Researchers from the Nanoscience Center at the University of Jyväskylä, Finland, have developed a computational model that could expedite the use of nanomaterials in biomedical applications. Their machine learning framework is capable of predicting how proteins interact with ligand-stabilized gold nanoclusters, materials widely used in bioimaging, biosensing and targeted drug delivery. Gold nanoclusters are used…
6 ways AI reshaped scientific software in 2025
While the dawn of ChatGPT in 2022 helped kickstart the current AI wave, an AI moment that arguably mattered more for science was AlphaFold. December 2018, first place at CASP13, the Critical Assessment of Structure Prediction competition. By 2020, protein structure prediction was close enough to “solved” that the real question shifted from whether a…
Revvity joins R&D’s move toward MaaS, touting intelligence as a service
Revvity, a science technology company, announced the introduction of a new Model-as-a-Service (MaaS) called Signals Xynthetica on Tuesday, adding to a growing trend that is democratizing predictive modeling. Instead of building models, which is expensive and requires specialized skills, companies are now subscribing to pre-trained, high-fidelity models. This allows labs that couldn’t afford to build…
Renesas starts sampling 3nm R-Car X5H Gen 5 automotive SoC, previews CES 2026 multi-domain demos
Renesas Electronics has begun sampling its R-Car X5H Gen 5 automotive system-on-chip and is now offering evaluation boards along with the R-Car Open Access (RoX) Whitebox Software Development Kit as it advances its software-defined vehicle platform toward broader adoption. The company positions the R-Car X5H as a central compute device designed to run multiple vehicle…
QT9 Software offers pre-validated ERP platform for life sciences manufacturing
The quality management software firm QT9 Software has outlined features of its QT9 ERP platform, an enterprise resource planning system designed for firms in regulated life sciences sectors, including medical devices, pharmaceuticals and biotechnology. QT9 ERP is a pre-validated system that includes support for FDA 21 CFR Part 11 electronic records and approvals. According to…
Software broke scientific reproducibility. AI hallucinations made it worse. Now the same technology is learning to catch its own mistakes.
Seven out of ten researchers say their work would be impossible without software. More than half write their own code. And among those who do, one in five has had no formal training in software development, according to the UK-based Software Sustainability Institute. This is the gap where silent failures live. “There’s often a great…
Lab automation is “vaporizing”: Why the hottest innovation is invisible
[Image from Adobe Stock] Why you should read this report: Lab automation looks hot, but the usual indicators are quiet: patents are flat, vendors report uneven demand, and standard market metrics barely move. This report shows what those signals miss—where recent AI-drug-discovery capital actually landed, why “Lab Automation Engineer” roles increasingly require Python and APIs…
Kythera Labs’ Wayfinder remasters incomplete medical data for AI analysis
Healthcare data is often incomplete and inconsistent, limiting efforts to improve patient outcomes and operational efficiency. A 2021 report from Sage Growth found that only 20% of healthcare organizations fully trust their data. Because records follow patients across providers with shifting identifiers and coding schemes, the same encounter often appears multiple times or partially, breaking…
Claude Sonnet 4.5 pushes coding SOTA, but its physics intuition still lags
Upon launch, Anthropic hailed Claude Sonnet 4.5 as the best coding model in the world. The model launched on September 29 with a lead on real-repo coding (SWE-bench Verified) and a big jump in “computer use” (OSWorld). Anthropic reports 77.2% on SWE-bench Verified and 61.4% on OSWorld; in press briefings they also cited 82% on…
Thermo Fisher launches Chromeleon 7.4, an enterprise chromatography–MS data system with 21 CFR Part 11 controls
Thermo Fisher Scientific released Chromeleon 7.4, a unified chromatography and mass spectrometry data system that supports single-quad, triple-quad, and HRAM instruments and adds centralized storage, remote access, audit trails, and e-signatures for GxP/21 CFR Part 11 compliance in biopharma, food safety, and environmental labs, according to a press release. Chromeleon 7.4 is built for networked…
R&D 100 winners predict disease risk on a continental scale
EpiEarth predicts the number of disease cases, disease risk and the impact of mitigations on potential epidemics. The software can predict on a day, season or decadal timescale, giving officials the necessary time to plan. The modular design enables the substitution of different models, diseases or vector species, making EpiEarth generalizable across vector-borne diseases that…
ORNL named on 20 R&D 100 Awards, including carbon-capture and AM tools
Oak Ridge National Laboratory was named on 20 of the 2025 R&D 100 Awards, 17 as lead developer and three as co-developer. The showing sets a new record for the lab, accounting for about one-fifth of all winners. Since the 1980s, ORNL has won more than 260 R&D 100 Awards Our sister publication engineering.com recently…
R&D 100 finalist: Sandia’s griDNA flags cyber-physical grid anomalies at the edge
