Lnk2It Research on link aggregation and resource curation

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Search & DiscoveryOctober 11, 202614 min

Hypothesis brings back online marginalia and changes how we read

Follows the unlikely journey of a San Francisco startup that set out to build a peer review layer for the entire internet and ended up inside the learning management systems of hundreds of universities.

Ever wonder what a book reveals about its previous readers? For centuries, those insights have lived on in marginalia the notes, underlines, and comments scribbled in book margins creating a unique conversation between readers and authors across time. This practice, the oldest form of collaborative annotation, is now being brought back to life through new technology. Hypothesis aims to recreate that experience digitally, and fundamentally change how we read. Then the web arrived, and reading became solitary again....

Search & DiscoveryOctober 1, 202615 min

AI's smooth talk hides a troubling lack of truth

A strategic examination of how artificial intelligence systems can sound confident while remaining unanchored and what mathematical grounding offers as an antidote.

The distance between fluency and truth In the spring of 2026, a mid-sized law firm in the Midwest tested a large language model to draft a contract amendment. The model produced a document that read confidently, used precise legal terminology, and followed all the structural conventions of the genre. Three hours of partner review followed before someone noticed that two key jurisdictional citations did not exist. The language was perfect. The facts were fabricated. This is the honesty gap in practice not a system...

Search & DiscoveryOctober 1, 202612 min

AI's convincing lies are a legal headache now

The solution isn't better AI it's grounding language in mathematical constraint, and here's how practitioners are doing it.

The Honest Problem Nobody Talks About There's a moment every AI practitioner eventually encounters. The model produces an answer smooth, confident, grammatically impeccable. The client reads it and relaxes. The lawyer, the doctor, the editor, the analyst nods. The language did its work. It carried authority without carrying proof. This is the honesty gap, and it's not what most people think it is. The conventional take is that AI systems occasionally hallucinate that the problem is a bug to be patched, a training...

Search & DiscoverySeptember 16, 202611 min

The Researcher Who Builds Machines That Think Like Scholars

Stefan Bauer moved from early modern history into AI research and now leads one of Germany's most ambitious efforts to build AI systems that can reason with structured knowledge the way a historian works with citations.

Knowledge graphs are databases that represent information as entities, concepts, and their relationships, mirroring the way humans organize and understand complex topics. Traditionally built by hand, these graphs are now being recreated by artificial intelligence to accelerate research and discovery. Stefan Bauer, a researcher uniquely positioned between the humanities and computer science, is pioneering this effort by building AI systems that emulate the information-linking practices of Renaissance scholars. This...

Search & DiscoverySeptember 8, 202612 min

Semantic Scholar disrupts academic research with AI power

A decade ago, a small team at the Allen Institute for AI asked a simple question: what if a search engine could actually read? The answer changed how millions of researchers navigate 200 million scientific papers.

On a November morning in 2015, a research team at the Allen Institute for Artificial Intelligence quietly released a tool that would eventually index more than 200 million scientific papers. The release attracted little attention outside Seattle. But the question the team had asked was audacious: what if a search engine could understand what a paper actually says, not just whether certain words appear on its pages? The answer, over the following decade, reshaped how scholars discover research. The Problem Nobody...

Search & DiscoverySeptember 3, 202614 min

The French Developer Who Built a Pocket Alternative Before Pocket Disappeared

How Nicolas Lœuillet's worry about Google Reader became wallabag and why its moment arrived just as Mozilla pulled the plug on its own read-later service.

In August 2013, Google announced it was killing Google Reader. The RSS feed aggregator had become a quiet essential for people who followed the web through its own output more than its algorithmic feeds. When Google pulled the plug, the disappearance felt sudden and total years of carefully curated subscriptions, gone in a product sunset announcement. For most users, it was an inconvenience. For Nicolas Lœuillet, a French developer, it was something closer to an alarm. If Google could do that to Reader, what was...

Search & DiscoveryJuly 22, 202612 min

Brewster Kahle is racing to archive the internet forever

How a one-time AI researcher turned San Francisco church into a trillion-page digital library and why the fight to preserve the internet is never truly over.

The Church That Holds the Internet Just blocks from the Presidio of San Francisco, where the Golden Gate Bridge meets the city, there is an old church that most people walk past without knowing what it holds. Inside those walls renovated quietly over the years to house servers more than pews nearly all of the internet's history is kept. Every website that has ever disappeared. Every page that was edited and then changed beyond recognition. Every digital artifact that would otherwise be gone forever, erased by...

Search & DiscoveryJuly 20, 202612 min

Diigo thrives while Delicious faded a social bookmarking survivor

While del.icio.us became a cautionary tale of serial acquisitions and neglect, Diigo quietly built a loyal community of researchers, curators, and knowledge workers who never left.

