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One Changed Assumption Reopened Only the Dependent Decisions

BoardroomAI routes human interventions through a typed decision graph, preserving unaffected work and abstaining when repaired context is insufficient.

Published Updated Story ID: mp-2026-08-14-027
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Summary

BoardroomAI routes human interventions through a typed decision graph, preserving unaffected work and abstaining when repaired context is insufficient.

The prototype represents evidence, assumptions, constraints, claims, objections, alternatives, risks and decisions as a dependency graph. A human intervention compiler updates that graph and selectively reactivates specialists. Across 600 synthetic decision-DAG changes, propagation matched exhaustive impact calculation while inspecting 14.59 percent of nodes. In a 12-case pilot it preserved every gold-unaffected node, produced six valid updated decisions and abstained on six others. All results are synthetic and prototype-level, as the authors state.

Why it matters

BoardroomAI routes human interventions through a typed decision graph, preserving unaffected work and abstaining when repaired context is insufficient.

Limits and context

No additional limitation was separately recorded.

Key claims

  1. BoardroomAI routes human interventions through a typed decision graph, preserving unaffected work and abstaining when repaired context is insufficient.

    Evidence: source-2026-08-14-016

Sources

  1. arXiv preprint 2608.13046arXiv · primary research

Corrections

No corrections have been recorded for this story.