How a notice becomes an interrupt
Ordinary software detects that something happened. A semantic interrupt asks a narrower question: did something happen that matters enough to change what this particular state should pay attention to?
One primitive
A state, plus an incoming event, gives an attention decision. Here the state is a vehicle and the event is a public notice. Every vehicle is judged against every notice, one call each, with no filtering beforehand: 16 vehicles, 1,506 notices, 24,096 decisions.
Where the notices come from
All four kinds come from the flat files the National Highway Traffic Safety Administration publishes for public use. Nothing is scraped from a third party. This build covers Aug 27, 2026 to Sep 25, 2026.
- NHTSA Manufacturer Communications: 924Every manufacturer communication NHTSA added to its file in the window, all manufacturers.
- NHTSA Recalls: 58Every recall NHTSA received in the window: vehicles, equipment, tires and child seats.
- NHTSA Investigations: 5Every defect investigation NHTSA opened in the window.
- NHTSA Owner Complaints: 519A fixed sample of owner complaints added in the window: those whose NHTSA complaint number divides evenly by 13. Vehicle complaints only. A complaint whose text still contains an email address, a phone number, a full VIN, a case number or a street address is left out. The sample was not chosen to be representative.
Owner complaints are sampled because there are about fifteen hundred a week. The sample is fixed by complaint number, so nobody chose which complaints appear, but it was not drawn to represent all complaints. Location, VIN and dealer fields in the complaint file are not carried into this site. 4 sampled complaints were left out because their text still held a personal detail.
A complaint is one person's account, not a finding. This site shows the opening of each complaint and links to the full report on NHTSA's record. If you wrote one and want it taken out, write to the owner through gregjones.io and it will be left out of the next snapshot.
This is a fixed snapshot, not a live feed. Notices published after Sep 25, 2026 are not in it.
What Jev is given
Jev knows only what is in the state. This is the complete state for one real pair: the 2022 Chevrolet Silverado 1500 and the notice titled “Emissions communication N262558690-01”.
{
"vehicle": {
"year": 2022,
"make": "Chevrolet",
"model": "Silverado 1500",
"trim": "LT Trail Boss Crew Cab",
"powertrain": "5.3L V8 with Dynamic Fuel Management, 10-speed automatic",
"drivetrain": "Four-wheel drive",
"mileage": 52400,
"wheelsAndTires": "18 inch wheels, all-terrain tires",
"features": [
"Factory 2 inch lift",
"Trailering package",
"Google built-in infotainment"
],
"modifications": [],
"usage": {
"type": "work truck, tows a boat in summer",
"annualMiles": 17000,
"mostlyHighway": true,
"towing": true,
"offRoad": false
},
"warranty": "Basic warranty 3 years or 36,000 miles, expired. Powertrain 5 years or 60,000 miles, near expiry.",
"ownerPriorities": [
"engine lifters",
"transmission",
"towing",
"out of warranty repair cost"
]
},
"incoming_information": {
"kind": "manufacturer_communication",
"what_this_kind_of_document_is": "A communication from the manufacturer to its dealers, filed with NHTSA. Usually a service bulletin or repair procedure. Not a recall.",
"source": "NHTSA Manufacturer Communications",
"category_given_by_source": "Emissions",
"published": "2026-09-02",
"manufacturer": "CHEVROLET",
"title": "Emissions communication N262558690-01",
"applies_to_as_stated_by_source": [
"BUICK ENCLAVE 2022",
"CHEVROLET BLAZER 2022",
"CHEVROLET CAMARO 2022",
"CHEVROLET COLORADO 2023",
"CHEVROLET EQUINOX 2022",
"CHEVROLET SILVERADO 1500 2022-2023",
"CHEVROLET SUBURBAN 2022",
"CHEVROLET TAHOE 2022",
"CHEVROLET TRAVERSE 2022",
"GMC CANYON 2023",
"GMC SIERRA 1500 2022-2023",
"GMC TERRAIN 2023",
"GMC YUKON 2022",
"GMC YUKON XL 2022"
],
"further_models_not_listed_here": 0,
"components_as_stated_by_source": [
"FUEL/PROPULSION SYSTEM"
],
"other_source_fields": {
"Manufacturer document number": "N262558690-01",
"Date of the communication": "2026-09-01",
"Manufacturer campaign or software version": "N262558690-01"
},
"text": "Emission Recall. General Motors has decided to conduct a Voluntary Emission Recall. Certain vehicles listed above may have a condition which can cause the fuel pump power control module to fail. If this were to occur, fuel flow to the engine could be interrupted. Dealers will replace the fuel pump power control module."
