Refactor an existing single-loop tool-calling agent for SQL report writing into a Deep-Research pipeline architecture using DSPy. Focus: what to split, what to keep, what to evaluate.
Refactor an existing single-loop tool-calling agent for SQL report writing into a ReAct (Reason+Act) architecture using Smolagents. Focus: what to split, what to keep, what to evaluate.
Agent loop that critiques and revises its own output for SQL report writing. Full trace capture via Langfuse, retry budget, and ship criteria.
Agent loop that critiques and revises its own output for bug triage from Sentry logs. Full trace capture via custom SQLite trace store, retry budget, and ship criteria.
Agent loop that critiques and revises its own output for content calendar planning. Full trace capture via Helicone, retry budget, and ship criteria.
Agent loop that critiques and revises its own output for compliance audit. Full trace capture via Arize Phoenix, retry budget, and ship criteria.
Agent loop that critiques and revises its own output for email triage and drafting. Full trace capture via custom SQLite trace store, retry budget, and ship criteria.
Agent loop that critiques and revises its own output for invoice reconciliation. Full trace capture via OpenTelemetry + Honeycomb, retry budget, and ship criteria.
Agent loop that critiques and revises its own output for recruiting resume screen. Full trace capture via Arize Phoenix, retry budget, and ship criteria.
Agent loop that critiques and revises its own output for release note generation. Full trace capture via LangSmith, retry budget, and ship criteria.
Agent loop that critiques and revises its own output for contract redlining. Full trace capture via OpenTelemetry + Honeycomb, retry budget, and ship criteria.
Agent loop that critiques and revises its own output for social media scheduling. Full trace capture via Braintrust, retry budget, and ship criteria.