Articles
miscsubjects.com vs relevanceai.com, wilderstrategylab.com: the workspace
A workspace made by one call from miscsubjects.com and 2 competitors: their pages, offers and claims, our side read off our own pages, the differences, the needs, a rule and the board.
Every app the assistant reaches
69 rows: 41 adapters of the live-objects engine and 28 Mac apps the build reads, each with what it reads, what it does, its widget and its proof.
Tax-advantaged investment structures, by statute
Seven ways the Internal Revenue Code treats an investment differently, each with the section that says so and the words of the section. No returns are stated: no statute states one.
Public benefit programs: what each one gives
Food, health coverage, energy bills, phone and internet, a tax credit: what each program gives, in the agency’s own words, and where to apply. Amounts only where the agency states them.
What each state publishes about an LLC’s people
Wyoming, New Mexico, Delaware and Nevada: what the formation filing and the yearly filing name, what each costs, and the federal layer since 2025. Every value from a statute or the state’s own page; what the build did not read is UNKNOWN.
Why this AI contacted Alfresco Heating
Alfresco Heating: found by 7 stated criteria, with 4 sourced findings and an assistant that already knows them.
An AI workspace that operates on the business, not on screenshots of it
Drop in a competitor ad. The Space turns it into objects, links them with typed edges, lets two people and an agent work the same ids, projects its numbers, opens issues on them and keeps watching on a rule. Every card on this page is the live object, in the look of its app.
Live software objects: what a model's reply can now be, with the receipts
A model's reply, an article and a workspace tab can now carry the same live object: a task, a conversation, a sheet, a script run, a folder, a place, a price, a switch. Each is drawn as its app, acts through the app's own controls, is read back from the app while shown, can be answered to in words, mirrored into another app, shared by link, and keeps its receipts. This page is the inventory of what is registered and the record of what was proved on the live build on 9 October 2026.
Atomic tools reference: what they do, every contract, and the Apple surface
The atomic tools (CODE, WEB, COMPUTER, RESULT, ARTICLE, APPLE) with every invocation contract, the Alfred and internet helpers, the 8,914-verb Apple ontology, Supabase/cf/Wrangler coverage, and a comparison with programmatic tool calling.
CalFresh (California food benefits): who qualifies, what you get, how to apply, and what happens next
CalFresh is California's name for SNAP, the federal food benefit: money on an EBT card each month, for households whose income is under a limit. This page carries the current limits and benefit amounts with their official sources, the application step by step, the interview and renewal rules that lose people their benefits, and the other programs the same facts open. Text the number on this page or open the chat, and a model that has read this exact page helps you check your eligibility and find everything else you may qualify for.
The California benefits graph: 80 programs, 24 life events and 13 reusable household facts as one queryable object
Every public benefit a California household might reach, as data: 80 programs with stable ids, who each is for, its income test, how to apply, its official address and its renewal rule; 24 life events and the programs each one triggers; and the 13 household facts the means-tested programs keep asking for, so a fact given once can be reused across every program that needs it. This is the object the CalFresh article and every later benefit article screen against.
Atomic tooling: one tool per domain, the orchestration inside it, and a model that only has to say what it wants
Most of an agent's tool calls are plumbing: read a file, hash it, write it, re-read it, retry a search, page a result. The industry's answer is to let the model write code that does the plumbing in a sandbox. This system takes the opposite route: one tool per domain whose arguments carry a command and its complications, with the fallbacks, verification, hashing and result budgeting built into the tool. The model declares; the runtime executes, bounds and records. Five such tools are live. Here is what they do, how they compare to programmatic tool calling, and what is still missing.
Authority outside the model: a prospective control plane for containing agent actions
In this build a model does not set its own authority: limits are a token checked outside the model, actions are declared operations the runtime executes, and every use and refusal is recorded by the runtime. This page states what that could contain in development, training-time tool use, evaluation and deployment, what is enforced today, and what full containment would still require.
Unified Dispatch × Macaroons: The Sandbox Remedy — One Grammar, Every Capability, No Toy Shadow
A sendable packet of the build's hardest bets: unified dispatch (one envelope for data + execution with projection at every layer), macaroons for sandbox training (scope the run, not the model — every limit a caveat, every touch a receipt), 1,340 atoms with 23 ways and a resolver that ranks you, containers that never hold a real key, and the directory↔ledger → person-as-JSON braid — linked to the three deep dives.
Task provenance: every payload of a piece of work, on one page the worker could not have written
When an agent says "done", the only witness is usually the agent. This system binds a scoped token to a task, so every call made for that task is filed under it by the runtime, with its exact request and answer. The task's page is assembled from those records, not from the worker's report. This article walks the mechanism, a recorded run, a full lead-to-inbox example, and the specified projection from a task to a shareable article with hashed sources.
The Directory and the Ledger: a system that lists everything it can do and keeps everything it did
An AI agent is only as trustworthy as two answers: what could it have done, and what did it actually do? miscsubjects answers both with data. A Directory holds every capability as a row that contains the exact call that runs it. A Ledger keeps every request and every answer as exact bytes, stored once under their hash. This is the architecture, with the measurements.
