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A masterclass in AI-augmented work: combining a lookup table (taxonomy list) with reasoning (the LLM) and external verification (web search). A robust system design. #SystemDesign #AIArchitecture #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #Ollama #OllamaCloud #AITools #AIFormula
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DuckDuckGo is running a poll on whether people are in favour of "AI" or not.

duckduckgo.com/vote/

#AI

#ai


Thinking about AI costs? This demo used GLM 4.7 model in Ollama Cloud, noted as a 'fraction of the cost' of commercial APIs. Effective AI doesn't have to break the bank. Utilize powerful AI-driven formulas in your spreadsheet, by neglible price.
#CostEffective #AIonABudget #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #Ollama #OllamaCloud #AITools #AIFormula

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This isn't just about furniture. The pattern applies to any domain: classifying support tickets, categorizing products, tagging research papers, standardizing customer addresses, sorting inventory. Endless uses for AI formulas in spreadsheets. #VersatileAI #UseCases #UnstructuredData #ETL #BusinessAI #Efficiency #DigitalTransformation #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools #Ollama #OllamaCloud #PerplexityAI #AITools
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The "unstructured data" problem meets its match. AI excels at pulling meaning from messy product descriptions, notes, or fields and structuring it automatically. #UnstructuredData #ETL #BusinessAI #Efficiency #DigitalTransformation #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools #Ollama #OllamaCloud #PerplexityAI #AITools
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Scalability of AI-formula in a spreadsheet: A process that works for 50 items works identically for 50,000. AI-powered automation scales effortlessly, a critical advantage for growing businesses. #Scalability #Growth #DataAccuracy #Quality #AugmentedIntelligence #HumanAI #BusinessAI #Efficiency #DigitalTransformation #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools #Ollama #OllamaCloud #PerplexityAI #AITools
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Augment your intelligence, don't replace it. This tool handles the laborious parts of data work, freeing you to focus on analysis, strategy, and creative problem-solving. #AugmentedIntelligence #HumanAI #BusinessAI #Efficiency #DigitalTransformation #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools #Ollama #OllamaCloud #PerplexityAI #AITools
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#ai #tech


If anyone ever tries to tell you LLMs are just as good (or better!) in generating text (or code) as humans are in creating text (or code), ask them about "dogfooding".

Dogfooding means training LLMs on their own output. It is absolutely disastrous to such models:
nature.com/articles/s41586-024…

Every "AI" company will have layers upon layers of defenses against LLM-generated text ending up in training data.

Which is why they desperately seek out any and all human-created text out there.

#AI #Hype

#ai #hype


Remember how we were all supposed to be "left behind" if we don't jump on the Metaverse bandwagon? Especially businesses?

Yeah, about that:
theverge.com/tech/863209/meta-…

But today we should treat absolutely seriously all the bullshit about "being left behind" if we don't adopt "AI"! 🤡

#Metaverse #AI #Hype


Over €307 million in funding are now available for #AI and related technologies.

Two new calls have just been launched under the Horizon Europe Work Programme, mobilising €307.3M to strengthen Europe’s digital innovation & competitiveness.

Apply now: link.europa.eu/Fftyjc

#ai


Let's close down schools, universities, training centres and all forms of qualifications.

Instead, people can do impressions of professionals so that outsiders think they are those professionals. No need to actually learn how to do stuff, giving the impression of doing things is enough apparently.

(THIS IS SATIRE)

#AI #LLM

#ai #llm


»curl — Projekt beendet Bug-Bounty-Programm:
curl-Maintainer @bagder hat das Ende des Bug-Bounty-Programms angekündigt. Unbrauchbare KI-Meldungen nahmen wohl überhand.«

Ach was, die KI ist künstlich aber nicht intelligent oder was nun?!?? Ich bin sogar der Meinung, dass dies was die KI angeht noch das rel. kleinste "Problem" ist. Schade dass deswegen das curl Bug-Bounty aufgelöst wird.

