A stateful perception architecture that lets text-only models operate graphical interfaces through structure, OCR, affordance probes, and change events.
The engineering record behind a complete 27B agentic coding model in one 8.39 GB native GGUF: allocation, packing, behavior repair, kernels, and artifact-faithful validation.
Pre-register when the claim is uncertain. Execute when the claim is mechanical. Report both wins and failures.
Benchmarks stay sealed until representation and training choices freeze. Model claims carry denominators and protocol. Runtime claims come from the exact deployed artifact.
Experiments that fail remain part of the record. Research is useful when another builder can see exactly where the method worked—and exactly where it stopped.