Cover Story · Field Tests — i — Oct 13, 2026

What Snake Reveals About Real-Time Action Selection

Snake provides a simple, continuous environment for testing real-time action selection with a decision-first model. Latency, decision quality, and failure modes become visible under sustained control.

I. Features Selected Reading

— Field Tests —

Can Laya Sort Inbox, Spam, and Phishing Messages?

A practical field test for sorting email into inbox, spam, and phishing with a decision-first model. Focus on logging, e...

Oct 13, 2026

— Field Tests —

Using Structured Decisions as an AI Content-Safety Layer

A decision-first model can serve as a content-safety layer by returning allow, block, or review with a confidence score....

Oct 12, 2026

— Field Tests —

Can a Decision Model Choose the Right Tool for an Agent?

A decision-first model can route an agent to the next tool by returning a structured choice and confidence score. This p...

Oct 12, 2026

II. From the Archive Long Reads

— Failure Log —

The Input Was Valid. The Decision Was Still Wrong.

A valid input can still produce a wrong decision. This post describes how The Decision Bench logs, isolates, a...

Oct 11, 2026

— Failure Log —

Testing Laya on Sarcasm, Clickbait, and Ambiguous Headlines

Sarcasm, clickbait, and ambiguous headlines expose decision boundaries that clean test sets often miss. This p...

Oct 11, 2026

— Failure Log —

When High Confidence Meets an Out-of-Distribution Example

High confidence on out-of-distribution inputs is a dangerous failure mode. This post describes how to detect, ...

Oct 10, 2026

— Failure Log —

The Guardrail Demo Passed—Until the Prompt Changed Slightly

A guardrail that passes a polished demo can still fail after minor prompt changes. This post describes how to ...

Oct 10, 2026