🧑‍💻 heise.de/news/curl-Projekt-bee…

#curl #ki #bugbounty #unbrauchbar #ai #uberhang #ausserkontrolle #it #ittools


What's the ROI of AI? Start here: Automating a task like product categorization can save hundreds of hours of manual, error-prone work. This is tangible value. #ROI #BusinessAI #Efficiency #DigitalTransformation #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools #Ollama #OllamaCloud #PerplexityAI
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At Vivaldi we continue to make choices that are different from our competitors. We have chosen to not integrate AI or crypto, but instead we integrate a wealth of other features, based on the wishes of our users.

We are a European company with most of the team based in Norway and Iceland, a few around Europe and a couple in the US.

Our servers are based in Iceland.

If you want to get away from Big Tech, maybe give us a try? If you are already using Vivaldi, maybe introduce your friends?

Have a nice day!

vivaldi.com

#Vivaldi #Browser #Windows #Macos #Linux #AI #Europa #Technology #EU #UK #Germany #France #Poland #Denmark #Norway #Iceland #Greenland


I don't understand how Moxie Marlinspike's Confer "Private LLM" works


So I was reading this article about Signal-creator Moxie Marlinspike's new project, Confer , which claims to be a verifiably E2E encrypted LLM chat service. There are a couple of short blog articles that give the gist of it, and some github repos including this one that includes scripts for producing the VM that will run your particular LLM session. But if I'm following this all correctly, it implies that every chat session (or perhaps every logged-in user) would have their own VM running their own LLM to ensure that the chain of trust is complete. This seems impossible from a scalability perspective, as even small LLMs require huge quantities of RAM and compute. Did I miss something fundamental here?


AI has delayed the planned retirements of at least 15 coal plants, some indefinitely: e360.yale.edu/digest/ai-coal-n…

The head of the 2nd largest utility company in the U.S. says: "We're going to extend coal plants as long as we can because we need those resources on the grid."
#energy #AI #climate


Democratizing AI: Tools like (Un)Perplexed Spready put powerful AI models into the hands of anyone who uses a spreadsheet, not just data scientists. #DemocratizingAI #LowCode #FutureOfData #DigitalTransformation #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools #Ollama #OllamaCloud #PerplexityAI
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AI is transforming spreadsheets from simple calculators into intelligent data partners. This article is a glimpse into that future, available today. #FutureOfData #DigitalTransformation #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools #Ollama #OllamaCloud #PerplexityAI
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I noticed that more Gmail spam is getting through, but most are still being flagged. I think their spam classification is only partially driven by Gemini #AI

If they were concerned about spam, they would allow granular application of Smart Features, but we're the product.

#enshittification


It appears that turning off the new “Smart Features” in #GMail that “provide smart features and personalize your experience” also turns off a decades-old feature that categorizes spam away from your Inbox.

Smart Features uses Gemini #AI to enable LLM-assisted email composition and summary, and to suggest stuff from your calendars and promotional items.

In other words, disabling GMail’s AI features requires you to give up a categorization feature that you’ve had for decades, long before “AI” as we know it today was even a thing.

#enshittification

support.google.com/mail/thread…



Keen on losing money? Go #AI

#Cory #Doctorov @pluralistic says sorry:

"No one has ever lost as much money as the AI companies.

There is no way to operate one of Nvidia's big AI-optimized GPUs without losing money. The owners of these GPUs who have lost the least money are the ones who rushed into buying GPUs without ensuring they'd have electricity to power them, and have been forced to leave their GPUs to age in warehouses. "

pluralistic.net/2026/01/13/not…

#ThereIsNoAI #slop


This demo highlights the maturity of the open-source AI ecosystem. From the model (GLM-4.7) to the server (Ollama) to the UI (Open WebUI), robust tools are available for building real solutions. #OpenSource #AIEcosystem #Ollama #OllamaCloud #UnPerplexedSpready #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools
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Controlled taxonomy + LLM reasoning is a practical combo for procurement, retail, parts catalogs, and internal service catalogs—especially when names are inconsistent across sources. Meet AI formulas that actually do work: extraction, annotation, classification, categorization—directly in cells.
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#Procurement #DataQuality #Automation #Spreadsheets #AI #LLM #WebSearch #ProductData #Ollama #OllamaCloud #Perplexity #ArtificialIntelligence #DataExtraction #DataClassification