The Last Ones Standing Somewhere in 2026, a researcher is highlighting passages in a PDF she bookmarked twelve years ago. The sticky note she left on that paragraph still reads: "compare with Chen 2009 different methodology but same conclusion." The bookmark lives in Diigo. The researcher lives in Melbourne. The note has survived three browser changes, two laptops, and a global pandemic. This is what Diigo built not a social network, not a content platform, but a quiet infrastructure for thinking in public. The...

Search & DiscoveryJuly 13, 202610 min

One Man Battles Web Rot to Save Lost History

For fifteen years, one information scientist has quietly built a library of stable links while the rest of the web crumbled around it and the research community finally has the data to explain why that work matters.

The Morning the Citation Died It happens quietly. No alert sounds. No signal banner. A researcher clicks a link embedded in a 2009 journal article a primary source, a dataset, a foundational framework and the browser returns a 404. The page is gone. Not moved. Not redirected. Simply erased by time, server shutdowns, institutional budget cuts, or the simple entropy of the living web. This is link rot, and it has been quietly dismantling the foundation of academic citation for decades. But while most researchers...

Search & DiscoveryJuly 10, 202611 min

Experts reveal secrets to organizing digital information

A February 2025 taxonomy study reveals the deliberate cognitive architecture behind link curation and why the way we select, preserve, and connect resources shapes how we think.

We're often told that truly understanding something requires connecting disparate ideas, letting patterns emerge organically from a mass of information. But what if the relentless pursuit of organization isn't about *finding* connections, but *imposing* them? Researchers studying digital knowledge management suggest that the feeling of “discovery” isn't a natural byproduct of collecting resources, but a fundamental aspect of the organizing process itself. That moment that quiet spark of connection sits at the...

Search & DiscoveryJuly 6, 202613 min

The One-Person Company That Changed How We Save the Internet

Rustem Mussabekov built Raindrop.io alone, in the margins of a full-time job, until fifty million bookmarks and three million collections forced a decision that changed everything.

Before the Pivot: A Side Project That Grew Itself In the winter of 2018, Rustem Mussabekov had a problem. He had been saving links articles, references, inspiration, half-formed ideas for years. But his personal bookmark system had become a tangle of browser folders, lost tabs, and broken links pointing to pages that no longer existed. Like many knowledge workers, he needed a place to keep what mattered. Unlike most, he decided to build one himself. Raindrop.io started as a personal side project in 2013, born from...

Search & DiscoveryJuly 5, 202613 min

Ukrainian developer's Raindrop.io fills a productivity void

Rustem Mussabekov started Raindrop.io in 2013 as a personal workaround for his own bookmark chaos. A decade later, the tool he built alone from Ukraine has quietly become the backbone of how researchers, designers, and writers organize the modern web.

Raindrop.io is rapidly becoming the essential tool for managing the overwhelming number of links modern professionals encounter daily. Unlike traditional browser bookmarks, which quickly become disorganized and unusable, Raindrop.io offers a powerful and flexible system for collecting, organizing, and revisiting online resources. This Ukrainian-developed application addresses a critical productivity void by transforming chaotic web clutter into an accessible and valuable knowledge base. Its growing popularity...

Search & DiscoveryJune 28, 202611 min

The Practitioner's Playbook for Finding Short Brandable Domains in 2026

Most buyers assume the good short names are gone but the tools, strategies, and overlooked corners of the domain market tell a different story.

The Myth of Domain Scarcity Walk into any startup pitch event or founder meetup and you'll hear the same resigned take: "Every good domain is taken." It's become received wisdom, the kind of thing people repeat without checking. The conversation usually ends there someone shrugs, registers a longer alternative, and moves on with a domain that looks like a Wi-Fi password. But that conventional narrative is worth challenging. The domain market is not a static museum of already-claimed names. It's a living system...

Search & DiscoveryJune 28, 202611 min

Zotero fills void after CiteULike shuts down for researchers

When a beloved citation-sharing service shut down in 2019, thousands of researchers faced a familiar question where do we go now? The answer, it turned out, had been quietly waiting for years.

The Last Morning of a Library Without Walls On the morning of March 28, 2019, CiteULike went dark. The social bookmarking service for academic researchers a tool that had helped thousands of scholars store, tag, and share citations since November 2004 ceased operations after nearly fifteen years. The announcement had come in February of that year: CiteULike would shut down as of March 30, 2019. For the researchers who had built personal libraries of thousands of tagged articles, the closure meant more than losing...

Search & DiscoveryJune 26, 202612 min

Shaarli A lone coder's fight for link freedom

A decade-old open-source project built without a database, built for one user, and built to stay small traces the path from personal script to movement.

