SemiAnalysisAI

Use when reviewing PRs or diffs that add or modify user-visible Simplified Chinese in InferenceX, including refactors and files whose names do not contain zh.

Author an InferenceX benchmark blog post in MDX. Codifies the structure, numeric-verification workflow, frontmatter, MDX components, dashboard links, and FAQ JSON-LD pattern used by published InferenceX posts. Use when asked to draft, write, or scaffold a new…

Repository-specific guidance for working with InferenceX's Neon PostgreSQL databases, connection variables, migrations, and query code. Use when Neon, Postgres, DATABASE_URL, database, schema, migration, or backend data access is mentioned.

Download and analyze InferenceX ML inference benchmark data — GPU performance metrics across hardware, frameworks, and models. Use when asked to analyze inference benchmarks, compare GPUs, plot pareto frontiers, or work with InferenceX data.

Debug long-running AgentX benchmark jobs from live cluster logs and metrics instead of waiting for buffered GitHub Actions output. Use for AgentX bring-up, performance tuning, apparent hangs, warmup or profiling failures, aggregated or disaggregated serving…

Drive a full-sweep benchmark config to green with a tight feedback loop by triggering and monitoring the sweep, finding the root causes of failures, and, for fast iteration, using SSH to reproduce a single config directly on the runner's cluster instead of…