How it works
Seven agents, one straight answer.
Code finds the hard facts, Tavily brings in the web, three NVIDIA Nemotron models each do the work that fits their size, and a second model tries to prove the first one wrong.
[03]How it works
Seven steps, three Nemotron models, and a verdict that has to survive an argument.
Each investigation runs the same seven steps. Code handles what code is good at, Tavily brings in the web, each Nemotron model gets the work that fits its size, and a second model tries to prove the first one wrong.
“…remote data entry role at $45/hr. We'll mail you a check for equipment…”
- 01Nemotron Nano
Read the offer
Pulls out who is offering what, the pay, and every claim that can be checked. Rules in code flag payment and pressure patterns.
intake · nemotron-nanoNemotron Nano“…remote data entry role at $45/hr. We'll mail you a check for equipment…”
companyOrvel LogisticsroleRemote data entrypay$45/hrchannelTelegramasks you toDeposit a check, buy a laptopclaims found4 - 02Tavily
Investigate the web
Finds the official site, crawls its careers pages, and searches for fraud warnings and reused copies of the same script.
research · tavilyTavily- Orvel Logistics official websitesearchorvel.com
- Orvel Logistics recruitment scam warningsearch3 results
- “mail you a check for equipment”exact2 matches
- orvel.com/careerscrawl14 pages
No “data entry” role on the official careers pages.
- 03RDAP + Tavily Extract
Domain forensics
Reads the registry record for every domain in the message, opens each link through Tavily to see what the page asks for, and compares the sender with the company's real website.
forensics · rdapRDAP- orvel.comOfficial site
Registered 2009
- orvel-careers.coSender's domain
Registered 9 days ago
The sender's domain doesn't match orvel.com and is brand new. - 04Nemotron SuperNemotron Nano
Check every claim
Nano checks each claim against the sources. Anything it's unsure about goes to Super with a fresh search.
verify · nano → superNemotron Super“Lena Hart is a recruiter at Orvel Logistics.”
Inconclusive · 52% sureNanounsure, so escalated with a fresh searchContradicted · 86% sureSuper“We never ask candidates to buy equipment or deposit checks.” S4
- 05Nemotron Ultra
Weigh the evidence
One long reasoning pass over every signal, claim and source, ending in a decision with citations.
judge · nemotron-ultraNemotron UltraThe sender writes from a domain registered 9 days ago [F4] that isn't orvel.com.
The equipment-check request matches a known fake-check pattern [F1], and Orvel says it never does this [C1, S4].
Nothing ties Lena Hart to the company
Stop.confidence 94 - 06Nemotron Super
Argue against it
A second model runs its own searches to prove the verdict wrong, then lists exactly what evidence would change it. Code decides what a disagreement changes.
challenge · nemotron-superNemotron SuperTrying to prove “Stop” wrong
Lena Hart Orvel Logistics recruiterorvel.com careers remote data entryBest case against it: a new recruiter might not be listed yet. Weak, because Orvel says it never sends equipment checks S4.
If Lena Hart is listed on orvel.comVerify firstVerdict holds · Stop2 models agree - 07Nemotron Nano
Write the brief
A plain-language summary and a polite reply that asks the sender to prove who they are.
brief · nemotron-nanoNemotron NanoSubject: Quick check before we continue
Hi Lena, thanks for reaching out. Before we go further, could you email me from your orvel.com address and send the link to this role on Orvel's careers page? I'm happy to do a video interview.
Shares nothing about you Copy reply
[04]Model routing
Small models do the legwork. Ultra makes the call.
Nano takes the quick, frequent jobs. When Nano isn't sure about a claim, Super checks it again with a fresh search. Ultra reads everything once and decides. Every call is metered, so each report shows its real cost next to what the same tokens would have cost on Ultra alone.
- Read the offer
- Check claim C1
- Check claim C2
- Check claim C3
- Weigh the evidence
- Write the brief
Nano
Fast, frequent calls
Super
Second opinions
Ultra
The final call
Decision
Stop.
with citations
- Nemotron Nanoper 1M tokens
$0.06 in/$0.24 out
NVIDIA-Nemotron-3-Nano-30B-A3B
- Nemotron Superper 1M tokens
$0.30 in/$0.90 out
nemotron-3-super-120b-a12b
- Nemotron Ultraper 1M tokens
$1.00 in/$3.00 out
Nemotron-3-Ultra-550b-a55b
[05]The challenge
Every verdict has to survive a second opinion.
After Nemotron Ultra decides, Nemotron Super runs its own searches to prove it wrong. Super names the decision it thinks is right; plain code, not either model, decides what that changes.
Case 1
Super agrees
The verdict stands as it is.
It still lists what would change the answer and how you can check that yourself.
Case 2
Super has serious doubt
Confidence drops by 15.
The decision stays, but the report says why the challenger isn't sure, with citations.
Case 3
The models disagree
The answer becomes Verify first.
When two models looking at the same evidence disagree, the safe answer is to check before acting.
Case 4
…but money keeps a Stop
A request for money is a fact, not an opinion.
No web page or second opinion can argue away an upfront fee or a fake-check scheme.
[06]Rules in code
Where the models don't get the last word.
No Proceed when money is asked for
Or credentials, or ID documents, or when the message tries to instruct an AI checker.
Quotes must be real
A quote only appears if it's found word for word in the page it cites. Made-up citations are dropped.
Findings get audited
Super checks each of Ultra's findings against its sources and marks any that claim more than they say.
Links are never opened here
Suspicious links are read through Tavily, so neither you nor our server ever loads them.
Got a message that feels a bit off?
Check it before you reply, send your documents, or pay for anything. It's free, and it shows its work.