flight experience.
"She was the second in command, gaining flight experience." doesn't mean that's all she was doing.




















