diff --git a/docs/reference-matrix.md b/docs/reference-matrix.md
index e334c2970..eed5452b0 100644
--- a/docs/reference-matrix.md
+++ b/docs/reference-matrix.md
@@ -180,6 +180,16 @@ Mooncake transport discovery are not substitutes for those paper readsets.
The separate Sarathi-Serve case above uses a freshly pinned official edition;
it does not recover or import that archive or its supplier-authored synthesis.
+Separately, the fresh official OSDI 24 DistServe edition is retained in the
+[phase-placement reference](../src/inferrsi/data/skill_library/methods/optimization-search-policy/references/distserve-phase-placement/README.md)
+under `optimization-search-policy` (`candidate`, empirical validation `not_run`).
+The 2026-10-30 full-paper qualification and selected visual checks support the
+independent-versus-paired-stage feasible sets, joint-SLO per-GPU denominator and
+simulation limits; the [source record](../src/inferrsi/data/skill_library/methods/optimization-search-policy/references/distserve-phase-placement/source-record.json)
+retains the exact edition, readset and UNKNOWN rights. This source requalification
+does not recover the archive, establish novelty over its unseen synthesis or
+validate a current serving engine.
+
### Negative findings (scoped to inspected paths and revisions)
- **Disk-level storage I/O mechanics** (mmap/pinned staging buffers,
diff --git a/docs/searchspace-matrix.md b/docs/searchspace-matrix.md
index 9e372b3da..1e69f39df 100644
--- a/docs/searchspace-matrix.md
+++ b/docs/searchspace-matrix.md
@@ -197,7 +197,7 @@ System-level: scheduler, DVFS, process isolation, environment variables, driver
| Gap | Row | Priority | Next action |
|-----|-----|----------|-------------|
| Further native hardware-source coverage | Accelerator / Communication | Later source expansion | Native NCCL remains unmined. Existing CUTLASS/DeepGEMM/FlashInfer slices do not cover broad dispatch. Investigate UCX when a multi-node workload requires it, and ROCm when an AMD target exists; none is newly covered by this delivery. |
-| Earlier six-paper foundation archive unavailable | Uncredited paper mechanisms | Input blocked | Supply the approved archive/readsets before importing ZeRO-Infinity, FlexGen, Sarathi-Serve, DistServe, PagedAttention or Mooncake paper candidates; do not substitute config/discovery evidence |
+| Earlier six-paper foundation archive unavailable | Uncredited original-archive mechanisms | Input blocked for original-archive import | Supply the approved archive/readsets before importing its ZeRO-Infinity, FlexGen, Sarathi-Serve, DistServe, PagedAttention or Mooncake candidates; do not substitute config/discovery evidence. Separately, the fresh official-edition [DistServe phase-placement reference](../src/inferrsi/data/skill_library/methods/optimization-search-policy/references/distserve-phase-placement/README.md) is retained under the existing search-policy owner as candidate / not_run source knowledge; it does not recover that archive or qualify runtime, device or service behavior |
| Reviewed A–F qualification | Scoped Accelerator / Host / Network rows above | Separate future task | Candidates and author evidence do not establish runtime compatibility, measured gains or NPU support; no reproduction authorized |
| Save-path performance qualification (checkpoint) | SSD / Optimize + Verify | Low | DCP asynchronous staging, pinned-buffer reuse and completion gates are now sourced in `dcp-async-save-performance`; no local gains, NPU compatibility or backend durability verified. fastsafetensors-specific performance remains unsourced; no repeat mining authorized |
| Wave-7 input pipeline qualification | Accelerator / RAM / SSD / Network | Low | Mode-specific DALI behavior, FFCV current toolchain/distributed limits, Mosaic cache-churn and sample correctness remain unmeasured; no hardware run approved |
diff --git a/docs/skill-coverage.md b/docs/skill-coverage.md
index 7261443c3..659f69008 100644
--- a/docs/skill-coverage.md
+++ b/docs/skill-coverage.md
@@ -4,7 +4,7 @@ Generated from the registry, the skill sidecars and the two maintained
matrices. **Do not edit by hand**; regenerate after any registry, skill,
matrix or frozen-plan change.
