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diff --git a/Cargo.toml b/Cargo.toml
index 2f04a6e..c6dfd89 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -1,31 +1,29 @@
 [package]
 name = "jspg"
 version = "0.1.0"
-edition = "2024"
+edition = "2021"
 
 [dependencies]
+pgrx = "0.14.0"
+serde = { version = "1.0", features = ["derive"] }
+serde_json = "1.0"
+jsonschema = "0.29.1"
+lazy_static = "1.5.0"
+
+[dev-dependencies]
+pgrx-tests = "0.14.0"
 
 [lib]
 crate-type = ["cdylib", "lib"]
 
 [[bin]]
-name = "jspg"
-path = "./src/bin/jspg.rs"
+name = "pgrx_embed_jspg"
+path = "src/bin/pgrx_embed.rs"
 
 [features]
-default = ["pg17"]
 pg17 = ["pgrx/pg17", "pgrx-tests/pg17" ]
 pg_test = []
 
-[dependencies]
-pgrx = "0.14.0"
-serde = "1.0.219"
-serde_json = "1.0.140"
-jsonschema = {version = "0.29.1", default-features = false}
-
-[dev-dependencies]
-pgrx-tests = "0.14.0"
-
 [profile.dev]
 panic = "unwind"
 lto = "thin"
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..3e9b618
--- /dev/null
+++ b/README.md
@@ -0,0 +1 @@
+# JSPG - JSON Schema Validation for PostgreSQL
\ No newline at end of file
diff --git a/flow b/flow
index af9b8cc..d7c6658 100755
--- a/flow
+++ b/flow
@@ -6,58 +6,89 @@ source "flows/release"
 source "flows/rust"
 
 # Vars
-DEPENDENCIES=(cargo git icu4c pkg-config)
-CARGO_DEPENDENCIES=(cargo-pgrx)
+POSTGRES_VERSION="17"
+POSTGRES_CONFIG_PATH="/opt/homebrew/opt/postgresql@${POSTGRES_VERSION}/bin/pg_config"
+DEPENDENCIES=(cargo git icu4c pkg-config "postgresql@${POSTGRES_VERSION}")
+CARGO_DEPENDENCIES=(cargo-pgrx==0.14.0)
 GITEA_ORGANIZATION="cellular"
 GITEA_REPOSITORY="jspg"
 PACKAGE_NAME="jspg"
 
-postgres-prepare() {
-  echo -e "${BLUE}Checking PostgreSQL dependencies...${RESET}"
-  if ! command -v pg_config &> /dev/null; then
-    echo -e "❌ ${RED}pg_config: missing. Ensure PostgreSQL development headers are installed and pg_config is in your PATH.${RESET}"; \
-    exit 1; \
-  else
-    echo -e "✅ ${GREEN}pg_config: installed${RESET}"; \
+pgrx-prepare() {
+  echo -e "${BLUE}Initializing pgrx...${RESET}"
+  # Explicitly point to the postgresql@${POSTGRES_VERSION} pg_config, don't rely on 'which'
+  local POSTGRES_CONFIG_PATH="/opt/homebrew/opt/postgresql@${POSTGRES_VERSION}/bin/pg_config"
+
+  if [ ! -x "$POSTGRES_CONFIG_PATH" ]; then
+    echo -e "${RED}Error: pg_config not found or not executable at $POSTGRES_CONFIG_PATH.${RESET}"
+    echo -e "${YELLOW}Ensure postgresql@${POSTGRES_VERSION} is installed correctly via Homebrew.${RESET}"
+    exit 1
+  fi
+
+  if cargo pgrx init --pg"$POSTGRES_VERSION"="$POSTGRES_CONFIG_PATH"; then
+    echo -e "${GREEN}pgrx initialized successfully.${RESET}"
+  else
+    echo -e "${RED}Failed to initialize pgrx. Check PostgreSQL development packages are installed and $POSTGRES_CONFIG_PATH is valid.${RESET}"
+    exit 1
   fi
-  echo -e "${GREEN}PostgreSQL dependencies met.${RESET}"
 }
 
 build() {
-  local version
-  version=$(get-version)
+  local version=$(get-version)
   echo -e "📦 ${CYAN}Building release v$version for $PACKAGE_NAME...${RESET}"
-  
-  # Build with cargo pgrx install --release
-  if ! cargo pgrx install --release; then
-    echo -e "❌ ${RED}Build failed during cargo pgrx install.${RESET}" >&2
-    return 1
+
+  # Define target directories
+  local package_dir="./package"
+  local package_source_base_dir="./target/release"
+
+  # Define the actual base paths where package command places files within out-dir
+  local package_lib_search_path="${package_source_base_dir}/opt/homebrew/lib/postgresql@17"
+  local package_share_search_path="${package_source_base_dir}/opt/homebrew/share/postgresql@17/extension"
+
+  # Clean previous package dirs
+  rm -rf "${package_dir}"
+  mkdir -p "${package_dir}"
+
+  # Use cargo pgrx package to build and stage artifacts (release is default)
+  if ! cargo pgrx package --pg-config "${POSTGRES_CONFIG_PATH}" --out-dir "${package_source_base_dir}"; then
+      echo -e "❌ ${RED}Build failed during cargo pgrx package.${RESET}"
+      exit 1
   fi
 
