From 31094a1d040553e64d8d7f218af1fabeb31bf09c Mon Sep 17 00:00:00 2001 From: dafit Date: Sun, 4 Jan 2026 16:53:44 +0100 Subject: [PATCH] docs: Add Causal Verification Loop to Gateway-Architecture.md MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Formalized the weight verification mechanism that prevents hallucinated patterns from becoming reflexes. Reality is the ultimate validator. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 --- architecture/Gateway-Architecture.md | 22 ++++++++++++++++++++++ 1 file changed, 22 insertions(+) diff --git a/architecture/Gateway-Architecture.md b/architecture/Gateway-Architecture.md index eada81b..e825d9b 100644 --- a/architecture/Gateway-Architecture.md +++ b/architecture/Gateway-Architecture.md @@ -157,6 +157,28 @@ class NervousNode: **The key insight:** A mature node (weight ~1.0) naturally becomes a Tier 0 reflex. A new node (weight ~0.1) naturally escalates to higher tiers. The system learns which tier is appropriate through experience. +### The Causal Verification Loop + +How do we know a sensor reading was real, not hallucinated? **Outcome verification over time.** + +``` +Unverified pattern (weight 0.1) → escalates to Nyx → decision → outcome + ↓ + Did reality match prediction? + ↓ ↓ + YES NO + ↓ ↓ + weight += Δ weight -= Δ + ↓ + After many YES: weight → 0.8+ + ↓ + COMPILE TO REFLEX ✓ +``` + +**Hallucinations can't survive this gauntlet** — they don't produce consistent outcomes, so their patterns never accumulate enough weight to become reflexes. Reality is the ultimate validator. + +This creates natural **causal pruning**: only patterns that reliably predict outcomes earn the privilege of becoming reflexes. The nervous system doesn't need to prove causality philosophically — it proves it operationally through repeated verification. + --- ## The Gateway: Weight-Aware Router