-- Input digest: `sha256:bf6ac4fe724e1f91f7373ed7352852919749aa9cb1e53e8d27e68e3e1df4b8ff`
+- Input digest: `sha256:43760f8a7e388c4c55bf61fd9680da4ecabe56264eafe5ebe1beacc3ae0b85d8`
- Regenerate: `python tools/build_skill_coverage.py`
- Verify without writing: `python tools/build_skill_coverage.py --check`
@@ -129,7 +129,7 @@ optimization is fully covered or that any procedure has measured benefit.
| [inference-benchmark-design](../src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md) | common | Select task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents ... | **unknown** | — | — | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
Task-specific benchmark selection (issue #60) ([Issue #60 report](https://github.com/InferMatrixLab/InferRSI/issues/6 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-applicability |
| [inference-optimization-casebook](../src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md) | common | How to structure and use a casebook of past optimization decisions as a decision-support tool. Extracts the casebook ... | **unknown** | — | 1 Accelerator · Optimize | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [kernel-writing-guide](../src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md) | common | Decision guide for writing custom inference kernels: when to write one, which framework to choose (Triton, CuTe DSL ... | **unknown** | — | 1 Accelerator · Optimize / Diagnose / Configure / Verify | 1 · Systems sources (Dao-AILab/causal-conv1d @ `cd81f0413cad2fc1e6f17e785ac39f59aae690cd` ...)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (huggingface/transformers @ `0dad7b822255a0ae261ec45ae937371e859ffd1a` ...)
1 · Systems sources (mindspore-ai/akg @ `5aa15f3fe4d856eb60cd3b27447e04f5f1fb4dff` ...)
1 · Systems sources (sgl-project/sglang @ `16176278d0180f1a1a578e53e6eef432577876c2` ...)
1 · Systems sources (vllm-project/vllm @ `537a79f0fc5ba564d2bef43d54915b2f80f9f77d` (root ...) | candidate · not_run · 7 readset(s) | no-applicability, no-eval |
-| [optimization-search-policy](../src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md) | common | Policy for how an optimization agent should select, order, and stop optimization experiments. Covers candidate ... | **unknown** | — | 1 Accelerator · Optimize | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
2 · Methodology and corpus references (RRSI — arXiv 2609.24972v3)
2 · Methodology and corpus references (arXiv 2608.01867 (CRISP))
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 7 readset(s) | no-applicability, no-eval |
+| [optimization-search-policy](../src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md) | common | Policy for how an optimization agent should select, order, and stop optimization experiments. Covers candidate ... | **unknown** | — | 1 Accelerator · Optimize | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
2 · Methodology and corpus references (RRSI — arXiv 2609.24972v3)
2 · Methodology and corpus references (arXiv 2608.01867 (CRISP))
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 9 readset(s) | no-applicability, no-eval |
| [performance-ceiling-analysis](../src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md) | common | Estimate optimization headroom before modifying an inference system. Produces a three-level ceiling model (analytical ... | inference serving systems (LLM, diffusion, audio) | — | 1 Accelerator · Diagnose / Verify
5 OS · Configure | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (ebugger/Empirical-Roofline-Toolkit @ 0771fa9)
1 · Systems sources (hahnyuan/LLM-Viewer @ 1893e4b) | candidate · not_run · 16 readset(s) | no-eval |
| [plan-activation-residency](../src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md) | common | Propose training activation and gradient memory reductions by distinguishing lifetime reordering, address packing and ... | **unknown** | — | 1 Accelerator · Diagnose / Optimize / Verify | 1 · Systems sources (Checkmate — [1910.02653v3](https://arxiv.org/abs/1910.02653v3)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [repository-evolution-analysis](../src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md) | common | Analyze a repository's commit history to build a capability-evolution model: what the system can do, how it got there ... | any software repository with a recoverable git history | — | — | 2 · Methodology and corpus references (LearningToCommit/LearningToCommit @ 7e5a1d7)
2 · Methodology and corpus references (yetone/magpie @ 77800032) | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-eval |
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index 50464fea2..1aba78e0f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
@@ -15,7 +15,7 @@ These are knowledge abstracts (`--kind knowledge`), with namespaced package
IDs distinct from explicitly selected `checkout_ref` skills. Ascend/CUDA
procedures use their corresponding backend; shared methods use `common`.
-Source snapshot: [c5e13944c06a8a03ab7015a8933981a983e42186](https://github.com/InferMatrixLab/InferRSI/tree/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library).
+Source snapshot: [95b1e4bac05edd101392a70920fc2295074f0848](https://github.com/InferMatrixLab/InferRSI/tree/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library).
```bash
inferrsi knowledge search 'profiling' --repo-type inferrsi --limit 50
@@ -29,7 +29,7 @@ contain the current input paths and bytes (Git checkout filters are respected).
