🔄 Weekly pulse report: 2026-06-23

.github/workflows/pulse.yml

@@ -83,8 +83,7 @@ jobs:
           pip install pre-commit
           # Run the Markdown formatting hooks on the generated report only.
           # pre-commit exits non-zero when it reformats a file, so don't fail the job.
-          pre-commit run mdformat end-of-file-fixer trailing-whitespace \
-            --files reports/${{ env.DATE }}.md || true
+          pre-commit run --files reports/${{ env.DATE }}.md || true
 
       - name: Create Pull Request
         uses: peter-evans/create-pull-request@v8.1.1

reports/2026-06-23.md

@@ -0,0 +1,70 @@
+# 📊 GitHub Pulse Scout — areal-project/AReaL
+
+**Window:** 2026-06-16T07:32:57.996Z → 2026-06-23T07:32:57.996Z **Issues fetched:** 12
+
+## Activity
+
+| Metric            | Count |
+| :---------------- | ----: |
+| 🆕 New issues     |     5 |
+| ✅ Closed issues  |     2 |
+| 📂 Currently open |    10 |
+
+## Response efficiency
+
+| Metric                 |  Value |
+| :--------------------- | -----: |
+| Avg close time (hours) | 1143.3 |
+| Avg close time (days)  |  47.64 |
+| Closed sample size     |      2 |
+| Unique issue authors   |      7 |
+
+## Top labels
+
+| Label           | Count |
+| :-------------- | ----: |
+| `stale`         |     6 |
+| `documentation` |     1 |
+
+## 🔥 Hottest issues
+
+- [#1243](https://github.com/areal-project/AReaL/issues/1243) — [RFC] Integrate Ray Core
+  RDT for Weight Syncing (💬 **5**)
+- [#1330](https://github.com/areal-project/AReaL/issues/1330) — [Doc] (💬 **4**)
+- [#1378](https://github.com/areal-project/AReaL/issues/1378) — [Feature] [V1] FSDP BF16
+  Training + SGLang FP8 Rollout (💬 **3**)
+- [#1359](https://github.com/areal-project/AReaL/issues/1359) — [Feature] Support FP8
+  weight transfer in awex colocated (CUDA-IPC) path (💬 **2**)
+- [#1398](https://github.com/areal-project/AReaL/issues/1398) — [Feature] Support
+  Qwen3.6 MoE training: make the MTP head opt-in (default off) for RL (💬 **1**)
+
+## 🤖 AI Summary
+
+# Pulse summary — last 7 days
+
+### 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.
+
+### 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.
+
+### 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.
+
+<small>Generated on 2026-06-23T07:32:57.999Z 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>