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.
- Research
Google DeepMind and Singapore's GovTech build an on-device Gemma model to catch scams in private chats
Scam screening inside encrypted chats has usually meant sending messages to a server. Small open models on the phone remove that trade-off.
- Dev Tooling & Infra
Vercel's $1M sandbox-escape challenge found a Linux kernel zero-day that reached the host
Agent code execution leans on microVM isolation. A shared-kernel networking bug that reaches the host is a reason to check kernel patch levels on any self-run sandbox fleet.
- Dev Tooling & Infra
GitHub Actions workflow lockfiles enter public preview to stop moved tags from changing what runs
Pinning by tag has been the weak point in most CI supply-chain incidents. This gives teams commit-level pinning without hand-editing every workflow.
- Market & Business
YouTube Music starts labelling AI-generated songs, and Deezer will let listeners filter them out
Creators using AI in composition or vocals will now be labelled, and on Deezer may be filtered out, so disclosure affects reach.
- Market & Business
GAO: the Pentagon's responsible-AI council went dormant for most of a year, leaving components without support
Responsible-AI programmes depend on a standing coordination body. GAO shows what happens to implementation when that body stops meeting.
- Market & Business
Construction 3D-printing firm Icon raises $200M to manufacture its new Titan printer
Money going into building the printers themselves suggests construction printing is moving from one-off projects toward a product contractors can buy.
- Research
Neura Robotics launches Neuron AI, a robot foundation model that adds touch, audio and memory to vision
Vision-only robot models struggle when a grasp or object is hidden. Adding touch and memory targets exactly the reliability gap that holds back real deployments.
- Market & Business
38 companies became unicorns in September, and Cognition's valuation nearly doubled to $48B
Private valuations for AI coding and AI infrastructure are still climbing fast, which shapes the pricing and staying power of the tools teams pick.
- Market & Business
Meta, OpenAI, Google, Microsoft and others join a law-enforcement crackdown on West African scam networks
AI and platform companies working with police across borders sets a template for how scams carried on their services get tackled.
- Market & Business
IDC lifts its 2029 forecast for Open Compute hardware spending 2.7 times, to about $800 billion
Open, standardised rack hardware is becoming the default for AI build-outs. Note that the forecast was paid for by the body that benefits from it.
- Dev Tooling & Infra
Anthropic built its own alternative to Git after daily merges jumped from about 2,500 to over 30,000
When agents write most of the code, the bottleneck moves to version control and review. A twelvefold jump in merges is a preview of the load other teams' tooling will face.
- Agent Frameworks & Orchestration
Google ADK 2.12 cuts long-session latency by 40% and adds human sign-off before workflow steps
Filtering tool output before the model reads it is a direct defence against injected instructions, and per-step approval makes risky workflows easier to put in production.
- Market & Business
AI labs are buying the code and workspace data of shut-down startups to train models
Workspace archives contain other people's messages and documents. Anyone whose data sits in a startup's tools now has a stake in what happens to it at shutdown.
- Research
Perseverance sets the Mars driving record at 45.22 km, largely thanks to its self-driving software
Software upgrades to autonomy, shipped years after launch, are what extended this robot's useful range. That lesson carries over to robots in the field on Earth.
- Market & Business
Promise Robotics signs D.R. Horton to a multi-year deal to factory-build parts for 1,250+ homes
Factory-built components sold as a service let a homebuilder use robotics without owning the factory, which makes adoption much easier.
- Frontier Models
Gemini 4 Argon opens to developers and lands in GitHub Copilot and Vercel's AI Gateway
Argon is now selectable in the tools most teams already use, so it can be tried on real coding work. Note that thinking is set by level, not by token budget.
- Dev Tooling & Infra
Intel names its Crescent Island inference card the GPU D-Series, with 1.3 PFLOPS of dense FP8
Inference buyers looking beyond NVIDIA now have headline numbers to put Intel's card into a comparison, pending pricing and independent benchmarks.
- Frontier Models
Meta launches Muse Wonder and Muse Wonder Full, its most capable models so far, aimed at agents
Meta now has a model in the same tier as the leading labs for agent and coding work. It can be tested through a gateway without a separate Meta account. The state-of-the-art claim is Meta's own.
- AI in Education
Microsoft Research's StudentSim tests AI tutors on simulated learners before real students see them
Human studies are the slow, costly step in building tutors. Simulated learners could let teams iterate much faster, as long as the simulators track real students.
- Market & Business
Hexagon agrees to buy geotechnical software maker Rocscience for $535M
Models that are continuously recalibrated from live site sensors are the practical form of a digital twin for infrastructure and mining.
- Research
ETH Zurich turns an off-the-shelf robot hand into a robot that walks on its fingertips
Body parts that can do more than one job point to simpler, cheaper robots for confined or awkward spaces.
- Research
OpenAI withdrew three of its 722 maths preprints a day after release, and revised 14 others
Large AI-generated proof dumps need the same checking as human work. Errors that spread across dependent papers show why the machine-checkable formal versions are what counts.
- Market & Business
Texas has frozen new data-centre permits after ERCOT's queue grew to 474 GW, a16z writes
Power hookups, not chips, are becoming the gating step for new AI capacity, and Texas had been one of the easiest places to get one.
- Research
Preprint finds AlphaGenome's zero-shot predictions fall short on ALS genetics, sometimes in the wrong direction
Genomic foundation models are being pitched for variant interpretation; this is independent evidence that zero-shot outputs can be wrong in direction, not just in size, so validate before relying on them.