The problem
Useful AI systems need clear orchestration, evidence, cost discipline and boundaries—not isolated demonstrations.
Research, frameworks and tools for model orchestration, intelligent automation, local and cloud AI systems, provenance and efficient AI workflows.
ResearchUseful AI systems need clear orchestration, evidence, cost discipline and boundaries—not isolated demonstrations.
Samtaro AI researches practical patterns for model orchestration, automation, provenance and efficient local and cloud workflows.
Internal Samtaro product teams and approved research contexts.
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