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.
- Agent Frameworks & Orchestration✓ verified
OpenClaw 2.0 rebuilds its control interface and moves sessions into SQLite
Two upgrade traps in one release: downgrading now means a manual SQLite restore, and shared sessions are not a permission boundary you can lean on.
- Market & Business✓ verified
Caterpillar is porting two decades of mining-autonomy lessons into how it deploys AI
A rare adoption account from a company that already survived the hard part once: the constraint was never the machine, it was the process and the people around it.
- Market & Business✓ verified
Sony Music Publishing and Warner Chappell sue Anthropic over training on tens of thousands of songs
If you generate or commission audio with a frontier model, the per-work damages maths in this complaint is the number your licensing position now has to survive.
- Research
Samsung puts compute inside LPDDR5X memory banks — and the software cost is the story
On-device inference keeps running into memory bandwidth, and this is the clearest public accounting of what moving compute into DRAM actually costs the rest of the machine.
- Market & Business
Cisco opens its Secure AI Factory to Supermicro rack-scale systems
If you are buying AI infrastructure rather than building it, the validated-stack vendors are now competing on refresh cadence, not just on the accelerator inside.
- Agent Frameworks & Orchestration
Vercel lets you scaffold, deploy and chat with an agent from the dashboard
The distance from "we should try an agent for this" to a deployed, Slack-reachable one that calls your own MCP servers is now a dashboard form.
- 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.