diff --git a/docs/roadmap/remediation.md b/docs/roadmap/remediation.md
index bcdbf1b..0327e2f 100644
--- a/docs/roadmap/remediation.md
+++ b/docs/roadmap/remediation.md
@@ -139,6 +139,26 @@ exponential repeated text/traversal. Even one ordinary error repeats its cause
 unnecessarily. This is introduced by the new join, not required to preserve the
 owning category.
 
+**Algorithmic analysis:** Let `d` be the number of enclosing operations, with a
+fixed-size leaf diagnostic and fixed-size per-operation context. The ordinary
+mapped cause already wraps the previous error, yet the join also stores that
+previous error as another child. Its formatted length therefore follows
+`L(d) = 2*L(d-1) + O(1)`, giving `Theta(2^d)` output bytes. The cause graph needs
+only `O(d)` distinct error objects, but standard `errors.Is`/`errors.As` traverse
+both paths without remembering previously visited objects. An unsuccessful
+search consequently follows `W(d) = 2*W(d-1) + O(1)` as well. The mapper itself
+performs such unsuccessful category/type searches, so this is not limited to
+callers that log the final diagnostic.
+
+Retaining one already-mapped cause path removes the avoidable branching:
+formatted length becomes `L(d) = L(d-1) + O(1)`, and an individual formatting or
+unsuccessful search over that corrected ordinary chain can be linear in `d`.
+This is a structural alternative, not a request for error-graph memoization,
+new nesting limits, or exact timing/allocation guarantees. It does not assert
+that a sequence of `d` separate public operations, each processing its own
+growing error, has linear total cost. Arbitrary consumer error implementations
+also retain their own costs.
+
 **Required correction:** Retain the owning category and each necessary cause
 without adding an original cause that the projection already retains. Preserve
 `errors.Is`/`errors.As`, specialized capacity/provider/retry projections, and
@@ -319,3 +339,49 @@ no implementation or permanent test changes were made. All provider behavior
 was controlled offline. The prior full-suite/vet evidence above remains
 applicable to the unchanged implementation; this follow-up adds focused
 integration evidence rather than a new release gate.
+
+## Algorithmic Follow-Up Coverage
+
+A further source-based review at `7203e5d` focused on algorithmic correctness,
+efficiency, and scalability of the implemented stages. It confirms the
+exponential behavior in finding 3 and adds the recurrence and refactoring
+opportunity there, rather than creating a duplicate finding. No additional
+distinct algorithmic or ordinary-correctness finding was identified in this
+pass. All five existing findings remain open.
+
+The review used the plan and roadmap to exclude deliberate algorithm choices:
+the small-to-large evidence merge, owned provider overlay, bounded feedback
+encoding and prefix selection, namespace binary searches, declared-schema
+location compilation, trusted-copy traversal policies, and selected ownership
+copies were not reopened. In particular, the chosen unqualified-list scan and
+schema-location strategy are not reported as new optimization requests.
+
+For the remaining implementation glue:
+
+- Source helpers map records once before ConfigKit's handoff, without the old
+  recursive compatibility expansion. ConfigKit's own processing is outside
+  this review's implementation scope.
+- Extracted record validators use a backend-ID index rather than scanning every
+  backend for each profile. Prompt input duplicate detection uses a set; input
+  and message capture process their records once, with one final definition
+  hash and one lazily shared metadata snapshot. Existing sorted inventory
+  construction and dependency/template work are separate costs, not disguised
+  linear-time guarantees.
+- The response-error recorder adds constant metadata work per read. The
+  authentication recognizer parses a fixed number of document levels/fields,
+  so its processing is linear in the consumed body size, not multiplied by
+  arbitrary input depth through a custom recursive recognizer.
+- Generation accounting updates a fixed number of usage/event fields per
+  attempt and appends captured attempt records with amortized constant append
+  cost. Storing `A` requested attempt records requires `O(A)` space. Error
+  classification additionally pays for the supplied cause graph, including
+  finding 3; arbitrary collaborator/callback work is not constant-time.
+- The repair request uses the original message prefix plus a bounded-count
+  suffix, not an accumulating conversation from every prior repair. Repeated
+  prefix processing follows the amount of message data actually resubmitted;
+  it is not an unintended growing-history algorithm.
+
+The complexity finding follows from current source and the standard library's
+error-tree traversal. No new benchmarks, real-world performance collection,
+provider calls, implementation changes, or public complexity guarantees were
+introduced. Existing validation evidence above applies to the unchanged code.