griDNA, an R&D 100 (2025) finalist from Sandia National Laboratories, is an autoencoder-based system that fuses 60-samples-per-second grid measurements (frequency, voltage, current) with intermittent network telemetry to identify cyber, physical, and blended anomalies on the power grid. The team has run the model on low-cost single-board computers and on existing security devices and is field-testing…
Protégé brings query-free workflows to PatentSight+
LexisNexis unveiled Protégé, a natural language AI assistant that translates questions like “What are the top M&A targets in biotech?” into patent analytics insights. The firm positions the new offering as eliminating the need for users to master complex database syntax in the company’s PatentSight+ platform. The assistant parses a user’s prompt, maps it to…
iPhone 17 Pro, rumored to add vapor-chamber cooling and a 48MP telephoto, is tracking a September launch
Apple hasn’t announced dates, but multiple outlets that track Cupertino’s annual cadence point to an iPhone 17 family reveal in the second week of September, with pre-orders that Friday and retail availability the Friday after. Based on Apple’s pattern and current reporting, the most plausible schedule is a keynote on Tuesday, September 9, 2025, pre-orders…
The 2025 R&D 100 Finalists are here
A total of 158 Finalists for the 2025 R&D 100 Awards have been announced by R&D World. Now in its 63rd year, this renowned global science and innovation competition drew entries from 13 countries/regions. This year’s esteemed judging panel featured 54 respected industry professionals from across the globe. The Finalists are listed below by category,…
Hands-on with Patsnap’s Eureka Scout: Strong features meet evolving AI backbone
Patsnap, a Singapore-based AI platform for patent and R&D intelligence, hit unicorn status in 2021 with a valuation over $1 billion after a $300 million Series E round led by SoftBank Vision Fund 2 and Tencent. High-profile clients include NASA, Tesla, Vodafone, MIT and General Electric. The company was founded in 2007. After the CEO…
Xaira releases 8-million-cell map of gene functions to fuel AI drug discovery
The unicorn biotechnology startup Xaira Therapeutics, co-founded by 2024 Nobel Prize winner David Baker, has released what it claims is the largest public genome-wide Perturb-seq dataset to date. Freely available, the data is available as a 520 GB download and comes with an associated pre-print. Comprising eight million cells, the X-Atlas/Orion dataset dwarfs previous public…
NASA taps 100 million satellite images to train an open geospatial foundation model
Drugmakers aren’t the only ones upgrading their data plumbing. While Moderna works with Benchling to build out an R&D data platform, NASA has trained a 3 billion parameter model on 100 million Moderate Resolution Imaging Spectroradiometer (MODIS) satellite images to pull new signals from 25 years of Earth-observation data. Introducing SatVision-TOA The resulting model, known…
Moderna expands Benchling deal to unify lab data in AI-ready hub amid industry trend
More R&D-heavy organizations in sectors like biopharma are revamping their data plumbing. One such entity is Moderna, which is expanding its collaboration with Benchling to consolidate fragmented laboratory data into a unified, AI-primed platform. This move addresses an industry gap, as a 2024 Benchling report found that only 14% of large biopharma and a 3%…
GreyB’s AI-driven Slate offers single search across 160 million patents, 264 million papers
GreyB on Wednesday rolled out Slate, an AI search tool that promises to collapse the grunt work of patent and literature hunts into a single query. The firm says early pilots cut document-finding time “from hours to minutes.” Slate’s index reaches across more than 160 million patents filed in 100-plus jurisdictions and roughly 264 million…
AI-assisted coding: Functional space shooter clone plus gravity sim app in under six hours
Less than five hours. One large-language-model co-pilot. Zero hand-drawn sprites. That’s all it took for SPACE SHOOTER DX, a mash-up of Space Invaders and Galaga complete with parallax starfields, multi-type UFOs, Stranger-Things-inspired synth loops and a laser that goes pew instead of meh. Roughly three-fifths of the 2.3k lines of TypeScript Claude 3.7 Sonnet’s idea.…
One startup just pulled in $5.3 million to give coding job‑seekers an invisible AI ‘wingman,’ while another is vowing to wipe the job out entirely.
A 21‑year‑old who was tossed from Columbia University last month just banked a $5.3 million seed round for “Cluely,” an AI sidekick that feeds real‑time code and answers during job interviews, undetected by Zoom or Google Meet. The startup already tops $3 million in annual recurring revenue and charges $60 a seat, forcing companies like Google and Amazon…
Is your lab talking to its data? LabVantage exec on the AI, ontologies, and services making it possible
“If you are not having a conversation with your research data, you’re still operating in analog mode.” That’s the stark assessment from Mikael Hagstroem, CEO of LabVantage. While many labs possess vast amounts of data, more isn’t always better if scientists struggle to access and contextualize it effectively. For Hagstroem, the ability to converse with…
Thermo Fisher’s ‘land and expand’ strategy to break down lab data barriers and do smarter research
If navigating your organization’s lab software landscape feels like untangling chaos, you’re not alone. While data and software maturity levels can vary significantly, it’s not unheard of for many research-focused organizations to have walled gardens throughout their organization, sometimes with distinct labs operating as technological islands. Sometimes, there are miniature islands within a single lab …
























