Every processed story in chronological order, with the newest coverage first. Filter by tag, source, or score to drill in.
The pattern directly addresses two concrete costs of long-running agent loops — context window exhaustion and API latency spikes — by combining caching, lazy schema loading, and model-role separation with an intermediate compaction step.
Teams running any Claude 3-era model ID in production should audit environment variables, framework defaults, and test fixtures immediately, and build automated monitoring against `GET /v1/models` to catch the next retirement — `claude-opus-4` and `claude-sonnet-4` — before it breaks users.