JOB136 — DEVELOPMENT RECORD

Starting point: public Job135 count-delta-v2 full-field model and numerical
teacher. Its earlier reserved benchmark is public; this study does not reuse
it as a fresh test. No Job135 file is revised by this job.

The new design keeps the frozen full-field model for non-relation channels
and learns an explicitly narrower relation-editing specialist. The input
connection identity path and candidate support are engineered priors.

Three authored art seeds were written before new model results were examined.
Their interpretations are authorial propositions, not learned output labels.

The public editor has a separate optional preservation policy. A restored
protected connection or endpoint colour is a deterministic software action,
not evidence of learning. Raw proposals are retained beside final responses.

The first local browser-preview attempt was rejected by the browser security
policy because file: URLs are disallowed. No alternate server, content
injection, browser engine or CDP route was attempted. Static/Node checks and
scientific figure inspection are separate from an actual browser render.
Physical-phone, rendered-browser and live-site behaviour remain untested.

Additional model/test development records are retained alongside this file.

The first art-trajectory helper saved the first field, then failed while serializing a NumPy integer inside an action record (TypeError: int64 not JSON serializable). The helper was corrected to serialize numerical scalars and resume only when previously saved bytes match exactly. Model weights and the saved field were unchanged.
A follow-up byte-resume guard stopped on the first field because the initial Windows text writer used CRLF and the corrected byte writer uses LF. Resume now compares parsed data while leaving the original bytes intact; lineage always hashes those actual retained bytes.

The first extracted-archive smoke test passed offline inference, metric audit and transport, then found an omitted legacy numerical fixture used by the inert DOM test. The fixture is now bundled under the preserved sibling135/setup/parity path. The delivered archive is extracted and checked again before the outer kit is built. No model or scoring change was involved.
