Independent Research & Development
Research
Evaluating whether local models can participate usefully in real software development workflows without giving up privacy, speed, or operational sanity.
Can local models contribute meaningfully to planning, implementation, and review inside practical engineering workflows?
Treating operational telemetry as a system that should answer questions directly, not only populate dashboards after the fact.
What changes when observability data is designed for direct technical investigation instead of passive dashboard consumption?
Field report on getting GLM-4.7-Flash running natively on DGX Spark with upstream vLLM, including dead ends, compatibility traps, and the final known-good stack.
What stack reliably serves GLM-4.7-Flash on DGX Spark using upstream vLLM instead of helper repositories or vendor-specific wrappers?