If your team lives in spreadsheets, meet AI formulas that actually do work: extraction, annotation, classification, categorization—directly in cells. Less swivel-chair, more throughput. matasoft.hr/QTrendControl/inde…
#Automation #Spreadsheets #AI #LLM #WebSearch #AI #ProductData #Ollama #OllamaCloud #Perplexity #ArtificialIntelligence #DataExtraction #DataClassification #DataCategorization #SpreadsheetAI #AIFormula #DataAnalytics #DataEnrichment #DataLookup


Trained on nudifying women, the Department of Dumbness can now run Grok on photos of all soldiers (yes, men) to triumphantly go "listen, Private, show me your privates because the AI thinks you are a hidden trans". 😉

"Musk’s AI tool Grok will be integrated into Pentagon networks, Hegseth says"

[Not linking because a photo of Whiskey Pete adds no value to the article.]

#media #LLM #AI #Grok #DOD #stupidity


"Defense Secretary Pete Hegseth said Monday that Elon Musk's artificial intelligence chatbot Grok will join Google's generative AI engine in operating inside the Pentagon network, as part of a broader push to feed as much of the military's data as possible into the developing technology."

Hegseth said his vision for military AI systems means that they operate "without ideological constraints that limit lawful military applications," before adding that the Pentagon's "AI will not be woke."

[To state the obvious, this is a very, very bad idea.]

npr.org/2026/01/13/nx-s1-56757…

#Hegseth #Trump #GOP #Pentagon #War #AI #Grok #Musk


(Un)perplexed Spready can combine taxonomy range lookup with AI reasoning and web research. Web search inside the workflow can be a game-changer for sparse data. When internal categorization is missing, the model can research the product details on internet and still land on a valid category—when you allow it. matasoft.hr/QTrendControl/inde…
#WebSearch #AI #ProductData #Ollama #OllamaCloud #Perplexity #AI #LLM #ArtificialIntelligence #DataExtraction #DataClassification #DataCategorization #SpreadsheetAI


Sorry, eh. “Like all the best Americans, I'm Canadian, & while I have lived abroad for most of this century, I still hew faithfully to our folkways, which is why I'd like to start this essay by apologizing…
I'm sorry! I'm a technology writer, which means I'm supposed to be encouraging you to throw hundreds of billions of dollars at the money-losingest technology in human history, #AI...” | Cory Doctorow, Pluralistic pluralistic.net/2026/01/13/not… #BillC11 @pluralistic


Anybody else discovered customer service LLMs that reply to email prompts about *anything*? Not just the company's business? I found one that happily writes metal lyrics and converses in French.

#llm #ai

#ai #llm


"According to current neuroscience, human thinking is largely independent of human language – and we have little reason to believe ever more sophisticated modeling of language will create a form of intelligence that meets or surpasses our own."

Intriguing article by Benjamin Riley (founder of Cognitive Resonance) for @verge.

👇
theverge.com/ai-artificial-int…

#neuroscience #linguistics #AI


Spready supports multiple AI “routes”: Perplexity API functions for commercial-grade search-oriented AI, or ASK_LOCAL style functions to run models via Ollama for privacy and cost control. See it in action, in real life products taxonomical classification task: matasoft.hr/QTrendControl/inde… #Ollama #OllamaCloud #Perplexity #AI #LLM #ArtificialIntelligence #DataExtraction #DataClassification #DataCategorization #SpreadsheetAI #AIFormula #DataAnalytics #DataEnrichment #DataLookup


If you’ve ever tried to do taxonomy mapping with regex + VLOOKUP… you know why it breaks. LLMs in AI formula prompts help handle synonyms and messy naming, while the target taxonomy list keeps outputs controlled. matasoft.hr/QTrendControl/inde… #DataCleaning #LLM #Ecommerce #BusinessSoftware #Analytics #AI #DataQuality #ProductData #MDM #ProductTaxonomy #Analytics #Automation #Taxonomy #Spreadsheets #ArtificialIntelligence #DataExtraction #DataClassification #DataCategorization #SpreadsheetAI #AIFormula


For AI tinkerers and developers: a deep dive into a functional stack that brings web-augmented, reasoning AI into a user-friendly application (a spreadsheet). Inspiring build! #Developers #AIProjects #Ollama #OllamaCloud #UnPerplexedSpready #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools
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