coilyco-flight-deck/voice-flow-learning-loop
Archived
1
0
Fork 0
Code Issues 11 Pull requests Projects Releases Packages Wiki Activity Actions

Loop 2 layer 5: session-aware weighting #8

New issue
Open
opened 2026-05-23 20:55:37 +00:00 by coilysiren · 0 comments
coilysiren commented 2026-05-23 20:55:37 +00:00
Owner
Copy link

Originally filed by @coilysiren on 2026-05-20T12:01:07Z - https://github.com/coilysiren/voice-flow-learning-loop/issues/9

Context

Layer 5 of the 8-layer build path for Loop 2 documented in README.md.

Goal

A phrase appearing 50 times in one session because Kai was iterating on a bug is task-specific noise. A phrase appearing 50 times across 50 sessions is durable signal worth a snippet. Weight cross-session repetition higher than intra-session.

  • Pull session boundaries from session-lattice if its session-grouping is exposed via MCP. Otherwise fake it via repo-recall's session metadata (each session has a session_id in the JSONL filename and repo-recall already groups by session).
  • Add a session-spread metric to each candidate's output: "seen 47 times across 12 sessions" vs "seen 47 times in 1 session".
  • Ranking incorporates session-spread: value = frequency × length × log(session_count + 1) or similar.

Done when

  • Candidate output includes session-spread alongside frequency and length.
  • Ranking incorporates session-spread.
  • A candidate that occurs only in one session ranks below an otherwise-equivalent candidate spread across sessions.

Depends on: layer 4. Unblocks: higher signal-to-noise for layer 6 onward.

_Originally filed by @coilysiren on 2026-05-20T12:01:07Z - [https://github.com/coilysiren/voice-flow-learning-loop/issues/9](https://github.com/coilysiren/voice-flow-learning-loop/issues/9)_ **Context** Layer 5 of the 8-layer build path for Loop 2 documented in [README.md](../blob/main/README.md). **Goal** A phrase appearing 50 times in *one* session because Kai was iterating on a bug is task-specific noise. A phrase appearing 50 times across 50 sessions is durable signal worth a snippet. Weight cross-session repetition higher than intra-session. - Pull session boundaries from session-lattice if its session-grouping is exposed via MCP. Otherwise fake it via repo-recall's session metadata (each session has a `session_id` in the JSONL filename and repo-recall already groups by session). - Add a session-spread metric to each candidate's output: "seen 47 times across 12 sessions" vs "seen 47 times in 1 session". - Ranking incorporates session-spread: `value = frequency × length × log(session_count + 1)` or similar. **Done when** - Candidate output includes session-spread alongside frequency and length. - Ranking incorporates session-spread. - A candidate that occurs only in one session ranks below an otherwise-equivalent candidate spread across sessions. **Depends on:** layer 4. **Unblocks:** higher signal-to-noise for layer 6 onward.
coilysiren added
P3
 and removed
P2
 labels 2026-05-31 07:01:24 +00:00
Commenting is not possible because the repository is archived.
No Branch/Tag specified
Branches Tags
main
No results found.
Labels
Clear labels
  
P0
now / blocking / urgent

  
P1
next / important

  
P2
backlog / will do

  
P3
someday / low

  
P4
icebox / frozen / reopen if it becomes real

No labels
P0
P1
P2
P3
P4
Milestone
Clear milestone
No items
No milestone
Projects
Clear projects
No items
No project
Assignees
Clear assignees
No assignees
1 participant
Due date
The due date is invalid or out of range. Please use the format "yyyy-mm-dd".

No due date set.

Dependencies

No dependencies set.

Reference
coilyco-flight-deck/voice-flow-learning-loop#8
No description provided.