Unverified50% confidenceEventExact time
In defect D-7, the reconcile loader builds desired_specs using id as the primary key; the single-data-source scenario works fine, but when a second data source applies the same desired state, a primary key conflict is triggered.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/16/2026
First Seen
Valid until: 1/14/2027
Sources
Related Entities
Related Claims
UnverifiedThe fix for D-7 is to use a composite key (source_id, workload_id) with an idempotent upsert, so that the second data source produces a second row instead of a collision.77% similarUnverifiedWhen multiple tools return conflicting data, a hard rule should be added to the system prompt strictly prohibiting the model from synthesizing an answer on its own, requiring it to present the conflicting points to the user as-is.65% similarUnverifiedIn the reporting Agent, passing dataset IDs between tools instead of having the LLM recite raw records line by line saves tokens and reduces errors.65% similarUnverifiedImmutable data means that once a data structure is created it cannot be modified, and any update operation returns a new copy of the data.64% similar
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