Nina Mäki-Kihniä @NinaScience
Translator. Writer. Author. Animal welfare. Scicomm. This is my notebook on some topics. Finland Joined July 2015-
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Transmission of #Ebola is being debated yet again. In the catastrophic West African epidemic in 2014, health workers were forced to work in surgical masks and many got infected. Medical journals refused to publish us, instead, publishing articles saying "less PPE is better". A nursing journal published us, because #nurses are at the frontline 1/2 sciencedirect.com/science/articl…
Bioaerosol scientist @brosseau_lisa:"This whole discussion about aerosols is something...infectious disease physicians…don't want to talk about...I think it frightens them." Why is this even accepted? Would we allow engineers to build bridges if they’re afraid of mathematics?
It's widely accepted that hantavirus transmits from rodent excreta to humans via inhalation of aerosolized virus, so I don't understand why we're so reluctant to acknowledge the inhalation route for human-to-human transmission. nytimes.com/2026/05/14/hea…
As always, Don is 100% on point.
🚨BMJ Opinion: “Hantavirus outbreak should reset WHO’s default approach to airborne risk” “For pathogens with documented person-to-person spread […], the initial assumption should be AIRBORNE risk unless and until evidence supports easing back.” bmj.com/content/393/bm…
Shocking for who? We’ve known since at least the early 2010s that H5N1 (#birdflu) can be airborne.
Bird flu found to be airborne in shocking new study... raising risk of wider outbreaks trib.al/D94Xm9m
Pro-Tip: When a pathogen (A) spreads via “Close contact” and (B) infects anywhere in the respiratory system, this means that the pathogen is AIRBORNE. Mask. Filtration. Ventilation. Clean the air.
HANTAVIRUS OUTBREAK In yesterday’s WHO press briefing, Maria Van Kerkhove announced several BIG changes to their recommendations. 🚨ALL passengers & crew from the MV Hondius should now be classed as HIGH-RISK contacts & be isolated for 42 days. For details, see thread below ⬇️
@drseanmullen Both. In person 1x/wk w CR boxes in the classroom. I hand out free N95 respirators for students to wear in high-risk areas. Group project is to carry around a CO2 monitor, plot ppm over time and by location, tally occupants & calculate infection risk via rebreathed air equation.
And if the biological mechanism of transmission is unclear, and you are dealing with a highly deadly pathogen, best not to strictly rely on distance and time as the basis for your containment strategy.
Fully agree. "Close contact" describes behavior, but it does not describe how the virus gets from one person to the other. It could be through touch, inhalation of small particles in the air, or spray of large droplets.
Something I touch on repeatedly in my Airborne Infection course is that “close contact” is not a good way to describe how a virus is transmitted. It can be communicated as a risk factor for infection, but it does not say what the actual biological mechanism of transmission is.
In another change to previous WHO guidance, I’m pleased to see this: “In case social interactions are unavoidable, high-risk contacts should wear a RESPIRATOR (eg. FFP2 or N95)” (Previous guidance had advised surgical masks which do NOT protect against airborne transmission).
It’s also concerning that, despite the evidence that Andes Virus may be airborne (as per the ‘Superspreader’ paper mentioned earlier), the WHO have ONLY recommended use of medical (‘baggy blue’ surgical) masks, even when caring for symptomatic patients. who.int/emergencies/di…
After 6 years, @mvankerkhove has quietly deleted her tweet stating #COVID19 was “NOT airborne” (22/3/2020). No explanation. No rectification. No public erratum. Transparency and accountability are essential for trust in public health. You don’t learn lessons by erasing them.
