benchmark-analysis

Compress context without losing action-critical source evidence or privacy boundaries.

Protect schemas, identities, units, timestamps, and source-of-truth boundaries in data work.

Review a diff for correctness, scope, security, tests, and AI slop with an independent fresh context.

Research football squads, transfers, fixtures, and ratings with date-bound primary sources.

Apply Godot scene, GDScript, tilemap, and runtime-validation conventions when the task is Godot-specific.

Choose the smallest reliable client and model for a task without surprising paid usage.

Inspect provider availability and circuit-break unhealthy endpoints without generation calls.

Route against verified remaining free or included quota while treating local counters as advisory.

Run a read-only preflight before publishing or declaring a milestone ready.

Turn a broad request into a small goal, constraints, acceptance checks, and non-goals.

Debug from a falsifiable hypothesis and new evidence instead of repeating the same fix.

Review a change for secrets, trust boundaries, authorization, data exposure, and unsafe automation.