Toya AI found 38 runs where the judge model called the verification API with malformed JSON arguments, failed silently, caught the error in its own catch block, and politely apologized to the user while marking the internal ticket as resolved.
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We ran 450 synthetic production replays against an internal claims-processing agent last quarter, and our LLM-as-a-judge graded every single run as a pass. The customer…
Company
Toya AI
A clear plan to take control of your debt.
- Industry
- Technology, Information and Internet
- Location
- San Diego, US
- Company size
- 1 employee
About Toya AI
Debt doesn’t overwhelm people because they’re careless. It overwhelms people because it’s confusing. Toya gives people the clarity and control they’ve been missing. We bring all your debts into one clean view, build a personalized payoff plan, and show you exactly what to do next — without spreadsheets, stress, or guesswork. Our mission is simple: Help people take back control of their money and their future. Join the club for people who are ready to move forward.
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Latest activity from Toya AI
9 signals
Products & Services
Toya AI's assertion layer caught 41 semantic violations across the next 2,000 synthetic evaluations.
Products & Services
Toya AI conducted 500 synthetic test runs across a payment pipeline passing JSON schema validation with a 100% success rate.
Operations & Supply
Toya AI replaced its judge prompts with deterministic assertion suites including exact JSON schema validation, sandboxed mock APIs, and real production failure traces.
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