Research · everything Intel keeps

Everything Intel keeps, in one place — every brief we run, every department, readers' own, and every finding behind them. Browse below, or see the same body of work as a connected graph on the live map.

The lead

Sep 2, 2026

Learning & Training DesignChalkbeat New YorkmajorSep 2, 2026

New York City is set to bar student-facing AI tools through eighth grade

Chalkbeat, citing Education Department documents and four people briefed on the plans, reports that the largest school system in the country will bar generative AI — chatbots and AI tutors — for students from pre-K through eighth grade.

What it means for your work

Anyone building or selling a learning product now has to say which side of a grade-level line it sits on, and the biggest district in the country just drew one.

✓ verified · chalkbeat.org · added todayRead it at chalkbeat.org

What today means

Our read on the items that move something. The reporting is everyone's; this part is ours.

If your merge rule counts approvals, this is the first setting under which a machine can satisfy it — worth deciding on purpose rather than finding out during a release.GitHub Copilot can now approve a pull request, if an admin switches it onThe AI-Assisted Software Development beat · GitHub
The last mile of a pull request — rerunning checks, clearing conflicts, answering review notes — is the part that actually eats an afternoon.VS Code 1.136 adds an agent that works a pull request until it is ready to mergeThe AI-Assisted Software Development beat · Visual Studio Code
Third Flash release in six weeks at the same rate card — the cheap tier is where most production traffic actually runs, and working harder per task is a cost change even when the price is not.Google's Gemini 3.8 Flash holds the old price and adds a cybersecurity-only siblingThe AI-Assisted Software Development beat · Google DeepMind

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Everything Intel has read, newest first. Each title opens at its original publisher.

