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A curious Software Engineer
She feeds twelve kids and files paperwork for every bite. Tally reads the plate from one photo, checks every allergy before anything is written, and files the month's claim at the published rates.
Twitch chat checks the AI's disaster map: real satellite photos, AI debaters that never vote, hidden expert checks, and a crowd allowed to say "not sure".
CDC data shows where blood pressure goes untreated. Qloo shows which local places each community loves. Anchor turns both into a ready outreach plan for health workers.
Photograph a pesticide bottle and get the chemical, its WHO hazard class and the national guideline's own words on treatment, or a stop when no antidote exists, in under 30 seconds.
Photograph a broken oxygen concentrator and get a repair plan quoted from its own service manual, every step cited and AI-audited, in under a minute. Runs offline too.
A camera that forecasts landslides: OpenCV 5 measures ground creep to 0.005 px, forecasts the failure window, an AI agent re-checks it, and a person decides.
When one person wins an appeal because the software was wrong, Lookback fixes the bug and finds everyone else it harmed. It acts alone only in a person's favor.
Every change to insulin dosing code runs a virtual clinical trial on simulated patients inside GitLab. Duo agents plan and explain it; risky changes are blocked before release.
Checks your medicines against CDC heat guidance and your local heat forecast, then prints a one-page plan to take to your pharmacist. Free, private, and open source.
Hears the back-and-forth with your child on the Bee you already wear, counts it, throws the words away, and sends a nudge to your Bee when your best hour goes quiet.
Speech is a vital sign. Bellwether reads your Bee's transcripts on your own computer, keeps nine numbers a day and no words, learns how you normally speak, and tells you when that changes.
Subtitles show what was said, not which word is being said. EveryWord lights each word as it's spoken on Fire TV, turning video kids already watch into reading practice.
You passed the hearing test and still can't follow the TV. Earshot checks your hearing in noise on Fire TV with just the remote, then gives you one page to take to your doctor.
Nightlight learns your household's nights from the Ring doorbell it already has, answers a 3am doorway with a recorded family voice, and wakes the caregiver only when the voice is not enough.
Any phone becomes a bedtime story. The parent dials in, reads, and turns the pages from the keypad, and if the child is asleep, the story is waiting in the morning in their voice.
A neutral ground where two people and their AI agents settle real disputes in minutes: sealed offers, a neutral mediator, and an agreement only humans can sign. Built on WebMCP.
Surgeons pause before every incision. Med spas don't. Time-Out checks who is injecting, what they're using, and whether the patient understood, and refuses when the evidence isn't there.
An alert should not be the last thing that happens. One Advisory turns an authorized water advisory into verified, facility-specific response, and escalates silence with nobody at the keyboard.
When a fridge fails, ColdClock gathers the evidence, stops for the pharmacist's decision, then finishes the replacement and delivery by itself. Zero operator clicks, with a signed receipt.
Emergency action plans for high-hazard dams. Downstream does everything it can prove from the records, asks the owner only what only they can know, and refuses to draw a flood map it cannot justify.
The letter says no, and a 60-day clock starts. Sixty Days reads it, chases each document to its holder on its own schedule, re-plans when a request fails, and stops itself when the window closes.
Nobody remembers to come back on day three. This agent does. It sleeps for days, wakes itself when the lab evidence is due, and hands a pharmacist a draft with every claim quoted from the report.
A crew is told an address is tier 1. They are never told why. VIGIL reconciles who depends on power to stay alive across four broken registries, the tier travels, the reason stays home.
When one agent's commit invalidates another's plan, INTERLOCK finds which steps actually died and redoes only those. Semantic concurrency control for parallel agents, built on CockroachDB.
