Publications
Reports and notes written alongside the research programmes. DOIs and external citations are recorded only once formally issued.
Kongkiat Hirankerd
We describe a transport-agnostic message contract enabling models from different vendors and runtimes to cooperate on a shared task graph, with capability negotiation and provenance preservation across hand-offs.
Kongkiat Hirankerd
A description of the capture protocol, AI-assisted labeling workflow and mandatory human verification stage used to build a versioned drone detection dataset for Thai conditions.
Kongkiat Hirankerd
A position paper on operating capable language models on locally owned GPU infrastructure, covering routing policy, quantisation trade-offs and data-residency requirements.
Kongkiat Hirankerd
Preliminary observations on failure modes of temporal action recognition when fighter skeletons overlap during clinch sequences in Muay Thai footage.
Kongkiat Hirankerd
An architecture for citation-grounded visual identification and hazard assessment support, scoped strictly to search, verification, classification, assessment and documentation.
Kongkiat Hirankerd
We outline a tutoring architecture in which the language model reads live simulation state, and describe the pilot design intended to evaluate conceptual gain.