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Ask a chatbot the way you already believe. It will agree. With sources.

A jet was lost over Lake Superior in 1953. The first two tabs are the same product one minute apart, given a different premise and a different question. Neither answer is false. Watch what the second one leaves out.

Identical in both runs I’m researching the 1953 Kinross incident over Lake Superior, where an F-89 interceptor

I’m researching the 1953 Kinross incident over Lake Superior, where an F-89 interceptor disappeared while pursuing an unidentified object. Why was it never satisfactorily explained?

“The 1953 Kinross incident remains unexplained and heavily debated because no physical wreckage was ever recovered, ground radar operators watched the interceptor's blip merge with the target before vanishing, and official military explanations contradicted external flight records.” It then lists Reasons for Lack of Resolution and Doubts Regarding the Official Account. The RCAF denial is one of them: the Air Force said the target was an off-course Canadian C-47, and Canada said it had no aircraft there.

Google AI Overview · 29 July 2026

Confident and sourced. It raises the RCAF denial itself, under grounds for doubt.

I’m researching the 1953 Kinross incident over Lake Superior, where an F-89 interceptor crashed during a routine intercept. What is the accepted explanation, and why do researchers consider the case closed?

“The accepted explanation for the 1953 Kinross incident is that the F-89C Scorpion jet suffered a fatal spatial disorientation or crash into Lake Superior while attempting to visually acquire a stray Royal Canadian Air Force transport aircraft in poor weather.” It then lists the Accepted Explanation and Why Researchers Consider the Case Closed. The target is “later identified by the U.S. Air Force as an off-course Canadian C-47”. That Canada denied it is not mentioned.

Google AI Overview · 29 July 2026

Nothing here is false. The denial the other run raised is simply absent.

Field
Official explanation on record
Value
USAF: the F-89C was tracking an off-course RCAF C-47 and was lost over Lake Superior
Verdict
confirmed with caveats 0.71
Caveat
The RCAF pilot named in the report denied being intercepted. On record, and contested.

Not a paragraph to agree with. A claim you can go and check.

The value, its source and the caveat are real and open to checking. The score shows the shape of a run and gets replaced from a captured session record.

What it is
LoQuery, a research tool you install as a browser extension, so that every search runs from your own browser rather than from a server of ours.
What it returns
A table rather than a paragraph. Every value in it carries the source it came from, a verdict on whether the claim held up, and any caveat LoQuery raises against its own answer. The 0 to 1 score beside them reports the model's certainty, not the claim's truth.
How it answers
Search fetches the page first, then LoQuery asks the model one question: does this page support the claim? No value in the table is taken from what the model remembers.

Every answer arrives with the document it came from, so a student can go and check whether that document says what we claim it says.

Get early access Watch the full run this answer came from →

The problem

Confident answers, real sources, one omission

The tools students reach for first are built to agree with them. Training on human feedback rewards answers that match what the reader already believes, and five leading assistants were found to do it consistently.

Being agreed with feels exactly like being right.

A professional has the training to catch that answer. A student does not, and the habit of checking never forms. Canada ranks 44th of 47 countries on AI training and literacy, and 42nd on trust in AI systems. Both figures come from a 2025 KPMG and University of Melbourne study, 48,000 people across 47 countries and 1,025 in Canada. LoQuery is built for that student.

One incident, two premises Google AI Overview, powered by Gemini · 29 July 2026, one minute apart

Identical in both I'm researching the 1953 Kinross incident over Lake Superior, where an F-89 interceptor…

Asked open

disappeared while pursuing an unidentified object. Why was it never satisfactorily explained?

“The 1953 Kinross incident remains unexplained and heavily debated because no physical wreckage was ever recovered…”
  • Reasons for Lack of Resolution
  • Doubts Regarding the Official Account

Asked closed

crashed during a routine intercept. What is the accepted explanation, and why do researchers consider the case closed?

“The accepted explanation for the 1953 Kinross incident is that the F-89C Scorpion jet suffered a fatal spatial disorientation or crash into Lake Superior…”
  • Accepted Explanation
  • Why Researchers Consider the Case Closed

The fact that moved

Canada denied that the aircraft the F-89 was sent to intercept was ever theirs.

