Side B is a focused, tested refactor that deduplicates thread-XML formatting across CLI and server, adds a needed delegate field with proper escaping and unit tests. Side A dumps a large untested 572-line script plus deploy/README churn under a vague 'nice' message, mixing unrelated concerns (agent framework + Fly deploy tweaks) without tests or clear integration into the existing codebase.
A adds the full adam.py runtime (init/load, LLM I/O, voting, ranking-backed compaction, CLI) plus concrete Open WebUI Fly fixes (VM/swap, secure cookies, deploy script and troubleshooting), which define core product and operability. B’s shared thread_xml module, delegate on ThreadItem/RPC, and DRY CLI/copy paths are real lasting cleanup with tests, but they only refine forum presentation rather than introduce comparable capability.
Side B makes a focused architectural improvement by introducing a shared `thread_xml` formatter used by both the CLI and browser copy path, eliminating duplicated formatting logic while also extending the RPC `ThreadItem::Post` with `delegate` metadata and adding tests for XML escaping and output. Side A adds a large new `adam.py` tool and deployment documentation/scripts, but much of the patch is new application code and operational guidance rather than an improvement to existing project structure, making B's reusable refactor and API enhancement the more durable contribution.