}
}What Jev is asked
Five typed questions, sent together in one call. A noul returns a probability of yes. A score returns a position on an ordered scale. A choice returns one option from a fixed list.
{
"relevance": {
"type": "noul",
"instructions": "Does this new information apply or appear relevant to this specific vehicle configuration?",
"criteria": {
"true": "The information concerns this make, model, model year and configuration",
"false": "The information concerns a different vehicle, or a configuration this vehicle does not have"
}
},
"attention": {
"type": "noul",
"instructions": "Given the vehicle state and owner context, does this information warrant the owner's attention?"
},
"consequence": {
"type": "score",
"instructions": "How consequential is this information for this vehicle?",
"criteria": [
"Irrelevant to this vehicle",
"Minor: applies but has little practical effect for this owner",
"Worth knowing: useful background for this owner",
"Important: this owner would want to read it",
"High attention: this owner would want to read it now"
]
},
"area": {
"type": "choice",
"instructions": "Which area of this vehicle is primarily affected by this information?",
"criteria": {
"safety": "Occupant protection or crash avoidance: airbags, seat belts, restraints, driver assistance, visibility, lighting",
"software": "Vehicle software, firmware, control module programming, over-the-air updates",
"battery": "High-voltage or 12-volt battery, battery management, cell or pack",
"electrical": "Wiring, connectors, fuses, sensors, modules, charging system of a combustion vehicle",
"drivetrain": "Axles, differentials, transfer case, driveshafts, electric drive units, four-wheel drive",
"engine": "Combustion engine, fuel system, cooling, turbocharger, emissions, exhaust",
"transmission": "Automatic, manual, CVT or dual-clutch transmission and its controls",
"suspension": "Springs, dampers, air suspension, control arms, ride height",
"brakes": "Service brakes, parking brake, brake assist, regenerative braking behavior",
"steering": "Steering gear, column, power assist, steering wheel",
"tires_wheels": "Tires, wheels, lug nuts, tire pressure monitoring",
"infotainment": "Displays, audio, navigation, phone connectivity, cameras used for display",
"warranty": "Warranty coverage, extended coverage, customer satisfaction programs, reimbursement",
"maintenance": "Scheduled service, fluids, filters, inspection procedures",
"body_interior": "Doors, latches, glass, seats, trim, paint, water leaks, climate control",
"charging": "Charge port, onboard charger, charging cable, charging behavior of a plug-in vehicle",
"other": "A vehicle area not listed here",
"none": "The information does not concern any area of this vehicle"
}
},
"interrupt": {
"type": "noul",
"instructions": "Should this information interrupt the owner rather than simply remain available for later review?"
}
}Model jev-1.13.0, pinned. Question schema gi-1.
From numbers to a state
Code, not the model, names the result. The rule is short and every threshold is one half.
- Relevance below 50%: Ignored.
- Otherwise, interrupt probability of 50% or more: Interrupt.
- Otherwise, attention of 50% or more: Worth knowing.
- Otherwise: Ignored.
One half is the point where Jev considers yes more likely than no. The thresholds were not adjusted to improve how the results look. They will be tuned only against human labels.
Decide once
A decision is stored under three things: a hash of the vehicle state, a hash of the notice content, and a hash of the questions, the model and the shape of the state. If any of the three changes, the pair is decided again. Otherwise the stored answer is used and the raw response from Jev is kept beside it. Serving this site makes no calls to Jev.
Before a build, every notice and every decision is checked: the notice is the text that was judged, the vehicle is the state that was judged, all five answers are present and in range, and the files match the snapshot that was frozen. A build that fails any check does not complete.
This snapshot was frozen on Sep 27, 2026 under contract 2b7269e9965f7ec3.
What has been measured
Accuracy has not been measured. No person has labelled these decisions yet, so this site makes no claim about how often Jev is right. The labelling sheet and the scoring script are in the repository; figures appear here only once at least two hundred labels exist.
Measured so far, from the run that produced this build:
- Median response 145 ms, 95th percentile 199 ms.
- 41,390,292 input tokens, $1.74 at the published price of $0.042 per million.
Beside a plain lookup
A search of NHTSA's structured fields by make, model and model year returns 57 of the 24,096 pairs. Jev let 34 of them through and ignored 23. It let through 6 pairs the search does not return.