AI in Education✓ verified
New York City is set to bar student-facing AI tools through eighth grade
Anyone building or selling a learning product now has to say which side of a grade-level line it sits on, and the biggest district in the country just drew one.
Chalkbeat New York2026-09-02
AI in Education
New York school board rejected a $1.65M Oracle contract as AI scrutiny widened
Education-technology procurement is where AI policy actually bites: a board can now sink a back-office renewal over AI concerns, which changes how vendors have to sell into districts.
Chalkbeat2026-08-28
AI in Education
GitHub Classroom has been switched off
Any course still handing out assignments through Classroom broke last week, and some of the data behind it is now on a deletion clock.
GitHub2026-08-28
AI in Education✓ verified
Access was nearly universal, engagement was thin - a study of middle-schoolers and an AI tutor
Anyone shipping an AI learning product is measuring the wrong thing if the metric is capability: the binding constraint is getting the learner to open it at all.
Chalkbeat2026-08-25
AI in Education✓ verified
ChatGPT for Teens ships globally with an age-prediction model deciding who gets it
Anyone building a learning product now has a reference implementation of the compliance shape regulators are pushing toward: infer the age, degrade the experience automatically, and make the pedagogy (guided questions, not answers) the safety feature rather than a bolt-on filter.
OpenAI2026-08-19
AI in Education✓ verified
Google puts study tools into Search and a learning hub into Gemini
The free tier of a general assistant now covers most of what a standalone study app sold last year — flashcards, quizzes, notebooks, a photo-to-explanation loop — which resets the floor any paid learning product has to clear to justify its price.
TechCrunch2026-08-19
AI in Education
OpenAI launches a teen ChatGPT with Study Mode on by default and parental controls
Study Mode is the tutoring pattern — withhold the answer, ask the guiding question — shipped as a consumer default to a teenage user base, which sets the baseline any education product is now compared against.
TechCrunch2026-08-18
AI in Education✓ verified
Andrew Ng’s AI engineering skills map: four skills, and prompt engineering is not one of them
If your training plan is a prompt-engineering course, this is evidence the market is hiring for something else — and the four headings are a usable curriculum outline for a team that needs one.
DeepLearning.AI2026-08-14
AI in Education
Ai2 releases TutorMoments, a replay evaluation of whether AI tutors know when to hold back
It puts a measurable number on productive struggle — the failure mode where a helpful assistant quietly does the learning for the student — and hands over the data to test your own tutor against.
Ai22026-08-07
AI in Education
ISTE's chief argues schools are getting classroom technology wrong in a way bans will not fix
Anyone selecting learning tools now has a named third-party validation index to check against, rather than the vendor deck — which is the practical half of an argument that is otherwise an opinion.
Chalkbeat2026-08-06
AI in Education
Teachers report error-filled AI-generated resources flooding Teachers Pay Teachers
The biggest teacher-materials marketplace has no effective AI-quality gate — a concrete trust problem for anyone building or buying educational content.
Chalkbeat2026-08-03
AI in Education✓ verified
OpenAI gives 100,000 academic researchers free frontier-model access through 2027
Free frontier access at this scale shifts research-tooling economics and is a distribution play into academia that rivals will need to answer.
OpenAI2026-07-29
AI in Education
New York puts 450 teenagers on an AI design challenge as summer-jobs programming
Paid summer employment is becoming an AI-literacy delivery channel, and it reaches the students an elective course never does.
Chalkbeat2026-07-28
AI in Education✓ verified
The practical "which AI should I use" guide has stopped being about chatbots
Anyone writing AI training this quarter is teaching the wrong surface if the curriculum still opens with prompt-craft in a chat box — and the vendor naming is now itself the first teachable obstacle.
Simon Willison2026-07-27
AI in Education✓ verified
Librarians’ "Avoiding AI" workshops are drawing 70 people where a dozen used to show up
Opt-out demand is a training-design signal, not only a backlash story — the people turning up are asking for control and for an explanation of how the thing works, which is exactly what a good AI-literacy curriculum owes them.
TechCrunch2026-07-25
AI in Education
Bloomy launches AI mastery learning for K-12 — Socratic practice, then the tutor steps away for the test
A concrete pedagogy architecture — tutor-restricted assessment and mastery gates — reaching real classrooms through education-savings-account distribution.
Bloomy (Launch HN)2026-07-20
AI in Education
Chicago Law restricts AI for first-year students — and a16z's Steven Sinofsky argues we've seen this movie before
Every education provider is picking a lane on AI use right now — the ban-versus-teach argument here is the one your institution will end up having.
a16z2026-07-15
AI in Education✓ verified
Anthropic launches Claude for Teachers — a free year of premium Claude for verified US K-12 educators
Every frontier lab is now competing for the classroom — free, standards-aligned AI for teachers changes what schools expect from edtech and raises the bar for anyone building education products.
Anthropic2026-07-14
AI in Education
Google DeepMind pilots ATL Saathi, a Gemini teaching assistant for India's tinkering labs
AI-in-education is shifting from student-tutoring pilots to teacher-side infrastructure at national-program scale.
Google DeepMind2026-07-13
AI in Education✓ verified
Google brings Gemini into Classroom + free ACT/GRE practice at ISTE 2026
Adaptive, personalized learning is going free-and-mainstream from a platform giant — the competitive backdrop for any AI-tutoring product.
Google2026-06-25
AI in Education✓ verified
Microsoft's 2026 AI-in-Education report: adoption is mainstream, support lags
The gap between 'schools use AI' and 'schools use AI well' is exactly the gap a structured learning product is built to close.
Microsoft2026-06-24
AI in Education✓ verified
Khanmigo scale + Sal Khan's candid "non-event" reflection
The most-watched competitor's honest signal that scale does not equal impact — structure and motivation design matter more than model access. Exactly the gap AI Uni's structured-lesson model targets.
Chalkbeat2026-04-09
AI in Education✓ verified
Khan + TED + ETS launch AI-focused college (Khan TED Institute)
A direct competitive signal for AI Uni ("the college alternative for the AI economy") — a credentialed-degree entrant in applied-AI education.
EdSource2026-04-01
AI in Education✓ verified
UK LearnLM classroom RCT — independent corroboration
A second independent RCT with transfer-to-novel-problems as the outcome — the hard test — strengthening the evidence base beyond a single study or vendor.
arXiv2025-12-01