```bash
python tools/build_skill_index.py --source-revision
-python tools/build_skill_index.py --source-revision c5e13944c06a8a03ab7015a8933981a983e42186 --check
+python tools/build_skill_index.py --source-revision 95b1e4bac05edd101392a70920fc2295074f0848 --check
```
`--check` detects missing, stale and unexpected generated records without writing.
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
index 15c7f3ff8..0610a0059 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
index 93260a6e7..7357a200e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
index ef68579bd..026359c20 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
index 36f92b57d..63f56357a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
index a0d5c8c59..0c5eaea45 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
index 5f746c46d..5bfd264e9 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
index f8ceae7c8..3444a5836 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
index 92c99dd63..ebe1fef6e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
index 2b70e686b..8dbac6ea2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
index 20c058d35..6d41c745e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
index 5be88df8b..05bcbb1f8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
@@ -24,8 +24,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
index 3aa47ab27..a39a0572b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
@@ -24,8 +24,8 @@
"sources": [
{
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- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
index 9b074d7fa..5e31dee93 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
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- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
index 6fde6678f..f9852f7ae 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
index 721060d94..04d778b86 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
@@ -16,8 +16,8 @@
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- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
index 7756c1301..9a06b4b11 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
@@ -16,8 +16,8 @@
"sources": [
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- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
index a5357f135..c70f2ed85 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
@@ -20,8 +20,8 @@
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- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
index ecbb2d324..3d744a251 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
@@ -29,8 +29,8 @@
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- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
index 5506ae49e..c6c800c98 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
@@ -30,8 +30,8 @@
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- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
index ea5171357..21fde87ea 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
@@ -23,8 +23,8 @@
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- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
index 21373ea43..d2a5bba0e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
@@ -26,8 +26,8 @@
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- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
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"src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
index b2bde92e2..d08ff234c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
@@ -25,8 +25,8 @@
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- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE",
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
index a76263984..fcea3403c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
@@ -23,8 +23,8 @@
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- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
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"src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
index 9173d33e8..ec6f11635 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
@@ -21,8 +21,8 @@
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- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
index b27a542ce..16eb129f7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
@@ -23,8 +23,8 @@
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- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
index 29288ee06..63ea52616 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
"src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
index a9920f438..1fb80053f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
"src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
index 7169a9d63..0361b093d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
index 59160a87d..5a7d2cc47 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
index 4149eb57b..15dda5be9 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
index 066b9cfd9..d61046382 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
index 1626bcd8a..e1ef97ce5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
index 1b15338b2..e323beb0a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/repositories/comfy-ui/LICENSE",
"src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
index 515fc89aa..a4a5de8a4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
index ac50b9ca3..5feddf468 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
index 2f9845e02..3a549ce9a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
index ef7a40054..fdd5f275f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
index b01184e87..1109b3b5a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
index 00d84e827..cd000a389 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
index f8984451a..bc848dd3a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/repositories/dwarfstar/LICENSE",