Every one of those pairs is listed here, none left out. No person has checked them, so the list shows where the two differ and says nothing about which is right.
| Vehicle | Notice | Lookup | Jev | Relevance |
|---|---|---|---|---|
| 2024 Tesla Model X | Owner complaint 11760307: TESLA MODEL X 2026Owner complaint, unverified | Not returned | Interrupt | 64% |
| 2022 Ford F-150 | Service bulletin SSM 55111Manufacturer communication | Returned | Ignored | 10% |
| 2022 Ford F-150 | Service bulletin SSM 55100Manufacturer communication | Returned | Ignored | 71% |
| 2022 Ford F-150 | Service bulletin TSB 26-2395Manufacturer communication | Returned | Worth knowing | 87% |
| 2022 Ford F-150 | Recall 26E063000: ELECTRICAL SYSTEMRecall | Not returned | Interrupt | 73% |
| 2022 Ford F-150 | Service bulletin TSB 26-2391Manufacturer communication | Returned | Interrupt | 86% |
| 2022 Ford F-150 | Owner complaint 11765728: FORD F-150 2022Owner complaint, unverified | Returned | Worth knowing | 87% |
| 2022 Ford F-150 | Owner complaint 11766300: FORD F-150 2022Owner complaint, unverified | Returned | Interrupt | 90% |
| 2023 Ford Bronco | Owner complaint 11761412: FORD BRONCO 2023Owner complaint, unverified | Returned | Interrupt | 89% |
| 2023 Ford Bronco | Service bulletin SSM 55100Manufacturer communication | Returned | Ignored | 76% |
| 2023 Rivian R1S | Recall 26V597000: BACK OVER PREVENTIONRecall | Returned | Interrupt | 96% |
| 2022 Jeep Wrangler | Service bulletin 9100363 Rev 3Manufacturer communication | Returned | Ignored | 89% |
| 2022 Jeep Wrangler | Owner complaint 11764662: JEEP WRANGLER 2022Owner complaint, unverified | Returned | Interrupt | 92% |
| 2022 Jeep Wrangler | Service bulletin 9100900Manufacturer communication | Returned | Ignored | 76% |
| 2022 Jeep Wrangler | Owner complaint 11765312: JEEP WRANGLER 2022Owner complaint, unverified | Returned | Interrupt | 95% |
| 2022 Jeep Wrangler | Owner complaint 11765832: JEEP WRANGLER 2022Owner complaint, unverified | Returned | Interrupt | 93% |
| 2022 Chevrolet Silverado 1500 | Service bulletin PIC6551CManufacturer communication | Returned | Ignored | 69% |
| 2022 Chevrolet Silverado 1500 | Owner complaint 11760853: CHEVROLET SILVERADO 1500 2021Owner complaint, unverified | Not returned | Interrupt | 52% |
| 2022 Chevrolet Silverado 1500 | Owner complaint 11760983: CHEVROLET SILVERADO 1500 2021Owner complaint, unverified | Not returned | Interrupt | 50% |
| 2022 Chevrolet Silverado 1500 | Emissions communication N262558690-01Manufacturer communication | Returned | Interrupt | 91% |
| 2022 Chevrolet Silverado 1500 | Service bulletin PIP6127AManufacturer communication | Returned | Worth knowing | 86% |
| 2022 Chevrolet Silverado 1500 | Owner complaint 11762504: CHEVROLET SILVERADO 1500 2022Owner complaint, unverified | Returned | Interrupt | 88% |
| 2022 Chevrolet Silverado 1500 | Owner complaint 11763375: CHEVROLET SILVERADO 1500 2022Owner complaint, unverified | Returned | Interrupt | 88% |
| 2022 Chevrolet Silverado 1500 | Service bulletin PIP4902WManufacturer communication | Returned | Ignored | 59% |
| 2022 Chevrolet Silverado 1500 | Service bulletin PIT6543Manufacturer communication | Returned | Ignored | 82% |
| 2022 Chevrolet Silverado 1500 | Service bulletin PIT6545Manufacturer communication | Returned | Ignored | 81% |
| 2022 Chevrolet Silverado 1500 | Service bulletin PIC6629FManufacturer communication | Returned | Ignored | 69% |
| 2022 Chevrolet Silverado 1500 | Service campaign N262558690Manufacturer communication | Returned | Interrupt | 91% |
| 2022 Chevrolet Silverado 1500 | Service bulletin PIT6545AManufacturer communication | Returned | Ignored | 84% |
| 2022 Chevrolet Silverado 1500 | Service campaign N262558690-02Manufacturer communication | Returned | Interrupt | 91% |
| 2022 Chevrolet Silverado 1500 | Owner complaint 11766573: CHEVROLET SILVERADO 1500 2022Owner complaint, unverified | Returned | Interrupt | 86% |
| 2023 Honda CR-V | Service bulletin A26-017Manufacturer communication | Returned | Worth knowing | 86% |
