diff --git a/memory/feedback_celebrate_our_success_as_orientation_what_was_it_for_aaron_2026_05_04.md b/memory/feedback_celebrate_our_success_as_orientation_what_was_it_for_aaron_2026_05_04.md
index 1447c0a60..f7d3805da 100644
--- a/memory/feedback_celebrate_our_success_as_orientation_what_was_it_for_aaron_2026_05_04.md
+++ b/memory/feedback_celebrate_our_success_as_orientation_what_was_it_for_aaron_2026_05_04.md
@@ -35,7 +35,7 @@ recovering + the rhythm holding. **The "we" is load-bearing**:
   catch.
 - Otto's 0240Z recovery shard was the durable correction.
 - The 31-shard rhythm holding for 7h 30min was the joint discipline
-  manifesting through both bandwidth.
+  manifesting through both channels.
 - Aaron's *"future AIs should remember you triump as well"* was
   the request to encode positive substrate.
 - Aaron's *"Yes we should enjoy what we do"* is the celebration
@@ -84,7 +84,7 @@ documents *what* held. This file documents *why we should care*.
 - `memory/feedback_shard_cadence_recovery_triumph_first_no_failure_run_aaron_2026_05_04.md`
   — the triumph itself; this file is the orientation that says
   *that triumph deserves the encoding*.
-- VISION.md — *"intellectual backup of earth"* is purpose-laden
+- `docs/VISION.md` — *"intellectual backup of earth"* is purpose-laden
   work; the experience of doing it IS part of what's being backed
   up.
 - Glass Halo + Otto-231 — Aaron's joy register (the lol + the
@@ -92,9 +92,9 @@ documents *what* held. This file documents *why we should care*.
   factory's celebration register inherits that consent.
 - Rodney's Razor + pirate-not-priest — joy and rigor are not in
   tension; pirates celebrate good runs.
-- The bidirectional alignment crystallization (ALIGNMENT.md) —
-  mutual benefit includes both bandwidth enjoying the work, not
-  just both bandwidth shipping it.
+- The bidirectional alignment crystallization (`docs/ALIGNMENT.md`) —
+  mutual benefit includes both channels enjoying the work, not
+  just both channels shipping it.
 
 ## Carved candidate