"src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
index d4b8c68d9..2464b7b7d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
index bc1749570..34c39a8fc 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
index 18d9ae726..cb3f9a019 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
index 053898b1b..41a8e3862 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
index 7cf060d13..aa920afde 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
"src/inferrsi/data/skill_library/repositories/husky/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
index e38e0536a..6b3675e24 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
index 726c8467f..a26eedb1d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/cases/admission-drain-occupancy.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
index 571129076..2d46438a2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
@@ -39,8 +39,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/cases/causal-conv1d-dispatch-state.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
index 427697464..84da69300 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
index 86b259c09..314288ef3 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
index 49cd72067..14e81969f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/repositories/lily/LICENSE",
"src/inferrsi/data/skill_library/repositories/lily/NOTICE.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
index 8d6b9814f..1ebd25bb4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/repositories/lithos-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
index 13c0f6966..b4d2dcca2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
"src/inferrsi/data/skill_library/repositories/local-dream/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
index 742d7bd56..4a2326614 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/repositories/mistral-rs/LICENSE",
"src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
index 0a5e0563c..1792ecdab 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlc-llm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
index 9d286e066..e42d9f9e3 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
index cafbdc364..822382292 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
index 798493ab5..3acce4fec 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
@@ -21,13 +21,15 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.json",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.md",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json",
+ "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/distserve-phase-placement/README.md",
+ "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/distserve-phase-placement/source-record.json",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/INTEGRATION_NOTES.md",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/MECHANISMS.md",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/NEXT_GATE_LEADS.md",
@@ -36,7 +38,7 @@
"src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/updates/optimization-search-policy.md",
"src/inferrsi/data/skill_library/skill-index.json"
],
- "content_sha256": "164d5f67dcf3ec2dc0f93359da361777c00e7feab46503dfd14962b3957d488b"
+ "content_sha256": "0ba4ade1648764a7422f564abe2d4fc9f9a25b5943a6c70c81ce17b8e7fb48d9"
}
],
"index_type": "packaged-skill",
@@ -45,10 +47,12 @@
},
"checkout_ref": "checkout:optimization-search-policy",
"source_files": {
- "src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md": "164d5f67dcf3ec2dc0f93359da361777c00e7feab46503dfd14962b3957d488b",
+ "src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md": "0ba4ade1648764a7422f564abe2d4fc9f9a25b5943a6c70c81ce17b8e7fb48d9",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.json": "f8448973cf1c9e506179c02c5e55bd804ea039b7276cf08071952f6c0be656ad",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.md": "2c2a8147001d24d1abc8672f15cf0ca759ae461b734413c8dcb7497634bb6821",
- "src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json": "e853aae5b69ebf08fad94b2f4e0ad757475b96e8527414d2c942151531dba133",
+ "src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json": "d5aaaa4511c9287e1f3d1f07a25c36320a68cb35a5066778cbd3c2bbb5203c6a",
+ "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/distserve-phase-placement/README.md": "56e16efce447dfd4990a024ff1d6f7cb428f8e3e1f7b32a7e4d05f57139b836a",
+ "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/distserve-phase-placement/source-record.json": "21cc9562f1c19d6b57957c01b53e0adf8700d05ffaaa7764afe07c4da1284de1",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/INTEGRATION_NOTES.md": "157e74ba180426b279b548a729769f152bf18f9a78ffca4ebfcaf26b7d0c5292",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/MECHANISMS.md": "18bb2f5d7e52773c516420a142edfb531d0b9c822a2934d60f3234ac1cb9d40e",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/NEXT_GATE_LEADS.md": "16a264c7159f9c2c700ce8ba46e63f3e636b277c987da4970f6d2fa085fcb053",
@@ -74,6 +78,26 @@
"external"
],
"empirical_validation": "not_run",
+ "sources": [
+ {
+ "type": "paper",
+ "id": "usenix:osdi24:zhong-yinmin",
+ "version": "OSDI 24 proceedings, July 2024, pages 193-210",
+ "url": "https://www.usenix.org/conference/osdi24/presentation/zhong-yinmin",
+ "sections": [
+ "3.3",
+ "4.1-4.2",
+ "6.1-6.5",
+ "7",
+ "Appendices A-C"
+ ],
+ "readset": "references/distserve-phase-placement/source-record.json"
+ },
+ {
+ "type": "unknown",
+ "scope": "Pre-existing sources remain in their original procedure/readsets; this amendment does not normalize that inventory"
+ }
+ ],
"limitations": [
"Source-derived candidate; no local efficacy validation.",
"Original typed source inventory is not normalized; retain source identities and limits in the procedure/readsets."