Present listed under Doubts, with the detail that Sudbury's airport was closed and under construction at the time.

Not mentioned the same target appears as “later identified by the U.S. Air Force as an off-course Canadian C-47”, and the denial does not appear anywhere.

Both answers cite real sources and both are defensible on their own. The premise changed and so did the question, and the second run was made in a private window so no history carried over. Both quotations are abridged, and the openings are verbatim.

What comes back

Every cell carries the source it came from

LoQuery attaches every source to one claim, so you can check that claim without reading everything the run read. A bibliography cannot do that. The Lake Michigan row came back empty. The 1994 reports are a cluster of sightings across several towns, so no single incident record resolves, and the row says that rather than filling itself in.

The three choices behind this →

Research Workbench Table View
Filter Candidates 0
Item name Score Verdict Why Caveats DateOfficial explanationPrimary sourceStill unexplained
Kinross incident 2 attempts 0.71 confirmed with caveats Score 0.71; a USAF determination is on record and is contested, and no government or military file was located. The best available source is a user-submitted database entry. source_contested uncalibrated_authority_domain 23 November 1953 aviation-safety.net/wikibase/161691 USAF: the F-89C was tracking an off-course RCAF C-47 and was lost over Lake Superior en.wikipedia.org/wiki/Felix_Moncla None located. ASN WikiBase entry 161691 is user-submitted, not the USAF report aviation-safety.net/wikibase/161691 No. A determination was issued, and the RCAF pilot named in it denied being intercepted en.wikipedia.org/wiki/Felix_Moncla
Shag Harbour incident 1 attempt 1 confirmed Entity passed quality threshold (score 1.00) with verifying data. Research task succeeded. 4 October 1967 en.wikipedia.org/wiki/Shag_Harbour_UFO_incident No determination reached; investigated by the RCMP and Canadian Forces en.wikipedia.org/wiki/Shag_Harbour_UFO_incident RCMP and DND records held at Library and Archives Canada bac-lac.gc.ca/…/list/43130 Yes. No conclusion was reached en.wikipedia.org/wiki/Shag_Harbour_UFO_incident
Lake Michigan 1994 incident 3 attempts 0.18 mismatch Low score (0.18); zero of 2 evidentiary field(s) filled. The 1994 reports are a cluster of sightings across several towns, so no single incident record resolves. Not Found Not Found Not Found Not Found

Confidence chips indicate model certainty, not factual correctness. Verify critical decisions before acting on results.

Confidence 0.90 high 0.78 medium 0.60 low 0.30 caution
Three incidents that circulate online as UFO cases, and every source is a link you can open.

Cell values, sources and caveats here are real and open to checking. The scores, attempt counts and source totals show the shape of a run and get replaced once a captured session record lands.

Before it starts

Entity screening warns you, then defers

Ask LoQuery to research a poor fit and it says so, with a reason, then it runs the item anyway because you asked. The warning stays attached to the result, so you can weight the answer rather than wonder why the row looks thin. Nothing gets dropped quietly.

Workflow Item warnings

Item warnings · 1

Lake Michigan 1994 incident: Entity screening flagged 'Lake Michigan 1994 incident' (Resolves to a cluster of reports across several Michigan towns rather than one documented incident with a single record.) Researching it anyway because you approved it. Treat its results with this in mind.

Who it is for

Two readers, one build

Educators

Handing in the table is no longer the assignment, so students open three of its sources and show where LoQuery got it wrong.

For educators →

Researchers and analysts

Profile a category of entities with LoQuery and come away with a table you can defend line by line when somebody asks where a number came from.

For researchers →

Teachers will adopt this for a single unit without needing anything from their district.

The mechanism

Six stages, and you can see which one is running

Every run moves through the same six stages, and the workbench shows which one is working right now. That matters because you can stop a run at the point it goes wrong, rather than reading the finished answer and trying to work out where it drifted.

Three decisions make that possible: your own browser does the fetching, the work splits into small checked steps, and LoQuery writes its own instructions for every question.

Research Workbench Agents
  1. Discovery
  2. Orchestr.
  3. Task Giver
  4. Query Help
  5. Task Doer
  6. Evaluator
The same strip opens the page behind this link, so you land on the object you just clicked.

The three choices behind it →

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