A 95% detector can still be wrong most of the time.
A worked example of base rates, false positives and what those numbers mean when an alert affects real people.
Read the investigation ↗Aurekai Journal Independent editions / 2026
——
2026
The latest issueThe internet
The internet
is not finished.
Research, original arguments, institutional memory and applications. Different editorial forms for different kinds of stories, with traceable sources and real examples.
Explore the new investigations ↗Read the four connected series ↗Browse the Reading Guide ↗Browse the article index ↓
Original essaysPublic researchIndependent publishing
Three ways into the journal
A claim, a calculation and a real market.
The best research begins with a question that matters. These three posts look at what popular arguments, simple models and actual resources can tell us.
A wholesale lot priced at 80% off can still be a bad deal.
Freight, condition, resale rates and labor matter more than the advertised comparison price.
Read the market analysis ↗MCP, A2A, ActivityPub and AT Protocol solve different problems.
These protocols can connect the same organizations, but they do not carry the same identity, records or authority.
Read the comparison ↗Aurekai Fieldwork / Issue 01
Five stories worth following.
A viral accounting claim, public meeting records, wholesale inventory, a creator's archive and the rise of coding agents. Follow the original sources into the applications we're building.
Read the illustrated issue
The changing internet / Four connected series
Who decides, who builds, and who keeps it alive?
Read through the questions linking AI authority, living websites, accessible software and the people maintaining internet culture. Each path has original research and public application examples.
When everyone verifies the wrong thing.
Authority, evidence and the right to question the goal itself.
Follow the evidence series ↗A site is only the front door.
What tools and living presences could make possible for small communities and businesses.
Explore profiles and creation ↗Who keeps an internet worth returning to?
Independent media, lost archives, creator rights and the economics of keeping the record.
Meet the internet operators ↗Four connected reading paths
Explore all four series ↗The internet is not finished.
Authority, living profiles, expressive tools, and the people who keep culture alive.
All articles / 90
Explore the research.
Filter by topic or search for a specific source, argument or mathematical idea. The articles link their original sources and related work.
Engineering2 min read
Version 2.4.1 is not evidence of what the server ran
Sources, dependencies, build environments, artifacts, deployment and readback are separate identity and verification problems.
Read article ↗
Applications3 min read
Two people typed the same search. Why did one find nothing?
Tokenization, language, normalization, ranking and access rights make search a contextual operation rather than a string match.
Read article ↗
Science2 min read
The weather dashboard that added two temperatures
A measured level and a difference in temperature are different quantities even when the units look familiar.
Read article ↗
Research3 min read
The train that arrived tomorrow but belonged to yesterday
Transit service days, operational time, passenger time and clocks require more than calendar dates.
Read article ↗
Engineering3 min read
The spreadsheet import was also a program
CSV serialization, spreadsheets, field types and downstream execution reveal why a simple export is a trust boundary.
Read article ↗
Publishing3 min read
The song is not the file that plays it
Compositions, recordings, tracks, releases, performers and rights need a relational model, not one media row.
Read article ↗
Standards3 min read
The server was right yesterday. The cache is right by its own rules.
Caching makes a promise about reuse, not truth; freshness, invalidation, variation and privacy need explicit policy.
Read article ↗
Publishing3 min read
The same video needs more than one kind of text
Captions, transcripts, descriptions, chapters and translations serve different people and cannot be generated interchangeably.
Read article ↗
Markets3 min read
The price tag is only the first sentence of the deal
Money amounts are incomplete without units, quantity, terms, timing, taxes, availability and authority to sell.
Read article ↗
Science3 min read
The point was correct. The map was wrong.
Coordinates depend on reference systems, transformations, accuracy and a definition of what feature is being measured.
Read article ↗
Research3 min read
The number changed hands. The account did not.
Telephone numbering is a routing system, not a durable human identity or a permanent authorization to act.
Read article ↗
Business2 min read
The job advertisement is not proof that someone is hiring
A listing's discoverability, vacancy, employment terms and authority to recruit are different states.
Read article ↗
Research3 min read
The form that quietly changed a person's name
Names change across context and time; an identity system should preserve people without declaring one spelling their essence.