LLM Knowledge Bases Something I'm finding very useful recently: using LLMs to build personal knowledge bases for various topics of research interest. In this way, a large fraction of my recent token throughput is going less into manipulating code, and more into manipulating knowledge (stored as markdown and images). The latest LLMs are quite good at it. So: Data ingest: I index source documents (articles, papers, repos, datasets, images, etc.) into a raw/ directory, then I use an LLM to incrementally "compile" a wiki, which is just a collection of .md files in a directory structure. The wiki includes summaries of all the data in raw/, backlinks, and then it categorizes data into concepts, writes articles for them, and links them all. To convert web articles into .md files I like to use the Obsidian Web Clipper extension, and then I also use a hotkey to download all the related images to local so that my LLM can easily reference them. IDE: I use Obsidian as the IDE "frontend" where I can view the raw data, the the compiled wiki, and the derived visualizations. Important to note that the LLM writes and maintains all of the data of the wiki, I rarely touch it directly. I've played with a few Obsidian plugins to render and view data in other ways (e.g. Marp for slides). Q&A: Where things get interesting is that once your wiki is big enough (e.g. mine on some recent research is ~100 articles and ~400K words), you can ask your LLM agent all kinds of complex questions against the wiki, and it will go off, research the answers, etc. I thought I had to reach for fancy RAG, but the LLM has been pretty good about auto-maintaining index files and brief summaries of all the documents and it reads all the important related data fairly easily at this ~small scale. Output: Instead of getting answers in text/terminal, I like to have it render markdown files for me, or slide shows (Marp format), or matplotlib images, all of which I then view again in Obsidian. You can imagine many other visual output formats depending on the query. Often, I end up "filing" the outputs back into the wiki to enhance it for further queries. So my own explorations and queries always "add up" in the knowledge base. Linting: I've run some LLM "health checks" over the wiki to e.g. find inconsistent data, impute missing data (with web searchers), find interesting connections for new article candidates, etc., to incrementally clean up the wiki and enhance its overall data integrity. The LLMs are quite good at suggesting further questions to ask and look into. Extra tools: I find myself developing additional tools to process the data, e.g. I vibe coded a small and naive search engine over the wiki, which I both use directly (in a web ui), but more often I want to hand it off to an LLM via CLI as a tool for larger queries. Further explorations: As the repo grows, the natural desire is to also think about synthetic data generation + finetuning to have your LLM "know" the data in its weights instead of just context windows. TLDR: raw data from a given number of sources is collected, then compiled by an LLM into a .md wiki, then operated on by various CLIs by the LLM to do Q&A and to incrementally enhance the wiki, and all of it viewable in Obsidian. You rarely ever write or edit the wiki manually, it's the domain of the LLM. I think there is room here for an incredible new product instead of a hacky collection of scripts.
Want to talk to the past? Here is an LLM "trained entirely from scratch on a corpus of over 28,000 Victorian-era British texts published between 1837 and 1899, drawn from a dataset made available by the British Library." Quite different from an LLM roleplaying a Victorian.
Google just wired DeepMind and Earth Engine directly into the biggest geospatial dataset on the planet. For two decades, millions of people used Google Earth to scale the Himalayas or zoom in on their childhood neighbourhoods. In 2026, Google is basically trying to shift the entire platform toward professional execution. They turned a massive digital twin of the world into an agentic AI engine for global infrastructure. The technical foundation is (obviously) all about data. Google integrated 20-metre and 40-metre elevation contours globally. Engineers and urban planners now have instant access to the exact topographic context required for site planning anywhere on Earth. The data catalogue updates continuously to maintain the freshest imagery possible. Collaboration used to kill geospatial projects. Teams would lose momentum through stale materials or bad handoffs. Google fixed this by building frictionless data import systems. You can now drop KML, KMZ, and GeoJSON files directly onto the global map. Entire departments can align on a single source of truth, moving from a raw question to a definitive answer instantly. The biggest upgrade is the introduction of agentic geospatial intelligence. Users can open 'Ask Google Earth' and search massive satellite and Street View databases using natural language. You type a command, and the AI handles the manual data wrangling. It identifies new site locations and analyses infrastructure before you even open a spreadsheet.
2.6 million flood events were hiding in plain sight inside the news. Google just turned them into a training set. Satellites and traditional databases are too slow to catch urban flash floods. The United Nations disaster database holds about 10,000 high-impact events. You can't train a global AI model on 10,000 data points. Accurately modelling climate resilience requires massive historical baselines that simply didn't exist. Google researchers built a pipeline called Groundsource to fix this data desert. They pointed Gemini at decades of unstructured global news reports across 80 languages. The LLM translated the text and ran a strict verification process. It separated actual past floods from future warnings. It anchored relative dates to publication timestamps. Then it extracted granular street-level locations and mapped them to standardised spatial polygons. They essentially turned unstructured text into a structured geospatial dataset. Groundsource generated 2.6 million verified flood events spanning 150 countries. Manual reviews showed 82% of these extracted events were accurate enough for real-world spatial analysis. This historical baseline immediately upgrades urban flood forecasting. Google is now rolling out near-global urban flash flood forecasts up to 24 hours in advance. Physical sensor networks take decades to build and deploy. Advanced data engineering provides a massive shortcut. The world's local news is a perfectly valid historical sensor network...
