A case study of self-hosted Hindsight, observed local Qwen routes, and request-scoped GPU work without a hosted model subscription on the inspected paths.
Memory storage, retrieval, and the inspected model routes run on owned compute #local AI
#local llm
#Qwen3.5
#embeddings
#Docker
My Hermes model recommendations from long-context, tool, streaming, and vision tests on RTX 5060 Ti, RTX 2000E Ada, RTX 3060 Ti, and RTX 3070 systems.
#Hermes Agent
#RTX 5060 Ti
#long context
#llama.cpp
#Ollama
See a verified lazy local AI fleet and its staged T0 to T4 control plane with Hermes, LiteLLM, Tailscale Aperture, and Pearl mining.
A tiered agent fleet sends each task to an appropriate model while idle GPUs return to mining #Hermes Agent
#tailscale aperture
#Tailscale
#llama.cpp
#Ollama
A five-model RTX 5060 Ti versus GB10 comparison, plus a same-host Qwen3.8 Flash-Next Strata benchmark through 256K context.
Local model performance depends on memory architecture, model choice, and context length. #RTX 5060 Ti
#DGX Spark
#qwen3.8
#strata
#Qwen3.5