diff --git a/CHANGELOG.md b/.github/CHANGELOG.md
similarity index 99%
rename from CHANGELOG.md
rename to .github/CHANGELOG.md
index 3db6c2d..6141406 100644
--- a/CHANGELOG.md
+++ b/.github/CHANGELOG.md
@@ -6,7 +6,7 @@ project does not yet guarantee a stable public API — version `0.x`
 releases may break, and every breaking change is recorded in this file
 (and reflected in `docs/DECISIONS.md` where a binding decision moves).
 
-## [0.6.0] — 2026-10-15
+## [0.6.1] — 2026-10-15
 
 The engine learns when not to answer: selective-prediction evidence
 floors and elicited abstention join the calibration stack, the corpus
@@ -53,7 +53,9 @@ passes the release gate and the first gated weights ship.
 - e1 readout anchor off-by-one token (`7082a46`); length-bucket chunk
   splitting kept intact (`d989c9d`); itemgen compiles under the pinned
   1.90 toolchain (`de8b944`); wasm conformance keys + intra-doc link
-  (`a265d81`); perkind argv honors rows/suite paths (`4494142`).
+  (`a265d81`); perkind argv honors rows/suite paths (`4494142`);
+  site release flow doc corrected — production deploys are manual
+  direct-upload, never automatic (`20fac47`).
 
 ### Verified — the corpus-composition question closes
 
diff --git a/CONTRIBUTING.md b/.github/CONTRIBUTING.md
similarity index 100%
rename from CONTRIBUTING.md
rename to .github/CONTRIBUTING.md
diff --git a/SECURITY.md b/.github/SECURITY.md
similarity index 100%
rename from SECURITY.md
rename to .github/SECURITY.md
diff --git a/Cargo.lock b/Cargo.lock
index 3c67c76..7da4bb1 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -1359,7 +1359,7 @@ checksum = "d6790f58c7ff633d8771f42965289203411a5e5c68388703c06e14f24770b41e"
 
 [[package]]
 name = "opencodifier-cli"
-version = "0.6.0"
+version = "0.6.1"
 dependencies = [
  "assert_cmd",
  "clap",
@@ -1378,7 +1378,7 @@ dependencies = [
 
 [[package]]
 name = "opencodifier-core"
-version = "0.6.0"
+version = "0.6.1"
 dependencies = [
  "serde",
  "serde_json",
@@ -1387,7 +1387,7 @@ dependencies = [
 
 [[package]]
 name = "opencodifier-engine"
-version = "0.6.0"
+version = "0.6.1"
 dependencies = [
  "criterion",
  "opencodifier-core",
@@ -1403,7 +1403,7 @@ dependencies = [
 
 [[package]]
 name = "opencodifier-ffi"
-version = "0.6.0"
+version = "0.6.1"
 dependencies = [
  "opencodifier-core",
  "opencodifier-engine",
@@ -1413,7 +1413,7 @@ dependencies = [
 
 [[package]]
 name = "opencodifier-http"
-version = "0.6.0"
+version = "0.6.1"
 dependencies = [
  "axum",
  "criterion",
@@ -1429,7 +1429,7 @@ dependencies = [
 
 [[package]]
 name = "opencodifier-itemgen"
-version = "0.6.0"
+version = "0.6.1"
 dependencies = [
  "clap",
  "opencodifier-core",
@@ -1440,7 +1440,7 @@ dependencies = [
 
 [[package]]
 name = "opencodifier-mcp"
-version = "0.6.0"
+version = "0.6.1"
 dependencies = [
  "opencodifier-core",
  "opencodifier-engine",
@@ -1454,7 +1454,7 @@ dependencies = [
 
 [[package]]
 name = "opencodifier-model"
-version = "0.6.0"
+version = "0.6.1"
 dependencies = [
  "opencodifier-core",
  "opencodifier-engine",
@@ -1469,7 +1469,7 @@ dependencies = [
 
 [[package]]
 name = "opencodifier-runtime"
-version = "0.6.0"
+version = "0.6.1"
 dependencies = [
  "ort",
  "thiserror",
@@ -1477,7 +1477,7 @@ dependencies = [
 
 [[package]]
 name = "opencodifier-schema"
-version = "0.6.0"
+version = "0.6.1"
 dependencies = [
  "opencodifier-core",
  "proptest",
@@ -1489,7 +1489,7 @@ dependencies = [
 
 [[package]]
 name = "opencodifier-wasm"
-version = "0.6.0"
+version = "0.6.1"
 dependencies = [
  "opencodifier-core",
  "opencodifier-engine",
diff --git a/Cargo.toml b/Cargo.toml
index c85bc0d..0b5c2a1 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -17,10 +17,10 @@ members = [
 ]
 
 [workspace.package]
-version = "0.6.0"
+version = "0.6.1"
 edition = "2024"
 # MSRV policy: the oldest stable toolchain the workspace is tested against
-# in CI. Bumps are breaking changes and recorded in CHANGELOG.md.
+# in CI. Bumps are breaking changes and recorded in .github/CHANGELOG.md.
 rust-version = "1.90"
 license = "Apache-2.0"
 repository = "https://github.com/aliasfoxkde/OpenCodifier"
diff --git a/README.md b/README.md
index 5910238..79c01cf 100644
--- a/README.md
+++ b/README.md
@@ -82,6 +82,20 @@ against.
 - **Useful with zero ML.** The deterministic engine and lexical layers are
   fully functional without any neural model.
 
+## Models
+
+Decision-model weights publish to HuggingFace, gated on the release
+policy (suite and benchmark floors before anything ships):
+
+- [`aliasfox/OpenCodifier-Decision-2B-v6full`](https://huggingface.co/aliasfox/OpenCodifier-Decision-2B-v6full)
+  — the published gated weights: per-surface numbers, shipped per-kind
+  calibration, withheld-corpus disclosure.
+- [The aliasfox org](https://huggingface.co/aliasfox) — home of all
+  OpenCodifier model releases.
+
+Weights are never downloaded automatically — not at build time, not at
+runtime. Access is explicit opt-in ([release policy](docs/RELEASE_POLICY.md)).
+
 ## Development
 
 ```bash
@@ -92,8 +106,9 @@ just coverage  # line coverage (cargo llvm-cov)
 ```
 
 Requires a stable Rust toolchain (MSRV 1.90, declared in `Cargo.toml`).
-Contribution rules are in [`CONTRIBUTING.md`](CONTRIBUTING.md); the
-security policy is in [`SECURITY.md`](SECURITY.md).
+Contribution rules are in
+[`CONTRIBUTING.md`](.github/CONTRIBUTING.md); the security policy is
+in [`SECURITY.md`](.github/SECURITY.md).
 
 ## Ecosystem