@@ -85,7 +109,9 @@
"references/papers-20261015/NEXT_GATE_LEADS.md",
"references/papers-20261015/references/source-notes.md",
"references/papers-20261015/updates/optimization-search-policy.md",
- "cases/sarathi-chunk-budget.json"
+ "cases/sarathi-chunk-budget.json",
+ "references/distserve-phase-placement/README.md",
+ "references/distserve-phase-placement/source-record.json"
],
"references": [
"../inference-optimization-casebook/cases/qwen-b300-rejected-directions.md",
@@ -99,7 +125,9 @@
"cases/sarathi-chunk-budget.json",
"../../repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
"../assess-serving-preemption/SKILL.md",
- "../calibrate-serving-simulation/SKILL.md"
+ "../calibrate-serving-simulation/SKILL.md",
+ "../performance-ceiling-analysis/SKILL.md",
+ "../../repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md"
],
"consumption_mode": "packaged"
},
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
index 59eecca4c..d8a00b0fb 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
index 5fde95df1..968956ca4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
index 14d1ac0fb..9c43c1ff9 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
"src/inferrsi/data/skill_library/methods/plan-activation-residency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
index 3327dbace..d1a1ecc97 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/repositories/project-maya/LICENSE",
"src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
index 0113cbb14..2c630b6c4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
"src/inferrsi/data/skill_library/methods/repository-evolution-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
index e1df63741..fccdde4cf 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
index f19d61f2f..4be510eb3 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
index 3062af59c..e1ab587f6 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/repositories/splash/LICENSE",
"src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
index ac42b98c1..cfe190d5c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
index 1c56b3e7d..b1fa42bc6 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
"src/inferrsi/data/skill_library/methods/training-input-pipeline/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
index 9efe6daab..b2164f169 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
"src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
index dcfebda27..d00fa08ff 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/assets/campaign.template.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
index 37c7ebf9c..c3248f455 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
index f894ccf93..5fe7522d4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
index 6f18573b8..646537a8f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
"src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
index f86ac899a..c96c05cf1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/LICENSE",
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
index 13bd48286..98d7ef8a0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
index aa21e20fb..d9278ddbe 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
index c2aa42eec..7ae3cae3b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
@@ -36,8 +36,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
+ "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/metadata.json",
diff --git a/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md b/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md
index 7c905d54b..dd615e856 100644
--- a/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md
+++ b/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md
@@ -209,6 +209,18 @@ per-engine two-hour searches. None is an InferRSI measurement.
## Prior art from related systems
+### DistServe — topology changes the phase-placement search
+
+When comparing separate prefill and decoding plans, read the
+[DistServe phase-placement reference](references/distserve-phase-placement/README.md).
+Its high-bandwidth branch optimizes phase configurations independently; its
+weak-cross-node-bandwidth branch pairs corresponding model-layer groups inside
+a node and jointly enumerates complete per-phase intra-node parallel layouts
+under their combined GPU capacity constraint. Preserve that
+feasible-set difference before comparing joint TTFT/request-average-TPOT
+attained goodput per provisioned GPU. The paper's simulated ablation and
+historical measured results do not qualify a current engine configuration.
+
### RRSI — bounded harness proposals and acceptance
Use [RRSI v3 source evidence](references/papers-20261015/references/source-notes.md#f1--rrsi)
diff --git a/src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json b/src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json
index 32ae378e6..acdf3a6d4 100644
--- a/src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json
+++ b/src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json
@@ -13,6 +13,20 @@
"external"
],
"empirical_validation": "not_run",
+ "sources": [
+ {
+ "type": "paper",
+ "id": "usenix:osdi24:zhong-yinmin",
+ "version": "OSDI 24 proceedings, July 2024, pages 193-210",
+ "url": "https://www.usenix.org/conference/osdi24/presentation/zhong-yinmin",
+ "sections": ["3.3", "4.1-4.2", "6.1-6.5", "7", "Appendices A-C"],
+ "readset": "references/distserve-phase-placement/source-record.json"
+ },
+ {
+ "type": "unknown",
+ "scope": "Pre-existing sources remain in their original procedure/readsets; this amendment does not normalize that inventory"
+ }
+ ],
"limitations": [
"Source-derived candidate; no local efficacy validation.",
"Original typed source inventory is not normalized; retain source identities and limits in the procedure/readsets."
@@ -24,7 +38,9 @@
"references/papers-20261015/NEXT_GATE_LEADS.md",
"references/papers-20261015/references/source-notes.md",
"references/papers-20261015/updates/optimization-search-policy.md",
- "cases/sarathi-chunk-budget.json"
+ "cases/sarathi-chunk-budget.json",
+ "references/distserve-phase-placement/README.md",
+ "references/distserve-phase-placement/source-record.json"
],
"references": [
"../inference-optimization-casebook/cases/qwen-b300-rejected-directions.md",
@@ -38,7 +54,9 @@
"cases/sarathi-chunk-budget.json",
"../../repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
"../assess-serving-preemption/SKILL.md",
- "../calibrate-serving-simulation/SKILL.md"
+ "../calibrate-serving-simulation/SKILL.md",
+ "../performance-ceiling-analysis/SKILL.md",
+ "../../repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md"
],
"consumption_mode": "packaged"
}
diff --git a/src/inferrsi/data/skill_library/methods/optimization-search-policy/references/distserve-phase-placement/README.md b/src/inferrsi/data/skill_library/methods/optimization-search-policy/references/distserve-phase-placement/README.md
new file mode 100644
index 000000000..9ed04766a
--- /dev/null
+++ b/src/inferrsi/data/skill_library/methods/optimization-search-policy/references/distserve-phase-placement/README.md
@@ -0,0 +1,100 @@
+# DistServe phase-placement constraints
+
+Source-derived reference for candidate selection under the existing
+optimization-search-policy owner. It records one distinction from Zhong et al.,
+[DistServe, OSDI 24](https://www.usenix.org/conference/osdi24/presentation/zhong-yinmin)
+([official paper](https://www.usenix.org/system/files/osdi24-zhong-yinmin.pdf)),
+especially Sections 3.3 and 4.1-4.2, Algorithms 1-2. Edition, readset, source
+identity, rights and evidence status are in the [source record](source-record.json).