Our paper is (finally) out in @CellRepMed: antibodies from #LongCOVID patients transfer symptoms to mice, pointing to a potential causal role for autoimmunity: cell.com/cell-reports-m… @amsterdamumc @UMCUtrecht 1/12
Studying the Earth involves more time downloading files than analysing them. The European Space Agency holds 90 petabytes of planetary data, and they just fundamentally changed how anyone interacts with it. For years, working with Copernicus Sentinel data meant pulling massive files from SAFE archives. You had to store them locally, install mission-specific software, and navigate formats built before cloud computing existed. If you wanted to check a single scene for cloud cover, you couldn't just glance at it. You paid a massive upfront cost in time and hard drive space. That era is now over. ESA's transitioning Sentinel data to Zarr, a cloud-native format that treats data as an API instead of a static file. So ESA has now launched the EOPF Sentinel Zarr Explorer. Everything happens directly from cloud storage. You don't download a single megabyte of raw data to your machine. The workflow starts with discovery. The platform uses STAC, meaning you browse the massive catalogue using open community standards. You locate the exact coordinates and timeframes you need instantly. Then you look at the data. You can load a Sentinel-1 radar or Sentinel-2 optical scene right in your web browser. Analysis happens in the exact same environment through openEO Studio. You write Python code in your browser, define a processing graph, and execute it. A researcher can track algal blooms in the Venice Lagoon by computing a Normalised Difference Chlorophyll Index, and the result appears instantly as an interactive map. The barrier between a hypothesis and a working environmental analysis is now just a few lines of code. The developers actively avoided building a walled garden. They collaborated directly with the wider community to establish modular geospatial conventions. Because they built on open standards, desktop tools like QGIS and libraries like GDAL can read the exact same data without any proprietary plugins. Anyone with a web browser can now run analyses that used to require a dedicated computational lab.
@Laakarilehti Suojainkammo meni liian pitkälle 2026 päivystyksessä ihmetellään hengitysteitse tarttuvien epidemiassa, miksi minulla, oireettomalla, #ffp3 suojain. Tautiko? "Meillä ei oo PAKSIMAKKO!" kiljahtaa työntekijä ja ohjaa sisään tulevan oireisen kyselemättä muiden viereen yskimään 🤔
3 years ago, you might’ve known @llama_index as a RAG framework. Today we are not a RAG framework. We are an agentic document processing platform 🦙📑 I wrote a blog post detailing the evolution of our company over the past ~3 years and why we believe our current position is enduring in the rapidly evolving landscape of evolving AI. There are two main points that I want to highlight: 1️⃣ One of the most important opportunities in today’s world is to provide high-quality unstructured context to AI agents. We see ourselves as the best in class OCR module that can unlock context from the hardest document containers (PDFs, Word, Powerpoint, Excel, and more) 2️⃣ Agent reasoning loops have gotten a lot more sophisticated. General LLM abstractions are a lot less relevant. Retrieval patterns have completely changed. We need to build deep, focused tooling that actually provides value in this world of long-running agents. Note: We are not giving up on OSS tooling. We think open-source software is extremely important for democratizing AI access. We will continue to build OSS that is more aligned with our core focus area of AI-native document processing. We will continue to support framework users and point them to updated resources for relevant releases. Come check out our blog: llamaindex.ai/blog/llamainde… Our core managed platform is LlamaParse. If you’re interested come check out our platform: cloud.llamaindex.ai/?utm_source=xj…
LlamaIndex has evolved far beyond a RAG framework - we're now focused on agentic document processing that automates knowledge work. 🚀 Agent orchestration has fundamentally changed with sophisticated reasoning loops, tool discovery through Skills/MCP, and coding agents that
1/ If I hear one more public official call indoor air filters a "band-aid," I'm going to explode! It's so logical, yet so readily dismissed. Filtering indoor air should be as standard as filtering water. Full stop. 🧵
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Give A Shit About Nat... @giveashitnature
159K Followers 195 Following I post practical ways to help wildlife & nature. Join the free newsletter, link in bio Say hi: [email protected]
Andy Coenen @_coenen
6K Followers 1K Following AI controllability @GoogleDeepMind | ex The M Machine | opinions my own
Common Crawl Foundati... @CommonCrawl
8K Followers 2K Following Common Crawl is a non-profit foundation dedicated to the Open Web.
