NO TOKENS OUT.
JUST DECISIONS.
A 524 MB Q8 decision model running locally in the browser. No API key. No cloud inference. No generated text. Every interaction is a typed decision with probabilities you can inspect.
Decision Playground
Define any `choice`, `score`, or `noul` question and inspect the real distribution.
Inbox X-Ray
Spam, phishing, credential solicitation and pressure signals over one email.
News Pulse
A genuine 4-way topic decision: World, Sports, Business, or Science & Tech.
Prompt Firewall
An explicitly experimental view of jailbreak and suspicious-instruction signals.
Decision Race
Trigger a queue of events and watch them route into lanes one decision at a time.
Confidence Collision
Edit near-ambiguous text and watch decision margins move in real time on demand.
Local Privacy Vault
Run sensitive text locally and prove that inference sends zero input payloads to a server.
Observatory
Latency, confidence, tokens, option count, cache state and inference history.
Decision Playground.
Use Laya directly. `choice` picks from named options, `score` returns an expectation over ordered levels, and `noul` returns P(true).
Inbox X-Ray.
Paste any email. Four independent Laya questions reveal phishing, spam, credential solicitation and coercive urgency.
News Pulse.
A visually clean 4-way topic decision aligned with the AG News-style benchmark: World, Sports, Business, Science & Technology.
Prompt Firewall.
One genuine 4-way Laya choice classifies the prompt as normal, prompt injection, secret extraction, or social engineering.
Decision Race.
Nothing runs by itself. Click Run Queue and Laya processes each item locally, one real inference at a time, while cards move into topic lanes.
World
Sports
Business
Science & Tech
Confidence Collision.
Compare two similar texts under the exact same 4-way question. The interesting part is not only the winner; it is the margin between the top two classes.
Local Privacy Vault.
Run sensitive text through Laya locally. The page downloads model assets, but it never sends the user’s inference text to an inference API.
Decision Observatory.
Every real question run in this page is recorded locally: latency, confidence, token count, question type and option count.
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