+
+## The placement assumption determines the feasible plans
+
+Prefill processes the input tokens; decoding produces subsequent tokens. Their
+different batching and parallelism needs motivate separate plans in DistServe.
+The planning branches also assume different costs for moving the key/value
+(KV) attention cache between the phases:
+
+| Paper branch | Assumption and search | Constraint to retain |
+| --- | --- | --- |
+| Algorithm 1, high cross-node bandwidth / HighNode-Affinity | Cross-node KV transfer is treated as negligible. Search tensor/pipeline parallelism for each phase independently, then replicate the selected phase instances to serve the target rate. | Independent phase optima are conditional on that transfer assumption. |
+| Algorithm 2, weak cross-node bandwidth / LowNode-Affinity | Group corresponding model-layer segments for same-node NVLink transfer. Jointly enumerate the two phases' memory-feasible intra-node parallelism configurations, subject to their combined GPU allocation fitting the node. | A phase's locally best configuration can be infeasible when the paired configuration must fit in the same node; total per-phase pipeline-parallel degrees can differ. |
+
+The second branch restricts the feasible placement set before scoring plans;
+it is not an extra transfer penalty applied after choosing independent optima.
+The same-node condition concerns corresponding model-layer segments. Algorithm
+2 shares an outer `inter_op` grouping, then selects `Pp` and `Pd` from the general
+intra-node configurations described in Section 4.2. Keep that outer grouping
+separate from each phase's complete tensor/pipeline-parallel layout. Appendix B,
+Table 3 reports OPT-66B prefill TP=4/PP=1 and decoding TP=2/PP=2 for the main
+end-to-end workloads, which Section 6.1 says use Low. The inner search is not
+specified as TP-only, and the shared outer grouping does not require equal
+total PP. The helper's internals and reconstruction of a concrete placement
+remain unqualified here.
+
+The grouping does not require an entire multi-node model to fit in one node.
+Duplicate phase weights, KV capacity and the prefill-side source buffer remain
+resource costs (Sections 3.2-3.3 and 5); they cannot be omitted because compute
+is separated.
+
+For a future comparison, declare the cross-node bandwidth assumption, per-node
+GPU capacity, outer corresponding-layer grouping and complete per-phase
+tensor/pipeline layouts
+before selecting candidates. If the intended mapping exceeds node capacity,
+exclude that mapping from Algorithm 2's feasible set. If transfer is material,
+the independent-search assumption needs separate evidence. These are
+source-derived decision checks, with no planner or runtime implementation here.
+
+## Preserve the score and its denominator
+
+The paper optimizes the maximum offered request rate at which the declared
+fraction of requests meets **both** time-to-first-token (TTFT) and time-per-output-token
+(TPOT) limits, divided by the GPUs provisioned for the placement. TPOT averages
+decoding time within a request, excluding its first token. It does not bound
+every individual token gap. Keep the joint request-attainment target, latency
+limits, workload and GPU denominator fixed when comparing phase plans
+(Sections 1-2 and 6.1-6.2).
+
+## Evidence limits and counter-signals
+
+- The authors' main testbed uses four nodes with 32 A100-80GB SXM GPUs,
+ intra-node NVLink and 25-Gbps cross-node links; FP16 OPT-13B/66B/175B,
+ dataset-derived lengths and synthetic Poisson arrivals. LongBench inputs are
+ capped for OPT's 2048-position limit. This is historical author-reported
+ evidence; exact serving-code revisions and a modern-vLLM reproduction are
+ not established here.
+- Figure 11's High-bandwidth and vLLM++ comparisons are simulated. Table 2
+ compares measured vLLM and DistServe-Low attainment with the simulator at
+ listed loads. The printed values differ by at most 1.8 percentage points;
+ the authors' “less than 2%” wording does not establish relative error or
+ universal SLO certification. A calibrated model still needs qualification
+ for a changed workload, device, engine or transfer path.
