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🔄 Weekly pulse report: 2026-06-23 #15

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32 changes: 16 additions & 16 deletions reports/2026-06-23.md
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# 📊 GitHub Pulse Scout — areal-project/AReaL

**Window:** 2026-06-16T07:32:57.996Z → 2026-06-23T07:32:57.996Z **Issues fetched:** 12
**Window:** 2026-06-16T07:40:23.267Z → 2026-06-23T07:40:23.267Z **Issues fetched:** 12

## Activity

Expand Down Expand Up @@ -44,27 +44,27 @@

### Overall

Project momentum is **steady but slow**: 10 issues remain open with only 2 closed, and
**~48 days** average time to close signals backlog drag. Most discussion centers on FP8,
Qwen3.x MoE/MTP support, and reward/advantage normalization refinements.
Project momentum is **active but backlogged**, with twice as many issues opened as
closed and **10 open** items. Most discussions are technical and implementation-heavy,
yet **stale** labels on over half the open issues signal slower follow-through and
review delays.

### Trends & focus

- **Feature surge**: FP8 training and Qwen3.6 MoE/MTP paths (#1378, #1398) plus CISPO
loss, configurable loss aggregation, and multi-teacher distillation.
- **Stale overload**: 6 stale issues and **7 authors** show engagement, yet response
latency remains high.
- **Operational gaps**: Misaligned reward norm group size, chat template JSON/mapping
mismatch, and missing min-valid-group guardrails create silent failures.
- Feature work dominates: FP8 weight transfer, Qwen3.6 MoE support, distillation, and
new loss/aggregation knobs.
- **Response efficiency is low** (~48 days to close), and **stale** tags point to
stalled reviews or deferred decisions.
- Participation is broad (**7 authors**) but concentrated; hottest threads include
#1243, #1330, and #1378.

### Recommendations

- **Triage stale backlog** and set a 14-day SLA to cut close time below 30 days.
- **Merge or close** overlapping FP8/awex fixes (#1359, #1378) to unblock
inference/training parity.
- **Add validation** for reward norm group size vs n_samples and chat template tool_call
handling to prevent silent desync.
- Triage and retire stale issues; convert RFCs into tracked roadmap items or close.
- Add owners and target dates to open feature issues to accelerate reviews.
- Harden defaults and validation (scheduler, group size, chat templates) to reduce
user-facing errors.

<small>Generated on 2026-06-23T07:32:57.999Z by
<small>Generated on 2026-06-23T07:40:23.270Z by
[GH Pulse Scout](https://github.com/oss-infra/gh-pulse-scout), a tool that analyzes
GitHub issue data to provide insights into project health and trends with AI 💖.</small>
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