Read article ↗
Markets2 min read
The exchange-rate widget did not tell you what you paid
Currency display, a quoted rate, a conversion obligation and a settled transfer have different dates and counterparties.
Read article ↗
Standards3 min read
The email field accepted it. The message never arrived.
An address's grammar, a server's capabilities, a mailbox's existence and a person's consent are four different questions.
Read article ↗
Research3 min read
The citation still works. The evidence has changed.
Persistent identifiers can preserve reference relationships without guaranteeing that every version, claim or accessible copy remains unchanged.
Read article ↗
Science3 min read
The character counter that cannot see what you typed
Unicode graphemes, code points, bytes, scripts and fonts expose different meanings of a single word: character.
Read article ↗
Standards3 min read
The appointment booked for an hour that never happens
Civil time is a political rule, an instant is a measurement, and a recurring appointment needs both.
Read article ↗
Publishing3 min read
The address in the browser is not the institution
URLs, domains, ownership, redirects and long-lived identities do not change together—and durable publishing needs succession plans.
Read article ↗
Engineering2 min read
Page three did not mean the same thing twice
Pagination is a consistency decision about evolving records, not simply an offset and a limit.
Read article ↗
Commerce3 min read
One product code cannot tell you what is on the shelf
A GTIN identifies a trade item, but stock, packaging, batches, reservations and rights to sell live elsewhere.
Read article ↗
Standards2 min read
A vulnerability has a number. Your risk has a context.
CVE identification, technical severity, exploit conditions and business exposure must not collapse into one red badge.
Read article ↗
Business3 min read
A delivery address is not the same thing as a home
Postal delivery, legal residence, property, geography and care services need different representations of the same location.
Read article ↗
Markets2 min read
A company's name does not tell you which company it is
Legal entities, brands, subsidiaries, trading names and changing ownership cannot be merged by a string match.
Read article ↗
Debates2 min read
You can code a QuickBooks alternative. Who owns the ledger when it breaks?
A response to the viral November 2026 accounting-software replacement anecdote.
Read article ↗
Mathematics2 min read
Why one operating company can make several small businesses viable
A worked economy-of-scope example for shared software, teams and customer operations.
Read article ↗
Engineering3 min read
Why does every app want to be everything?
Documents become databases, social networks become shops and games become economies. But bigger apps are not the only answer.
Read article ↗
Publishing4 min read
Who keeps the internet alive?
The people running local newsrooms, forums, radio archives and creator communities are operators, even when nobody calls them that.
Read / listen ↗
Business3 min read
Who gets to have sophisticated software?
Small teams need many of the capabilities of large organizations but rarely have the same budgets or implementation staff.
Read article ↗
Publishing3 min read
When reading becomes participating
Visual storytelling explains complex ideas. Living publications could also help readers contribute, collaborate and act.
Read article ↗
Research3 min read
When everyone agrees, who is thinking?
Independent review is a social condition as much as a software feature: someone must be able to say the plan is wrong.
Read article ↗
Science2 min read
When an AI agent touches a lab instrument, the tool call becomes physical
Model Hardware Standard, scientific equipment and the difference between proposing an experiment and operating a device.
Read article ↗
Engineering3 min read
What happens when anyone can make an app?
As code gets cheaper to produce, maintenance, trust, distribution and coordination may matter more.
Read article ↗
Research3 min read
We didn't run out of ideas. We ran out of ways to express them.
What looks like a shortage of originality may also reflect the price, complexity and isolation of the tools people need to participate.
Read article ↗
Mathematics2 min read
Three headlines repeating a claim can still be one observation
Why dependent evidence fools simple Bayesian confidence scoring.
Read article ↗
Business3 min read
The spreadsheet that became a business
Excel showed that accessible modeling could become serious business software without a software team.
Read article ↗
Publishing3 min read
The profile is bigger than the person
A living public presence can hold publications, collections, projects and relationships for people, organizations and places.
Read article ↗
Mathematics2 min read
The METR productivity studies are about counterfactuals, not one eternal percentage
How task selection and changing agent workflows complicate developer-productivity estimates.
Read article ↗
Research4 min read
The machine told me so
Milgram's obedience experiments illuminate a modern failure: people and systems can correctly perform a task whose purpose is wrong.