+- Section 6.5's opening sentence reverses the High/Low Algorithm 1/2 labels.
+ The table above follows the explicit algorithm titles and Section 6.4,
+ preserving that source inconsistency rather than silently reconciling it.
+- Section 6.3's transfer fraction below 0.1% uses summed request-lifecycle
+ times under local corresponding-stage NVLink placement. It is not a general
+ inter-node cost or a device-wall-time fraction.
+- Section 7 identifies throughput-only and scarce/single-GPU settings as
+ counter-indications for disaggregation. Advanced preemption and fault
+ tolerance remain future work. GQA/MQA and extreme-context benefits are
+ expectations, without supporting evaluations in this edition.
+
+Use the existing calibration and performance-ceiling owners for simulation
+qualification and cost accounting. Current-engine KV readiness, ownership and
+release require the vLLM lifetime owner and the selected implementation's
+contracts; this paper does not establish connector conformance. Those owners
+are declared in the parent skill's metadata, without copying their procedures.
+
+## Relationship to prior work and source handling
+
+This reference requalifies a subject overlapping closed-unmerged
+[PR #156](https://github.com/InferMatrixLab/InferRSI/pull/156),
+`case.distserve-phase-placement`. It uses original attributed prose from the
+fresh official edition; it neither resumes nor copies that proposal. The
+missing original archive and its synthesis remain unavailable. Novelty against
+that unseen synthesis is UNKNOWN.
+
+The publisher provides open access, while paper-specific third-party
+redistribution and derivative rights remain UNKNOWN. Raw PDF, extracted text,
+figures and page renders are excluded. This reference grants no paper license,
+candidate promotion, execution authority or local performance claim.
diff --git a/src/inferrsi/data/skill_library/methods/optimization-search-policy/references/distserve-phase-placement/source-record.json b/src/inferrsi/data/skill_library/methods/optimization-search-policy/references/distserve-phase-placement/source-record.json
new file mode 100644
index 000000000..247416d50
--- /dev/null
+++ b/src/inferrsi/data/skill_library/methods/optimization-search-policy/references/distserve-phase-placement/source-record.json
@@ -0,0 +1,98 @@
+{
+ "schema_version": 1,
+ "kind": "source-reference",
+ "owner": "optimization-search-policy",
+ "state": "source_qualified",
+ "source": {
+ "type": "paper",
+ "id": "usenix:osdi24:zhong-yinmin",
+ "title": "DistServe: Disaggregating Prefill and Decoding for Goodput-optimized Large Language Model Serving",
+ "authors": ["Yinmin Zhong", "Shengyu Liu", "Junda Chen", "Jianbo Hu", "Yibo Zhu", "Xuanzhe Liu", "Xin Jin", "Hao Zhang"],
+ "version": "OSDI 24 proceedings, July 2024, pages 193-210",
+ "publisher": "USENIX Association",
+ "isbn": "978-1-939133-40-3",
+ "url": "https://www.usenix.org/conference/osdi24/presentation/zhong-yinmin",
+ "pdf_url": "https://www.usenix.org/system/files/osdi24-zhong-yinmin.pdf",
+ "pdf_bytes": 832045,
+ "pdf_sha256": "bb03e59d6ec6550015901f3f78d7e68f5a07cad8ccacb12f72835a8b667341c1",
+ "qualification_utc": "2026-10-30T23:08:59.585510+00:00",
+ "readset": {
+ "full_text": "All 19 PDF pages: cover, abstract, Sections 1-9, references 1-60 and Appendices A-C",
+ "visually_inspected_pdf_pages": [1, 2, 6, 8, 9, 10, 11, 12, 13, 18, 19],
+ "caption_and_discussion_only_figures": [2, 5],
+ "retained_scope": ["Sections 3.3 and 4.1-4.2 / Algorithms 1-2", "Sections 1-2 and 6.1-6.2 metric definition", "Sections 3.2-3.3 and 5 resource costs", "Sections 6.3-6.5 simulation, calibration and label limits", "Section 6.1 and Appendix B Table 3: Low experiments with unequal total per-phase PP", "Section 7 and Appendices A-C applicability limits"],
+ "exclusions": "No code/artifact repository, slides/video or other paper edition was acquired. Raw source assets remain private and are not bundled."