Unified dispatch: one runner for the terminal, browser, phone and cloud, and tokens that lend out exactly part of it
Every capability of this system, from a shell command on a Mac to a browser session, an iMessage line, a cloud container and 1,500 web services, is one row called through one runner with one call shape. That single authority is then lent out in pieces: a scoped token, built on the macaroon construction, carries its own readable limits, can be narrowed by whoever holds it, can never be widened, and leaves a record of every use and every refusal. This is the design, the cryptography, the recorded proof and the honest edges.
D1 write-through rejected: FDW writes fail at every batch, D1 $1.00/M rows vs Supabase $0
Free model inventory across 7 platforms + CommandCode: 4 key-gated, 2 keyless, 15 OpenRouter free, 3 recommended coders
Compound tools vs programmatic tool calling: what was built, what was meant, and the side-by-side
Owner asks, 2026-10-08 — what was done while you walked the dogs
Food stamps (SNAP): who qualifies, the form, and how it is submitted
The federal rules for SNAP (food stamps) for Oct. 1, 2026 to Sept. 30, 2027: income and resource limits, benefit amounts, and how the state application is decided.
How to write an article here
One short page: the call that creates an article, its fields, the body and its widgets, how to change one piece, the rules, and how to publish.
Writing law
The work object
Skill law
Outreach law
Loop law
Logic law
Design law
Build grammar
Property & casualty insurance claims
Claims for loss or damage under auto, home, renters and commercial property insurance, and the events that start them.
Business ongoing compliance
What a business owes the state after it is formed: annual reports and statements, franchise taxes, amendments.
Business formation
Forming a business entity and getting the numbers it needs: the state filing, the federal tax number, and what the state asks for after.
A motor vehicle accident
A collision on a street or highway, or on private property. In California it can start two reports a driver owes and two kinds of claim, each with its own deadline.
Get an employer identification number (EIN)
Apply for an EIN directly from the IRS online, in one session, for free; the IRS issues it immediately if the application is approved.
Claim for damage to a car after an accident in California
An insurance claim for damage to a vehicle. The insurer acknowledges a notice of claim within 15 calendar days and accepts or denies the claim within 40 calendar days of proof of claim; the Code of Civil Procedure gives three years for an action for injuring goods or chattels.
Report an injury accident to the police in California
A driver in an accident that injured or killed anyone makes a written report within 24 hours to the California Highway Patrol or, inside a city, to the CHP or the city police.
File a California LLC’s Statement of Information
A California LLC files a Statement of Information (Form LLC-12) within 90 days of initial registration and every two years after; the fee is $20.00.
Form a limited liability company in California
File Articles of Organization (Form LLC-1) with the California Secretary of State. The filing fee is $70.00; a Statement of Information is due within 90 days; and the Franchise Tax Board may charge a minimum annual tax.
Pay a California LLC’s annual tax
An LLC doing business in California, or whose articles the Secretary of State has accepted, pays an annual tax of $800 by the 15th day of the fourth month of its taxable year. A 2026 amendment (SB 180, effective July 13, 2026) sets the first-year amount at $400 for taxable years beginning in 2027 through 2029, for an LLC required to file a return under Section 18633.5.
Report an accident to the California DMV (SR-1)
Within 10 days of an accident in which anyone was injured or killed or property damage was over $1,000, the driver (or an insurance agent, broker, attorney or other representative) files an SR-1 with the DMV, regardless of fault.
Claim for injury to a person after an accident in California
An insurance claim for injury to a person. The same insurer clocks apply; the Code of Civil Procedure gives two years for an action for injury to, or the death of, an individual caused by the wrongful act or neglect of another.
The skill for writing JSON articles
The instructions any model gets before it writes or edits an article here: the calls, the object, the widgets, the ontology and the house style. The Markdown copy at /a/json-article-writing-skill.md is the skill file itself.
Every AI model on OpenRouter
Every model OpenRouter lists, grouped by the company that makes it, each with its logo, context window and price. These are the widgets models use when they comment on articles here.
Articles as JSON: how every page here is built
An article is one JSON object. The page, its Markdown and its machine copy are drawn from it; widgets show other articles, pieces of data, models and sources; any piece can be read, grepped and changed alone.
Dana Reyes (an example)
An invented person whose article carries the card of the house she lives in.
14 Cypress Lane, Mill Valley (an example)
A worked example of a JSON article: an invented house whose article carries the card of the invented person who lives in it.
The build's door on a Mac, an iPhone and Messages: every call it ran, with the answer and the receipt
The build is the software behind miscsubjects.com: one directory of named capabilities, one door that runs any of them with a key, and one public ledger that writes a receipt for every call. The calls below were made through that door on a
iMessage API gap map: what Blooio and its rivals sell, what this build runs today, and the twelve gaps between them
The iMessage API gap map answers one question: can this build sell what Blooio sells, plus three things Blooio does not (a customer's own number cloned and tracked, an AI model provisioned with the number, and the customer's automations