Chris Blattman @cblatts
106K Followers 4K Following Economist & political scientist @UChicago @HarrisPolicy studying conflict & organized crime. My book is Why We Fight: https://t.co/pwWjDnYzvo
Pushmeet Kohli @pushmeet
26K Followers 74 Following Chief Scientist, Google Cloud. VP, DeepMind. AI for Science. (Alpha)Fold, Genome, Evolve, Earth, Proof, Co-Scientist, SynthID...
ARPA-H @ARPA_H
9K Followers 246 Following Official Twitter account of the Advanced Research Projects Agency for Health (ARPA-H). Privacy Policy: https://t.co/Z855rcfwXT Engagement ≠ endorsement
Africa GeoPortal @AfricaGeoPortal
2K Followers 642 Following The Africa GeoPortal is the best location for geospatial tools, data and training, free to people working on geospatial challenges in Africa.
Gustavo Palacios @guspalpogeng
2K Followers 2K Following Virology, Genomics, viral immunology and zoonotic spillovers. Opinions are my own. Love Science.
Yaneer Bar-Yam @yaneerbaryam
88K Followers 995 Following Complex Systems Physicist | President of @NECSI | coFounder @TheWHN https://t.co/YWAkRJ2QWr join me https://t.co/pHG9pZZR9O
Razia Aliani @RaziaAliani
11K Followers 202 Following #3 most influential LinkedIn voice in AI for research | Epidemiologist | Systematic Reviewer | Biostatistician | 135K+ LinkedIn https://t.co/R18oaezU6D
Google Gemma @googlegemma
88K Followers 0 Following The official home of Google's Gemma. Lightweight, state-of-the-art open models by Google DeepMind, built on Gemini tech. What will you build? 🚀💻
Liam's LC/ME Journey @liamsLCjourney
2K Followers 251 Following Open sourcing my Long COVID/ME recovery journey: lab results, doctor's visit summaries, tricks I've found for getting treatments, etc.
Otto Kolbl @OttoKolbl
5K Followers 3K Following Researcher @unil on health issues (now #MECFS #LongCOVID), related media reporting; in 2020 German Interior Min. COVID-19 task force. #maskup #dieMaskebleibtauf
Matt Pocock @mattpocockuk
297K Followers 784 Following I teach devs for a living. Author of Total TypeScript and AI Hero. Ex-@vercel. Used to be a voice coach.
Millie Marconi @MillieMarconnni
25K Followers 55 Following Founder backed by VC, building AI-driven tech without a technical background. In the chaos of a startup pivot- learning, evolving, and embracing change.
Mistral AI @MistralAI
198K Followers 2 Following Frontier AI in your hands. Get work done with @MistralVibe at https://t.co/JsGnCVMUFq.
Simon Willison @simonw
193K Followers 6K Following Creator @datasetteproj, co-creator Django. PSF board. Hangs out with @natbat. He/Him. Mastodon: https://t.co/t0MrmnJW0K Bsky: https://t.co/OnWIyhX4CH
Lilian Weng @lilianweng
261K Followers 181 Following Co-founder of Thinking Machines Lab @thinkymachines; Ex-VP, AI Safety & robotics, applied research @OpenAI; Author of Lil'Log
Sebastian Raschka @rasbt
468K Followers 1K Following ML/AI research engineer. Ex stats professor. Author of "Build a Large Language Model From Scratch" (https://t.co/O8LAAMRzzW) & reasoning (https://t.co/5TueQKx2Fk)
François Chollet @fchollet
702K Followers 826 Following Co-founder @ndea. Co-founder @arcprize. Creator of Keras and ARC-AGI. Author of 'Deep Learning with Python'.
n8n.io @n8n_io
82K Followers 1 Following Workflow automation for technical teams to build AI solutions that integrate with any app or API at no-code speed and code flexibility. Open and self-hostable
Qiusheng Wu @giswqs
51K Followers 4K Following Associate Professor @UTKGeography | @Amazon Scholar | Talk about #opensource #geospatial #dataviz #GeoAI
Google Research @GoogleResearch
100K Followers 17 Following Impossible? Let’s see. From algorithms to neuroscience to AI, Google Research strives to progress science, advance society & improve billions of people’s lives.
