Web Retrieval APIs for LLM Grounding vs SERP Snippet APIs
LLM agents need richer passages than search snippets provide to reason accurately and cite sources.
Marcus Tewolde
Agent Ops Weekly — Page 3
Grounding & Hallucinations
Knowledge Cutoff Gaps and Live Web Grounding for Time-Sensitive Queries
Models confidently hallucinate answers about facts beyond their training window.
Marcus Tewolde
· 11 min read
Inline Citation Patterns for Grounded Agent Responses
How AI agents hide citation failures behind the appearance of grounded responses.
Darian Kwok
The Feed
Webhook Delivery Patterns for Async Agent Outputs
How to structure webhooks so AI agents don't duplicate work.
Marcus Tewolde
Structured Summaries With Source Attribution From Multi-Document Retrieval
Darian Kwok
Automated Report Generation From Agent Web Research
Darian Kwok
JSON Schema Enforcement for Reliable LLM Structured Outputs
Priya Subramaniam
Stateful vs Stateless Agent Design Trade-Offs
Darian Kwok
Multi-Agent Orchestration With Supervisor and Subagent Roles
Supervisor agents solve tool overload, context limits, and reasoning collapse in production systems.
Priya Subramaniam
Preventing Infinite Loops in LLM Planning Agents
Darian Kwok
ReAct vs Plan-and-Execute Agent Architectures
Darian Kwok
Dynamic Tool Selection in Agents With Large Tool Sets
Marcus Tewolde