dpskv3-logistic-review

dpskv3-logistic-review is a Model training & evaluation skill for AI agents, published by mirage-project in the mirage repository on GitHub. Skillspace rates dpskv3-logistic-review D (63/100) and it passed the safety scan; the rating is based on static analysis only.

Audit the DeepSeek V3 MPK demo + builder chain end-to-end and confirm logical equivalence with vLLM's reference implementation. Use after structural changes to `python/mirage/mpk/models/deepseek_v3/builder.py`, `demo/deepseek_v3/demo.py`, or any MLA / MoE / MTP task in `python/mirage/mpk/persistent_kernel.py`, `src/kernel/task_register.cc`, and `include/mirage/persistent_kernel/tasks/blackwell/mla_*.cuh` / `moe_*.cuh`. Produces a structured drift report so the change reviewer can confirm the math/topology is still equivalent.

Grade
D
Quality
63 / 100
Safety
Passed
GitHub stars
2,490

Unproven: rated by static analysis only, not yet compared head-to-head.

Our two independent classifiers differ on this skill's category, so treat the placement as provisional.

This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.

Our review

Architecture
90 / 100
Maturity
Basic: a single SKILL.md
Security scan
No issues found
License
Not declared. Check the repository before reusing it.

Not checked yet

  • Category is a classifier prediction; no model has read this skill yet
  • Not judged on the rubric yet (not a contender in its category)
  • No blind task eval yet
  • Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
  • Sibling files (scripts, references) not fetched; security scan covers SKILL.md only

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