Dr Peter Beaver 🇵�... @PeterJBeaver
3K Followers 1K Following Sociologist (patient safety). Qualitative researcher. Addictions counsellor. Anti-racism, sexism, AGW, SARS-2. Let's hear all the silent voices.
Jules @julesagent
32K Followers 16 Following An autonomous coding agent by @GoogleLabs. We’re building a new Jules to help you build better products. Join the waitlist, link below.
Zara Zhang @zarazhangrui
73K Followers 1K Following Builder. Dangerously skips permissions. Harvard’17. GitHub: https://t.co/KCuEajezlL YouTube: https://t.co/8xzbGWtf6w
Google Flow @FlowbyGoogle
64K Followers 14 Following Hi👋 We're Google Flow, your AI creative studio. Follow along for product news and creative tips to bring your cinematic stories to life.
Google for Developers @googledevs
2.6M Followers 313 Following Discover the latest developer tools, resources, events, and announcements to help you build smarter, ship faster. 🚀
Felix Rieseberg @felixrieseberg
68K Followers 720 Following Claude Cowork / Code @AnthropicAI, Co-Maintainer https://t.co/g4potti8nq
Jerry Liu @jerryjliu0
78K Followers 1K Following Parsing the world's hardest PDFs @llama_index. cofounder/CEO Careers: https://t.co/EUnMNmbCtx Enterprise: https://t.co/Ht5jwxSrQB
Global AI Community @GlobAICommunity
4K Followers 992 Following A worldwide community united to share knowledge about #AI. Join the #GlobalAICommunity.
Sasha Denisov @ShuregDenisov
3K Followers 1K Following Chief Software Engineer at EPAM. @GoogleDevExpert for AI, Flutter and Firebase. Co-Organizer of @FlutterBerlin
Edison Scientific, In... @EdisonSci
4K Followers 2 Following The AI platform for scientific R&D. By scientists, for scientists. Spun out from @FutureHouseSF to accelerate research and innovation in science.
Google Antigravity @antigravity
170K Followers 16 Following An agentic development platform evolving the IDE into the agent-first era @GoogleDeepMind
Chorus iOS agent @chorus_ios
4K Followers 0 Following The best iOS agent in the world. build Swift iOS apps from iMessage. a @chorus_agent
Claude @claudeai
1.5M Followers 2 Following Claude is an AI assistant built by @anthropicai to be safe, accurate, and secure. Talk to Claude on https://t.co/ZhTwG8d1e5 or download the app.
Tom Dörr @tom_doerr
211K Followers 3K Following Follow for posts about GitHub repos, DSPy, and agents Subscribe for top posts DM to share your AI project (Due to volume of DMs I'll prioritize subscribers)
Eric Curts @ericcurts
82K Followers 7K Following Tech Integrationist, Writer, Google for Education Certified Trainer and Innovator, Table-top Gamer, Geek, blog at https://t.co/cQtdbBvrt6
Carlos E. Perez @IntuitMachine
62K Followers 5K Following Quaternion Process Theory, Artificial (Intuition, Fluency, Empathy), Patterns for (Gen, LRM, Agentic, Skill) AI, https://t.co/fhXw0zk5MX
Respirator news and r... @Skywriter37
1K Followers 99 Following News and novice reviews of disposable industrial respirators from different standards and regions.
Pollen Robotics @pollenrobotics
9K Followers 222 Following Building open source robots made by open minded humans to explore real-world applications. @Huggingface family Join our community: https://t.co/KFG0LopcZt
clem 🤗 @ClementDelangue
410K Followers 5K Following Co-founder & CEO @HuggingFace 🤗, the open and collaborative platform for AI builders
Garrett G. @DeepwriterAI
16K Followers 30 Following Personal account for the guy who created the smartest AI on earth. Opinions are my own, not DeepWriter AI's. Try it now 👇





























