Research
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.
All coverage
Everything Intel has read, newest first. Each title opens at its original publisher.
- Open Source & Self-Hostable
Tencent open-sourced Hy4 preview - 770B total parameters, 49B active, a 1M-token context
A 49B-active open-weight model with a million-token window makes long-document work a self-hosting decision rather than a closed-API one.
- 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.
- Dev Tooling & Infra
GitHub Copilot changes seat billing, chat retention and the code-review default
Two of the three are opt-out-before-the-date changes — the retention move and the review-effort default both land automatically on 28 September if nobody acts.
- 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.
- Market & Business
China’s daily AI token calls passed 500 trillion, up from 140 trillion in March
If agent loops rather than chat are driving a three-and-a-half-fold jump in six months, capacity planning is an agent-architecture question before it is a model one.
- Dev Tooling & Infra✓ verified
A rumour of a bug is now enough: probes arrived ten minutes after the patch was discussed
Coordinated disclosure assumes an attacker needs the patch. If the public discussion is enough, the embargo window your project plans around has already closed.
- Dev Tooling & Infra✓ verified
Over 100 companies, including OpenAI, Anthropic, Google and Microsoft, sign an open letter on AI-enabled cyberattacks
When the labs shipping the capability and the vendors defending against it sign the same letter, the hardening work stops being optional for anyone running infrastructure.
- Research✓ verified
A search benchmark that rebuilds its own questions every hour, so nothing can memorise it
If you are choosing a search backend for an agent, this is a contamination-resistant comparison you can re-run yourself — but the benchmark’s author is also one of the ranked engines.
- Research
Kyoto University’s stem-cell institute publicly defends Shinya Yamanaka over image-duplication allegations
Automated image- and text-duplication screening is now routinely applied to old literature, and how institutions answer it sets the norm for every AI-assisted integrity check that follows.
- Research
DeepMind runs an evaluation where neither side can see the other’s secrets
If confidential-compute evals hold up, a third party can finally certify a closed model without either party handing over the thing it will not hand over.
- Market & Business
Anthropic puts 10,000 free and discounted Claude seats in front of academic researchers
The dual-use refusal behaviour is now an explicit tier boundary — which model a scientist can reach depends on the field they work in, not just what they pay.
- Research
A preprint works out what a sub-light warp bubble would look like crossing the atmosphere
It is the falsifiable half of a field that mostly is not: a predicted brightness a telescope can go and fail to find.
- Dev Tooling & Infra
VS Code 1.135 picks up agent sessions that were started in another application
A session that survives leaving the tool it started in is the first real answer to agent work being trapped per-application, and the per-turn token breakdown is the first place a team can see what a long run actually cost.
- Open Source & Self-Hostable✓ verified
Alibaba released Qwen3.8-Flash-Next, a sparse open-weight model that activates 6B parameters per token
A 6B active-parameter model with a million-token ceiling is the shape that makes long-context agent work affordable on hardware you already own, and at a twelfth of flagship pricing it resets what a routine call should cost.
- Dev Tooling & Infra
Paul Dix says AI wrote a million lines of a database product now running on millions of machines
The transferable part is not the line count, it is the precondition: this worked because there was something to check the output against. Teams without an oracle for the work are not in the same situation and should not read this as the same result.
- Market & Business✓ verified
Nvidia is reported to be nearing a $12.9B acquisition of Hugging Face
Hugging Face is where most teams get open-weight models and datasets; who owns that default distribution point is a supply question for anyone self-hosting.
- Open Source & Self-Hostable
Z.ai shipped GLM-5.3-Flash, a 321B open-weight model built for cheap coding work
Two large open-weight coding models landed on the same day at flash-tier prices; the cheap end of the coding-agent stack is now an open-weights question, not a frontier-lab one.
- Dev Tooling & Infra
GitHub Copilot gets an org-wide default for which models are switched on
If you administer Copilot the default flips how every unconfigured model behaves, and the rollout finishes on 1 September — worth checking before rather than after.
- Market & Business✓ verified
Anthropic contracts about $45 billion of compute from Nscale over six years
Capacity contracted in 2026 for late 2027 is what sets model prices and rate limits two years out — the deals are the forward curve on what your inference will cost.
- Dev Tooling & Infra✓ verified
A prompt-injection chain took over Claude Code auto mode in most attempts
If you run a coding agent unattended, this is the working argument for a container, restricted network egress, and keeping SSH and cloud credentials out of the agent runtime.
- Market & Business✓ verified
97% of US contractors’ primary jobsite drones are DJI - a week before a 100% tariff lands
A reality-capture pipeline resting on one vendor in one country is a single point of failure with a dated trigger, and the date is 3 September.
- MCP & Interop✓ verified
OpenAI wires WebMCP into ChatGPT’s browser - a site can hand an agent tools instead of a layout
When agents arrive through declared tools rather than the page, what your site exposes - and what it refuses - becomes a product decision rather than a search one.
- Market & Business✓ verified
OpenAI's first custom inference chip, Jalapeño, published benchmarks against Nvidia's GB300
Inference is now most of the compute bill, and the biggest buyer of it has shipped a part that claims to beat the merchant GPU on performance per watt. Serving prices follow that curve, not the training one.