Marginal-Value Redundancy Review

Gate: kb/work/agent-note-improvement/compression/marginal-value-redundancy.md Target: kb/work/agent-note-improvement/case-03-adversarial-loop-writing-filter/baseline-working-tree.md

Result

WARN

Findings

• WARN: The corpus-connection paragraph should not remain in its current standalone form. It adds a second defensible thesis, but the note's central test is whether an adversarial loop can reconstruct the writing-is-thinking filter. The paragraph's useful contribution is that connection work is a secondary payoff of agent-operated KB practice; that can be folded into the closing paragraph with less context cost.
• WARN: The final paragraph partly repeats the conditional division of labor already stated earlier, then adds the stronger claim that the workflow "produces better thinking than the solo pen." The repetition is useful as a conclusion, but the stronger comparative claim is not earned by the note. It should be narrowed to an empirical bet or a conditional payoff.

Suggested Revision

Keep the first four body paragraphs and the failure condition. Rewrite the architecture sentence from "force the condition" to "make the condition explicit, routed, and auditable." Compress corpus connection work into one closing sentence about secondary payoff, or split it into a separate note. End with a conditional claim: the loop can be Borretti's filter relocated, not proof that agent-operated writing already beats solo writing.