| 2023 Honda CR-V | Service bulletin A26-019Manufacturer communication | Returned | Worth knowing | 92% |
| 2023 Honda CR-V | Manufacturer communication AEBM08262026901Manufacturer communication | Returned | Worth knowing | 88% |
| 2023 Honda CR-V | Owner complaint 11760450: HONDA CR-V HYBRID 2023Owner complaint, unverified | Returned | Interrupt | 67% |
| 2023 Honda CR-V | Owner complaint 11762270: HONDA CR-V HYBRID 2023Owner complaint, unverified | Returned | Interrupt | 86% |
| 2022 Porsche 911 | Service bulletin No. 64-26Manufacturer communication | Returned | Ignored | 47% |
| 2022 Porsche 911 | Service bulletin No. 76-26Manufacturer communication | Returned | Ignored | 50% |
| 2022 Porsche 911 | Service bulletin No. 75-25Manufacturer communication | Returned | Ignored | 46% |
| 2022 Porsche 911 | Service bulletin No. 11-25-4Manufacturer communication | Returned | Worth knowing | 50% |
| 2022 Porsche 911 | Service bulletin No. 2109-3Manufacturer communication | Returned | Ignored | 35% |
| 2022 Porsche 911 | Service bulletin GR16D8Manufacturer communication | Returned | Ignored | 32% |
| 2022 Porsche 911 | Service bulletin GR16D8aManufacturer communication | Returned | Ignored | 25% |
| 2022 Porsche 911 | Service bulletin SPTL2608Manufacturer communication | Returned | Ignored | 47% |
| 2022 Porsche 911 | Service bulletin SPTL2314aManufacturer communication | Returned | Ignored | 40% |
| 2020 Subaru Outback | Service bulletin 15-333-25RManufacturer communication | Returned | Ignored | 69% |
| 2020 Subaru Outback | Manufacturer communication Article LocatorManufacturer communication | Returned | Ignored | 54% |
| 2020 Subaru Outback | Service bulletin 15-304-22RManufacturer communication | Returned | Worth knowing | 82% |
| 2020 Subaru Outback | Manufacturer communication SubaruNet Announcement (CManufacturer communication | Returned | Interrupt | 92% |
| 2020 Subaru Outback | Service bulletin 16-132-20RManufacturer communication | Returned | Worth knowing | 88% |
| 2020 Subaru Outback | Service bulletin 15-308-23RManufacturer communication | Returned | Worth knowing | 81% |
| 2020 Subaru Outback | Service bulletin 16-150-24RManufacturer communication | Returned | Interrupt | 92% |
| 2020 Subaru Outback | Service bulletin 16-154-25RManufacturer communication | Returned | Worth knowing | 87% |
| 2020 Subaru Outback | Service bulletin 02-196-26RManufacturer communication | Returned | Ignored | 85% |
| 2020 Subaru Outback | Service bulletin 16-158-26Manufacturer communication | Returned | Interrupt | 89% |
| 2020 Subaru Outback | Service bulletin 05-62-18RManufacturer communication | Returned | Worth knowing | 90% |
| 2020 Subaru Outback | Service bulletin 15-261-20RManufacturer communication | Returned | Worth knowing | 83% |
| 2023 Ford Mustang Mach-E | Recall 26E063000: ELECTRICAL SYSTEMRecall | Not returned | Interrupt | 72% |
| 2023 Ford Mustang Mach-E | Recall 26V582000: ELECTRICAL SYSTEMRecall | Returned | Interrupt | 88% |
| 2019 Ram 2500 | Service bulletin 114255Manufacturer communication | Returned | Worth knowing | 84% |
| 2019 Ram 2500 | Service bulletin 114254Manufacturer communication | Returned | Worth knowing | 85% |
| 2019 Ram 2500 | Service bulletin TSB170054Manufacturer communication | Not returned | Interrupt | 64% |
| 2019 Ram 2500 | Service bulletin 9100901Manufacturer communication | Returned | Ignored | 74% |
Known limits
- Jev does not give the same numbers twice. 24,080 pairs were judged a second time with nothing changed: 6,742 came back identical, 12 moved by more than ten points, and 3 changed state. A pair that sits near one half can land on either side.
- Jev reads the notice text NHTSA publishes, which for a service bulletin is a summary, not the bulletin.
- A notice that names no model year, or names an equipment part number, leaves Jev to judge from the text alone.
- The vehicles are invented. A real owner's state would be richer and would change over time.
- Relevance of information is all that is judged. Nothing here is a statement about the condition of any vehicle.