Read / listen ↗
Research3 min read
The local archive that never got uploaded
The missing internet includes recordings, documents, memories and collections kept alive by people and institutions with little digital infrastructure.
Read article ↗
Engineering3 min read
The internet of bad ideas
When a plausible idea can be turned into software immediately, we need to distinguish usefulness from merely successful implementation.
Read article ↗
Publishing4 min read
The internet has an inheritance problem
What happens to forums, publications, recordings and communities when the people running them retire, die or disappear?
Read article ↗
Publishing3 min read
The clip is not the whole work
Clippers, broadcasters and editors are increasingly important distributors. The context and rights surrounding a clip matter as much as its reach.
Read article ↗
Mathematics2 min read
The cheapest AI token is not necessarily the cheapest completed task
A simple expected-cost model for selecting models, agents and native execution backends.
Read article ↗
Publishing3 min read
The archive is not the owner
Making work discoverable does not grant the host, archive or AI provider the right to reuse it without limits.
Read article ↗
Publishing4 min read
Sites are dead. Long live the web.
A website can be the front door to a living publication, business or community without containing the whole institution.
Read / listen ↗
Debates2 min read
Service first and SaaS later is useful advice, not a law.
Jon Yongfook's service-first startup argument and the economic case for shared infrastructure.
Read article ↗
Science2 min read
Satellite models can see landscape change. They cannot settle an insurance claim.
The promise and limits of Prithvi-EO and remote sensing for regional operational intelligence.
Read article ↗
Standards2 min read
RSS is still one of the cheapest ways to know what changed
What feeds contribute to temporal research alongside archives, video and structured data.
Read article ↗
Standards2 min read
One login doesn't mean one identity across every business
What NIST federation guidance teaches about account boundaries and separate relying parties.
Read article ↗
Mathematics2 min read
One embedding space is not a model of the whole world
Why local geography, images, text, time and operational actions need different measures of similarity.
Read article ↗
Publishing4 min read
Nobody called the pizza shops slop
An explosion of new makers is not automatically a decline in culture. Tools can also make participation possible for people previously shut out.
Read / listen ↗
Applications3 min read
Minecraft built a world. What about everything else?
What accessible creative primitives and communities can teach us about making serious software available to everyone.
Read article ↗
Standards2 min read
MCP, A2A, ActivityPub and AT Protocol solve different problems
Why an interoperability strategy needs to preserve the meaning of each protocol.
Read article ↗
Debates2 min read
Karpathy described a weekend experiment. The internet heard a production method.
The original vibe-coding post has a boundary that its most enthusiastic interpretations forget.
Read article ↗
Debates2 min read
If AI usage becomes mandatory, what measures whether it helped?
Shopify's influential AI memo is a strong case for learning, but adoption should not be confused with outcome.
Read article ↗
Markets2 min read
Graded coins, notes and cards are markets for trusted identity
Why CGC, PMG and NGC records matter beyond the object's resale price.
Read article ↗
Standards2 min read
Differential privacy helps with a query. It doesn't decide who may own the data.
What epsilon protects and what still needs source identity, consent and access rules.
Read article ↗
Markets2 min read
An HTTP payment protocol cannot decide what an agent is allowed to buy
x402, automatic API payments and the missing institutional decision before settlement.
Read article ↗
Markets2 min read
An electric vehicle can be a battery. Whether it is available is the harder question.
Bidirectional charging connects vehicles, buildings, utility programs and operating schedules.
Read article ↗
Standards2 min read
An agent can discover an API. Who gives it an account?
What WorkOS auth.md contributes to machine registration, and why the destination still matters.
Read article ↗
Debates2 min read
AI made B2B products easier to enter. It didn't make customers free to serve.
Taking Jason Lemkin's weakening-moats argument seriously without jumping to the death of B2B software.
Read article ↗
Standards2 min read
A useful analytical workspace can run in your browser
DuckDB-Wasm, local files and the limits of moving analysis closer to the user.
Read article ↗
Business4 min read
A union for the internet?
Creators, curators, archivists and community operators need collective bargaining power, not simply better individual dashboards.
