My own gate failed (8 of 20), so I rescoped a scam-ad checker around quotes code can find word for word

Description and use

Awas is a job‑ad checker that, after failing its coverage gate, now bases verdicts on fixed rules with verbatim quote verification.

Problem

A scam‑ad checker needed to surface published reports for 12 of 20 known scam cases, but only 8 of 20 were found, and company names were rarely present, making a company‑matched rate impossible.

Outcome

After rescoping, Awas achieved 9 STOP, 15 VERIFY FIRST, and 1 NO RED FLAGS FOUND out of 25 scam cases, with 48 of 48 evidence lines verified by the quote gate; the coverage gate failed but was transparently documented.

Workflow

• Paste ad text into Awas
• Nemotron 3 Ultra extracts typed fields
• Fixed rules check for red flags
• Tavily searches for related pages
• Nemotron 3 Super proposes evidence lines
• Quote gate verifies each line is verbatim in fetched page
• Verdict derived from rules and verified lines
• Generate short Bahasa Indonesia message for family

Evidence

It surfaced one for 8 of 20.

Source

The coverage gate failed, so web evidence is context only.

Source

48 of 48 evidence lines shown were gate‑verified.

Source