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updates to adrs and fixing to reflect go refactor.
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Billy Davies
2026-02-23 06:14:23 -05:00
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decisions/0019-handler-deployment-strategy.md
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# Python Module Deployment Strategy
* Status: accepted
* Status: superseded by [ADR-0061](0061-go-handler-refactor.md)
* Date: 2026-02-02
* Deciders: Billy
* Technical Story: Define how Python handler modules are packaged and deployed to Kubernetes
> **Note (2026-02-23):** This ADR described deploying Python handlers as Ray Serve applications inside the Ray cluster. [ADR-0061](0061-go-handler-refactor.md) supersedes this approach — all five handler services (chat-handler, voice-assistant, pipeline-bridge, tts-module, stt-module) have been rewritten in Go and now deploy as standalone Kubernetes Deployments with distroless container images (~20 MB each). The Ray cluster is exclusively used for GPU inference workloads. The handler-base shared library is now a Go module published at `git.daviestechlabs.io/daviestechlabs/handler-base` using Protocol Buffers for NATS message encoding.
## Context
We have Python modules for AI/ML workflows that need to run on our unified GPU cluster: