Kim

This original CPU-only Go classifier separately estimates response requests, current development work and completion reports. Each head has true/false/unknown classes. It generates no prose and never verifies task completion or authorizes application writes. This version is not operationally qualified. On 240 original AI-reviewed development rows, gated true proposals/correct were KO: response1/1, activity7/7, completion0/0 (undefined precision); EN: response6/6, activity6/6, completion3/4. Pooled completion precision was75%, below the frozen98% research floor. Unknown activity/completion references had only3 families per locale, below the minimum5. Few perfect proposals do not establish…

This is an experimental, CPU-only Go classifier for three claims expressed in English or Korean development comments. One fixed semantic-contrast data continuation reduced mean three-head cross-entropy on a newly sealed AI-reference research evaluation from 0.996490 to 0.860646, compared with a fixed float continuation control. The paired difference was −0.135844, with a 95% lineage-bootstrap interval of [−0.154294, −0.117779]. The prespecified research-progress conditions were met. The general stratum got worse: its candidate-minus-control CE difference was +0.023867. Completion hints remain unqualified, and these AI-reference results do not establish human agreement, private-work…