Why "why did our infra costs jump in Q2?" doesn't fit a graph

说明与用途

文章说明了 ctxloom 如何用反应式工件替代固定执行图，实现对基础设施成本查询的动态处理，消除隐藏分支，并确保可复现性和可审计性。

问题

Answering questions like "Why did our infra costs jump in Q2?" requires multiple heterogeneous data sources and computations, but typical graph frameworks force pre‑defined paths or hidden branching, making the workflow brittle and opaque.

结果

The ctxloom approach eliminates the need for a fixed execution graph, enabling dynamic, reproducible, and auditable workflows that separate deterministic calculations from LLM reasoning.

工作流

• Receive Question
• search_docs produces SourceRef
• search_table produces Spreadsheet
• resolver produces TypedDoc
• evidence_builder produces Evidence
• table_resolver produces Spreadsheet
• calculator produces Calculation
• verifier produces Claim
• answer_builder consumes Claim, Calculation, Evidence to produce Answer

证据

ctxloom has no execution graph — it has artifacts (typed, versioned objects) and agents that react to their appearance.

来源

The same question goes through text search, table search, a deterministic calculation, and verification — in a single run.

来源