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What
Follows #684 (pt1, descends-from). The D50 same-morpheme bind path had the same row-id durability bug: emitters wrote
NodeRef( etymon , str(id)) and canonicalization_projection did int(subj_ref), ...
Trello Card: feat: MultiSeedTrainer — vmap-over-seeds parallelism
What?
Adds MultiSeedTrainer and the underlying MultiSeedScanLoop strategy. The trainer fits n_seeds independently-initialised
agents ...
Summary
- Add QA/Release role-specific runtime-source addenda for AGENTS, HEARTBEAT, and TOOLS.
- Mirror the Product Planning addendum structure with minimal QA/Release wording.
- Preserve QA boundaries: ...
BEN-9153 — Page-builder fidelity (Phase 2)
Drives the real data-module builder toward the locked Wix/Squarespace × Power BI/Tableau × NHL/ESPN bar
(builder-mock.html). 22 commits; the last three are this ...
What does this PR do?
Fixes a gateway bug where an automatic session-reset notice can be suppressed even though the expired session contains
persisted conversation history.
SessionStore.get_or_create_session() ...
comp/gateway
P2
type/bug
Summary
- Reject capability registries and tool-vault directories as runtime-owned tool-schema routes, not Hermes Tweet
source-list targets.
- Add fixture coverage so this fresh discovery vector ...
What
Collapse the 📎 materials chooser header from two lines into one, led by the quiz name.
Before (V96.29):
📎 เอกสารประกอบ (3)
Dyspepsia-1
After:
📎 Dyspepsia-1 (3)
The quiz name is the useful identifier; ...
What why
The V1 skeleton engine (backend/src/structure/) — the §0 codified coaching structure layer that turns a magnitude-free
corpus shape into a per-week training scaffold (phase + load + long-run ...
This PR contains the following updates:
| Package | Change | Age | Confidence |
| --- | --- | --- | --- |
| ruff (source, changelog) | ==0.15.17 → ==0.15.18 | age | confidence |
Release Notes
details ...
Summary
- update the self-iteration showcase anchor to current main commit 86d6d9d and refreshed public Git workload signals
- add a conservative efficiency evidence model that maps all repo commits ...