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Continuation of #960...
The central idea of system protocol and intrinsic metrics is a good one. However, folks want to quickly calculate these
metrics without the burden of having to create a DCE first. ...
enhancement
What to build
Reconcile docs/implementation-status.md with the live codebase and document the new read service contracts so future
planning and the eventual MCP adapter work start from accurate foundations. ...
For the current text-to-speech for Riverbot, change the voice from male to female
Non-blocking residuals surfaced during the adversarial review of #13 / ADR 0014 (PRs #22, #23). The feature is complete
and shipped; these are hardening/consolidation follow-ups.
1. Phase-level single-agent ...
What to build
Refactor read_shell_state(connection) in app.py — and any panels that consume its freshness or signal sub-sections — to
delegate to fetch_freshness_provenance_bundle and fetch_signal_state_bundle ...
The objects currently appear at their final positions, which should happen at Stage 2, where translation is actually
performed. For Stage 1, they must appear all center at the origin.
What to build
Refactor the three explanation-related render functions in app.py to consume the read service layer instead of doing
their own inline SQL and ad hoc snapshot JSON parsing.
Functions to ...
For better maintainability, separate the application into multiple files.

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