From Error Logs to Past Fixes with Hindsight Recall

Implementing recall() in Code
​Below is the core implementation within devops_agent.py responsible for querying the Hindsight API and handling returned semantic matches:

import os
from hindsight_client import Hindsight
client = Hindsight(
    base_url=os.getenv("HINDSIGHT_API_URL"),
    api_key=os.getenv("HINDSIGHT_API_TOKEN")
)
BANK_ID = os.getenv("HINDSIGHT_BANK_ID", "devops-pipeline-agent")

def search_pipeline_memory(error_trace: str, top_k: int = 3):
    \"\"\"Queries Hindsight memory bank for semantically similar past incidents.\"\"\"
    try:
        response = client.recall(
            bank_id=BANK_ID,
            query=error_trace,
            limit=top_k
        ) 
        if not response or not hasattr(response, 'results') or not response.results:
            return None 
        return response.results
    except Exception as e:
        print(f"Error querying Hindsight Recall API: {e}")
        return None

Key Benefits of Semantic Recall
Error Synonym Matching: Matches disparate log formats (Exit Code 137 vs OOMKilled) to the same resolution.
Noise Reduction: Filters out transient timestamp differences and line numbers, focusing purely on structural stack trace signatures.
Sub-second Triage: Reduces manual triage time from 20+ minutes to under a second.
Resources & Links
GitHub Repository: 25wh1a05be/devops-pipeline-agent
Hindsight Documentation: hindsight.vectorize.io
"""