ModelRefs / Code Review Assistant — Architecture Blueprint
Code Review Assistant — Architecture Blueprint
Production architecture blueprint for Code Review Assistant: components, deployment patterns, cost & latency optimization, security, observability, and the production launch checklist.
Overview
Reviews PRs for security, correctness and style with citation back to your project conventions and prior reviews. Code Review Assistant is a provisional implementation reference with candidate models, providers, tools, benchmarks and deployment patterns to validate on the target workload. Engineered for developer tooling pipelines with reproducible evaluation harnesses, CI/CD integration, and per-commit model versioning. Self-hosted cluster deployment provides full network isolation and GPU scheduling control. Evaluation results are persisted to a metrics store and surfaced in PR review dashboards.
Implementation profile
| Category | coding-models |
|---|---|
| Implementation maturity | production |
| Evidence status | incomplete |
| Primary use cases | coding-copilot, reasoning |
| Deployment options | managed-api, hybrid |
| Architectures | serverless-api, managed-container, self-hosted-cluster |
Candidate models with published references
- BGE-M3
- GPT-5
- GPT-5 Mini
- Claude Opus 4
- Llama 4 Scout
- DeepSeek R1
- Mistral Large 2
- Command R+
- o3
- o4 Mini
- Text Embedding 3 Large
- Claude Sonnet 4
Coverage means the model is a candidate worth evaluating for this workflow, not a ranking or a recommendation. Models whose reference pages are still in review are omitted.
Benchmarks relevant to this workflow
miracl, mkqa, mldr, swe-bench, aider-polyglot, gpqa, aime-2025, tau-bench, browsecomp-long-context, longfact-concepts, terminal-bench, mmmu, mmlu-pro, livecodebench.
Relevance is a coverage signal from the canonical registry. Each benchmark only describes its own protocol and date, so confirm the harness matches your workload before treating a score as evidence.
Continue your research
Use these connected ModelRefs sections to compare alternatives, inspect implementation paths, and review the evidence and governance boundaries relevant to Code Review Assistant — Architecture Blueprint.