The repeated closure of popular social bookmarking services demonstrates a critical need for users to own and control their data. Platforms like Del.icio.us, StumbleUpon, and Diigo have all proven unreliable, leaving users to repeatedly export and migrate years of curated links. Shaarli is a free, self-hosted alternative designed to prevent this loss by giving individuals complete ownership of their bookmarks. This article explores the story of Shaarli and its creator's commitment to link freedom. It was into this...

Search & DiscoveryJune 26, 202613 min

Personal knowledge graphs are the next note-taking revolution

A journey through the research and tools shaping how individuals transform scattered links into living maps of meaning.

The Moment a Bookmarked Page Becomes a Living Map There is a particular kind of quiet frustration familiar to anyone who has ever saved a link "for later" and never returned. The bookmark accumulates. The read-later folder swells. Somewhere in a browser bar, hundreds of tabs wait in patient silence. The information was worth preserving, once. Now it is simply... there, disconnected from context, from the thought that prompted it, from the dozen other resources that touched the same idea. This is not a new problem....

Search & DiscoveryJune 22, 202610 min

Citations matter upholding research integrity through careful sourcing

A walk through the four elements that structure every APA reference and why those four questions matter more than ever in 2026.

## The Scene at the Starting Line of a Research Paper It is the moment every college student eventually faces: the blank page after the introduction, where the real work begins. The research question is set. The literature review is underway. And somewhere in the margins, a quiet system of accountability is already taking shape one that most people never think twice about until something goes wrong. That system is citation, and at its core is a deceptively simple structure: four elements that answer four...

Search & DiscoveryJune 20, 20269 min

The Serendipity Engine One Developer's Personal Link Vault Became a Community Resource for Discovery

From a paper form and a squiggle drawing to an open-source global discovery network, the Serendipity Engine traces a quiet fifteen-year arc from personal experiment to academic research project.

The Circle and the Squiggle There is a moment, familiar to anyone who has ever fallen down an internet rabbit hole, when a stray link leads somewhere unexpected. A Wikipedia article about Byzantine architecture leads to a recipe for Ottoman Empire-era dessert. A late-night search for acoustic guitar tutorials surfaces a documentary about the last luthier in rural Japan. These moments feel like luck, but they are also, arguably, a kind of design problem. In the early 2010s, a developer began asking a question that...

Search & DiscoveryJune 16, 20269 min

How Hermes Agent Turns the Model Context Protocol Into a Self-Improving Powerhouse

A practical walkthrough of how the Model Context Protocol extends Hermes Agent's built-in learning loop and what it actually builds in practice.

The Problem Every AI Builder Hits There is a moment that every developer working with large language models eventually recognizes. The model generates beautiful HTML. It drafts clean Python. It answers a question with confidence and nuance. But the HTML has nowhere to go. The Python script needs a runtime environment, a database connection, an API key. The answer needs a citation, a data pull, a live webhook. Michael Egberts described this gap precisely in a May 28 DEV Community post: "The AI is fast. Everything...

Search & DiscoveryJune 16, 202611 min

Jenny Bryan's Git guides are data science's secret weapon

A data scientist at UBC and Posit turned a classroom into an open-source movement, and her Git introduction for researchers has quietly become the field's most-shared reference.

The Room Where It Started Somewhere in the Michael Smith Laboratories at the University of British Columbia, a statistician was trying to explain version control to a room full of graduate students who had never heard the word "commit" used as a verb. It was the early 2010s. Git was already well-established in software engineering circles, but in academic research departments particularly statistics it was still a foreign language. Jenny Bryan stood at the front of that room and did something that would prove...

Editorial ResearchJune 15, 202612 min

The Link Curators Mapping Commercial Real Estate's Revolution

A new generation of link curators is building the infrastructure for how we understand shifting office markets and the tools they're creating matter more than most people realize.

The Desk Where the Map Begins On a Tuesday morning in June 2026, a commercial real estate analyst in Austin opens her browser and finds herself staring at a curated collection of 47 links. Each one leads somewhere specific: a CBRE research report on Austin office vacancy rates , a GlobeSt.com analysis of tech hub office demand , a Urban Land Institute brief on mixed-use development . The collection is organized not by a search engine algorithm, but by a human hand someone who understood that these sources belonged...

Search & DiscoveryJune 14, 202612 min

Pinboard's founder wages war on tech's bloated web

A programmer who watched Yahoo hollow out Delicious chose a different path building a link archive that charges users, refuses investors, and still earns $228,000 a year.

The Man Who Refused to Scale There is a particular kind of programmer who builds tools for themselves first, then discovers thousands of others need exactly what they needed. Maciej Ceglowski is that kind of programmer. In 2009, he watched the bookmarking service he had relied on for years Delicious, then owned by Yahoo undergo a redesign that prioritized mass appeal over the power-user features he cared about. Load times slowed. Tagging became unreliable. The interface changed, and kept changing. So Ceglowski did...