Read article ↗
Mathematics2 min read
A stable identifier is a decision about what counts as the same thing
Unicode, line endings, schema changes and the mathematical meaning of identity continuity.
Read article ↗
Standards2 min read
A public GitHub repository is not automatically open source
Why licence rights matter when evaluating external software as productive capital.
Read article ↗
Markets2 min read
A property listing isn't yours to republish because you can parse it
Real estate data standards, source rights and the product opportunity beyond copying listings.
Read article ↗
Research3 min read
A library of Alexandria selected by demand
As the internet expands, what gets archived, indexed and translated is shaped by attention, money and institutional capacity.
Read article ↗
Debates2 min read
A hundred percent AI-written code tells us who typed it, not what shipped.
What Boris Cherny's extraordinary Claude Code output measures, and what it leaves unanswered.
Read article ↗
Standards2 min read
A green screenshot can't tell you whether a database lost a write
Antithesis and SQLancer offer different ways to challenge software beyond happy-path tests.
Read article ↗
Markets2 min read
A creator can have millions of views and still need a back office
Why the creator economy needs publishing, source management, relationships and commerce tools.
Read article ↗
Mathematics2 min read
A compressed agent skill matters only if it can still do the job
Task-conditioned rate–distortion explains why elegant memory summaries can fail at execution.
Read article ↗
Mathematics2 min read
A 95% accurate detector can still be wrong most of the time
The base-rate calculation that belongs in civic surveillance and anomaly-detection discussions.
Read article ↗
Markets2 min read
A $10,000 wholesale lot priced at $2,000 may still be a bad deal
Expected resale value, missing inventory, freight and returns matter more than headline discounts.
Read article ↗
Engineering2 min read
What we learned from Frappe without copying its whole runtime
The useful idea behind DocTypes, and why native application composition needs more than importing tables.
Read article ↗
Engineering2 min read
What happens when two coding agents disagree?
Parallel implementation is valuable when each worker has an independent role and a known source revision.
Read article ↗
Engineering2 min read
We found the memory wall before we found the speed
A note from the early FPQ and Qwen experiments about model loading, prepared state and actual generation speed.
Read article ↗
Publishing2 min read
Transcription was only the first step
What the earliest Whisper and FFmpeg experiments taught us about complete creator workspaces.
Read article ↗
Business2 min read
Three shops shouldn't look like the same website
What a shared platform should change for an agency managing several independent customers.
Read article ↗
Engineering2 min read
The deployment passed. Why was the website still old?
What four public domains and GitHub Pages taught us about deployment destinations and browser readback.
Read article ↗
Engineering2 min read
The agent finished coding. The project isn't finished.
What software delivery still needs after agents can write a feature in minutes.
Read article ↗
Engineering2 min read
Connecting an account is different from using its permissions
Why external service installs, credentials and authorized actions belong to separate systems.
Read article ↗
Business2 min read
AI can build the app. Who builds the business around it?
Why Aurekai treats software, engineering and operating knowledge as assets shared across businesses.
Read article ↗
Business2 min read
A website migration moves a business, not just files
Why old WordPress, PHP and hosting migrations are opportunities to improve operations while keeping history intact.
Read article ↗
Publishing2 min read
A publisher deserves a home, not another feed entry
How profiles, authors, reading rooms, channels and collections can be connected without swallowing the original publication.
Read article ↗
Engineering2 min read
A public page should open the real application
Why polished frontend compositions need the right account records and workflows behind them.
Read article ↗
Commerce2 min read
A product should stay the same product when you put it in a room
Connecting supplier identities, options, procurement, shopping and spatial planning.
Read article ↗
Research2 min read
A lot of useful capacity is already out there
Sourcing, wholesale inventory, spare compute and existing services through the same operating lens.
Read article ↗
Applications2 min read
A job posting has more than one job
How one source can support discovery, company profiles, CRM and narration without becoming four unrelated copies.
Read article ↗
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Research2 min read
A city council agenda should lead somewhere
Connecting public meeting records, earlier decisions and recordings into useful civic research.
Read article ↗
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Continuing the work
From conversations to software.
The articles have stable URLs and editable Markdown behind them. For now they're public pages with stable links and independently editable source documents. Additional publishing integrations can be added without changing those URLs.