Agent QA
Context Over Index: What AI Coding Agents Actually Need to Operate Software
Why traditional APMs and prompt stacking fail autonomous coding agents, and why full runtime context graphs are the true fuel for production AI.
Session graphs, runtime context, and escaping the indexing tax.
Why traditional APMs and prompt stacking fail autonomous coding agents, and why full runtime context graphs are the true fuel for production AI.
How Softprobe keeps agent session triage snappy while the lake stays the single source of truth.
Why traditional log warehouses force teams to discard 90% of their runtime data, and how a session-graph architecture on S3/DuckLake collapses observability costs.