From Error Logs to Past Fixes with Hindsight Recall

The devops_agent.py implements the recall() function to query the Hindsight API, retrieving semantically similar past incidents from a specific BANK_ID. While vector search offers flexibility for matching error logs, raw similarity scores can confuse engineers. To address this, the DevOps Memory Agent integrates a rule-based context parsing engine. This pipeline processes vector hits retrieved via the Hindsight Recall API through pattern-matching filters, converting raw data into structured, deterministic remediation recommendations and actionable terminal commands.