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project-comparison

Compare OSS projects and proprietary solutions for a building block, with Red Hat pick recommendation

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redhat-et/physical-ai-platform-intel
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22 de junho de 2026 às 21:34
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name
project-comparison
description
Compare OSS projects and proprietary solutions for a building block, with Red Hat pick recommendation
user-invocable
true
argument-hint
<solution1> <solution2> [solution3...] [--block <building-block>]
# Project & Solution Comparison Compare a set of OSS projects and/or proprietary solutions that address the same platform building block. Synthesizes existing project reports (from `project-health-eval` and `project-tech-eval`) and company profiles (from `company-intel`) into a side-by-side comparison with a Red Hat recommendation. ## Usage ```text /project-comparison "MuJoCo" "Newton" "Isaac Sim" "Genesis World" /project-comparison "vLLM" "NIM" "TensorRT-LLM" --block "Inference Server" /project-comparison "KAI Scheduler" "Kueue" "Volcano" ``` ## Arguments - `<solution1> <solution2> ...`: Two or more solutions to compare (required). Can be OSS project names, proprietary product names, or GitHub URLs. - `--block <building-block>`: Specify the platform building block these solutions address. If omitted, the skill infers it from the solutions. ## Output Creates a comparison report at `deliverables/intel/project-comparisons/{building-block}.md` using the template at `deliverables/intel/_templates/project-comparison.md`. Also back-writes the Recommendation to each project's individual report (see Step 4b). ## Report Organization - **Comparisons are per-building-block** in `deliverables/intel/project-comparisons/` - **A project can appear in multiple comparisons** if it spans multiple building blocks (its report lists all blocks in Project Identity) - **Pull data from per-project reports** at `deliverables/intel/projects/`. Each project report feeds into whichever comparison covers its building block(s) ## Process ### Step 1: Gather existing reports For each solution: - **OSS project**: Check if `deliverables/intel/projects/{project}.md` exists. If yes, pull scorecard data from it. If no, flag as `[no report — run project-health-eval and project-tech-eval first]`. - **Proprietary product**: Check if the vendor has a company profile in `deliverables/intel/companies/`. If yes, pull product details from it. Proprietary solutions don't get health/tech scorecards — they get feature descriptions from the company profile. If key reports are missing, inform the user which evaluations should be run first, but proceed with available data rather than blocking. ### Step 2: Feature dimension discovery & research Identify the ~8-15 feature dimensions that matter for comparing solutions in this building block: 1. Read the building block description from `research/building-blocks.md` — its "Key trade-offs" and "Solution landscape" notes hint at the dimensions that matter 2. Read each project's **Capabilities & Positioning** section from their reports at `deliverables/intel/projects/` 3. Check `deliverables/oss-landscape-deep-dive.md` for pre-existing analysis to reconcile 4. WebSearch for feature comparison blog posts, benchmark results, migration guides 5. Select feature dimensions that are **discriminating** (not all projects equal) and **important** to the platform decision 6. For multi-valued features (e.g., supported GPU backends, physics types, scene formats), use comma-separated value lists rather than one row per option with ✅/⚠️/❌ Use ✅/⚠️/❌ for boolean capabilities. Use value lists for multi-valued features. Aim for a compact table that fits on one screen. ### Step 3: Build comparison matrices Fill the comparison template sections in order: 1. **Feature Comparison**: Functional capabilities using dimensions from Step 2 (✅/⚠️/❌ for booleans, value lists for multi-valued) 2. **Lock-in Comparison**: Hardware / Vendor / Ecosystem lock-in per solution — pull from each project's Lock-in Assessment section 3. **Production Adoption**: Notable users per solution — pull from each project's Production Adoption section, supplement with WebSearch 4. **Red Hat Platform Fit**: OpenShift compatibility, RHEL compatibility, license compatibility, contribution model, vendor relationship, platform fit recommendation (Build / Partner / Integrate) 5. **Health & Risk Comparison**: Summarized scorecards from project reports (controlled vocabulary ratings) 6. **Architecture Comparison**: Design philosophy, runtime requirements, extension model, data formats, key dependencies ### Step 4: Formulate recommendation Answer the question: **"If Red Hat had to pick one of these to contribute to, integrate, and downstream into products, which one would it be?"** Structure the recommendation as: - **Recommended pick**: Name + 1-2 sentence rationale covering community fit, technical fit, and strategic fit - **Runner-up**: Name + why it's second and when it might be preferred - **Why the recommended solution**: 3-5 strongest arguments - **What we give up**: Tradeoffs vs. the runner-up - **Conditions / Watch items**: Under what circumstances would the recommendation change? ### Step 4b: Back-write Recommendation to project reports For each OSS project with a report at `deliverables/intel/projects/{project}.md`, fill the Recommendation field in the Executive Summary: ```markdown - **Recommendation**: {Build / Partner / Integrate} — {1-sentence rationale, see [comparison](../project-comparisons/{block}.md)} ``` This closes the loop: the comparison skill owns the Recommendation field that health-eval and tech-eval leave blank. ### Step 5: Validation - [ ] All solutions compared on the same dimensions (no dimension appears for some but not others) - [ ] Health/risk ratings use controlled vocabulary from project report templates - [ ] Feature comparison uses ✅/⚠️/❌ for booleans, value lists for multi-valued features - [ ] Platform fit uses controlled vocabulary: Build / Partner / Integrate - [ ] Recommendation includes explicit tradeoffs, not just the winner - [ ] Links to full project reports and company profiles included - [ ] Proprietary solutions clearly marked as such (no health scorecard for closed-source) - [ ] **Naming convention**: all entity references use "Product (Vendor)" format - [ ] **Back-write confirmed**: Recommendation field updated in each project report - [ ] **Feature dimensions**: all selected dimensions present for all solutions (no partial rows) ## Style Rules - Factual feature comparisons, not marketing language - State what each solution does and doesn't do — don't rank subjectively without evidence - When benchmark data exists, cite it; when it doesn't, say so - The recommendation is an informed opinion, clearly marked as such, with conditions that would change it - **Naming convention**: use "Product (Vendor)" format for all entity references throughout — e.g., "MuJoCo (Google DeepMind)", "Isaac Sim (NVIDIA)", "Genesis World (Genesis Embodied AI)". Consistent with project-health-eval and project-tech-eval naming rules.
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