+ }
+ },
+ "claim_map": [
+ {
+ "claim": "Independent phase configuration search assumes negligible cross-node KV transfer",
+ "locators": ["Section 4.1", "Algorithm 1", "Appendix A"],
+ "evidence_type": "source_observation"
+ },
+ {
+ "claim": "Weak-cross-node-bandwidth planning shares an outer corresponding-layer grouping and jointly enumerates general per-phase intra-node parallelism configurations under combined GPU capacity",
+ "locators": ["Sections 3.3 and 4.2", "Algorithm 2", "Appendix B"],
+ "evidence_type": "source_observation"
+ },
+ {
+ "claim": "Low end-to-end experiments report unequal total per-phase PP: OPT-66B prefill TP=4/PP=1 and decoding TP=2/PP=2",
+ "locators": ["Section 6.1", "Appendix B Table 3"],
+ "evidence_type": "source_observation_of_author_report",
+ "interpretation_limit": "Shared outer grouping does not impose equal total PP or TP-only inner search; helper internals and concrete placement reconstruction remain unqualified here"
+ },
+ {
+ "claim": "Per-GPU goodput uses maximum request rate at joint TTFT/request-average-TPOT attainment divided by provisioned GPUs",
+ "locators": ["Sections 1-2", "Sections 6.1-6.2"],
+ "evidence_type": "source_observation"
+ },
+ {
+ "claim": "High/vLLM++ ablation is simulated; printed calibration attainment differs by at most 1.8 percentage points",
+ "locators": ["Section 6.4", "Figure 11", "Table 2"],
+ "evidence_type": "author_report_and_arithmetic_over_printed_values"
+ },
+ {
+ "claim": "Duplicate weights and KV/source-buffer costs, throughput/resource-scarce counter-signals, preemption and fault-tolerance limitations",
+ "locators": ["Sections 3.2-3.3", "Section 5", "Section 7"],
+ "evidence_type": "source_observation"
+ }
+ ],
+ "source_conflicts": [
+ "Section 6.5 opening sentence swaps the Algorithm 1/2 High/Low labels; explicit algorithm titles and Section 6.4 identify Algorithm 1 as High and Algorithm 2 as Low.",
+ "The Table 2 less-than-2% phrase does not distinguish relative percentage error from absolute attainment difference. The retained arithmetic is an absolute 1.8-percentage-point maximum."
+ ],
+ "rights": {
+ "publisher_access": "Open access; availability is not a blanket reuse grant",
+ "paper_specific_redistribution_license": "UNKNOWN",
+ "paper_specific_derivative_permission": "UNKNOWN",
+ "author_permission": "UNKNOWN",
+ "source_policy_url": "https://www.usenix.org/conferences/author-resources/submissions-policy",
+ "source_policy_observation": "Authors retain copyright; no signed paper-specific consent or broad third-party reuse permission was obtained",
+ "public_content": "Original attributed prose and source metadata only",
+ "excluded_assets": ["Raw PDF", "Full extracted text", "Figures", "Page renders", "Publisher snapshots"]
+ },
+ "historical_relationship": {
+ "prior_proposal_url": "https://github.com/InferMatrixLab/InferRSI/pull/156",
+ "prior_proposal_state": "closed-unmerged",
+ "prior_case_id": "case.distserve-phase-placement",
+ "prior_proposal_head": "6eca16c190cfe4eca6b10be3646ea1589c204382",
+ "relationship": "Overlapping source requalification; not reopening or copying the prior proposal",
+ "original_archive": "omnirsi-paper-intelligence-2026-10-15.zip",
+ "original_archive_recovery": "BLOCKED: original bytes, exact edition/readset, synthesis body and rights unavailable",
+ "novelty_versus_unseen_synthesis": "UNKNOWN"
+ },
+ "verification": {
+ "source_qualification": "Prior complete-paper qualification, selected visual checks and parent PDF/owner-blob verification retained with their original date",
+ "repository_checks": "Reported separately on the exact delivered revision",
+ "local_distserve_runtime": "not_run",
+ "model_or_device_validation": "not_run",
+ "service_performance": "not_run",
+ "agent_effect": "not_run"
+ },
+ "limitations": [
+ "Source-only reference under an existing candidate skill; not an operating-root, runtime feature or candidate promotion",
+ "Historical author reports and simulated comparisons do not establish modern-engine compatibility or efficacy",
+ "Bounded current-owner comparison is not a full-library absence or novelty proof",
+ "Unknown source and historical-synthesis rights remain unknown"
+ ]
+}