KRXY

E0011

Splitting one answer across two nodes

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Published recordupdated 7 November 2026

Research question

Can two Raspberry Pis cooperate on one deliverable, generating separate parts of a contact-form page in parallel, and return a valid result faster than one node?

Methodology

An opt-in contact-form experiment, outside the normal chat path, assigned markup and styling to separate child jobs, combined them locally and checked the result against a validation contract. It was not a model-sharding system.

Baseline

The single-node complete-page comparison in Part 6: the 1,024-token stylish page finished after 882 output tokens, with about 148.9 s of compute on Node 01 and 145.7 s on Node 02.

Interpretation

The scheduler achieved some parallelism, but the assembled page failed its validation contract: the expected .contact-submit CSS selector was missing, and a repair job did not fix it. Splitting a task adds interface contracts, assembly rules and repair overhead. Here it made the result slower and still invalid. Parallel independent inference was demonstrated; splitting a single answer was not shown to be better.

Limitations

A single attempt on one task. Not a model-sharding or distributed-decoding system, and not a training experiment.

Reproducibility

No repository artifact or raw log is attached. The figures are copied from the published journal entry.

Measured results

Child-job overlap27.9 sRepair job111 sEnd to end153 s
Approximate split-task timings. Source: Building KRXY, Part 6.
LabelValueNote
Child-job overlap27.9 sThe two child jobs ran at the same time for this long
Repair job111 sAdded time; did not produce a valid result
End to end153 sSlower than the single-node complete page