-  # Create package directory
-  mkdir -p "$PACKAGE_DIRECTORY"
+  echo -e "  ${CYAN}Copying artifacts from ${package_source_base_dir} subdirs to ${package_dir}${RESET}"
 
-  # Find and copy artifacts (adjust paths if needed)
-  # Assuming standard output locations for pgrx
-  local pgrx_target_dir="target/release"
-  local sql_file="${pgrx_target_dir}/${PACKAGE_NAME}.sql"
-  local so_file # Varies by OS/arch, find it
-  so_file=$(find "${pgrx_target_dir}" -maxdepth 1 -name "lib${PACKAGE_NAME}*.so" -print -quit || find "${pgrx_target_dir}" -maxdepth 1 -name "${PACKAGE_NAME}*.dylib" -print -quit || find "${pgrx_target_dir}" -maxdepth 1 -name "${PACKAGE_NAME}*.dll" -print -quit)
-
-  if [ -z "$so_file" ] || [ ! -f "$so_file" ]; then
-      echo -e "❌ ${RED}Could not find shared library (.so/.dylib/.dll) in ${pgrx_target_dir}${RESET}" >&2
-      return 1
-  fi
-  if [ ! -f "$sql_file" ]; then
-      echo -e "❌ ${RED}Could not find SQL file ($sql_file)${RESET}" >&2
-      return 1
+  # Find and copy the library
+  local lib_path=$(find "${package_lib_search_path}" -name "${PACKAGE_NAME}.dylib" -print -quit)
+  if [[ -n "$lib_path" ]]; then
+      cp "$lib_path" "${package_dir}/"
+      echo -e "  ✨ ${GREEN}Copied library: $(basename "$lib_path")${RESET}"
+  else
+      echo -e "❌ ${RED}Could not find library (${PACKAGE_NAME}.dylib) in package source dir.${RESET}"
+      exit 1
   fi
 
-  echo -e "  ${CYAN}Copying artifacts to $PACKAGE_DIRECTORY...${RESET}"
-  cp "$so_file" "$PACKAGE_DIRECTORY/"
-  cp "$sql_file" "$PACKAGE_DIRECTORY/"
+  # Find and copy the control file
+  local control_path=$(find "${package_share_search_path}" -name "${PACKAGE_NAME}.control" -print -quit)
+  if [[ -n "$control_path" ]]; then
+      cp "$control_path" "${package_dir}/"
+      echo -e "  ✨ ${GREEN}Copied control file: $(basename "$control_path")${RESET}"
+  else
+      echo -e "❌ ${RED}Could not find control file (${PACKAGE_NAME}.control) in package source dir.${RESET}"
+      exit 1
+  fi
 
-  echo -e "✨ ${GREEN}Build v$version complete. Artifacts ready in ./$PACKAGE_DIRECTORY/${RESET}"
+  # Find and copy the SQL file
+  local sql_file_pattern="${PACKAGE_NAME}--*.sql"
+  local sql_path=$(find "${package_share_search_path}" -name "${sql_file_pattern}" -print -quit)
+  if [[ -n "$sql_path" ]]; then
+      cp "$sql_path" "${package_dir}/"
+      echo -e "  ✨ ${GREEN}Copied SQL file: $(basename "$sql_path")${RESET}"
+  else
+      echo -e "❌ ${RED}Could not find SQL file (${sql_file_pattern}) in package source dir.${RESET}"
+      exit 1
+  fi
+
+  echo -e "✨ ${GREEN}Package artifacts created in ${package_dir}${RESET}"
 }
 
 install() {
@@ -67,12 +98,12 @@ install() {
 
 test() {
   echo -e "🧪 ${CYAN}Running jspg tests...${RESET}"
-  cargo pgrx test "$@" # Pass any extra args
+  cargo pgrx test "pg${POSTGRES_VERSION}" "$@"
 }
 
 clean() {
   echo -e "🧹 ${CYAN}Cleaning build artifacts...${RESET}"
-  cargo pgrx clean
+  cargo clean # Use standard cargo clean
 }
 
 usage() {
@@ -86,13 +117,13 @@ usage() {
 }
 
 case "$1" in
-  prepare) base prepare; cargo-prepare; postgres-prepare;; 
-  install) install "${@:2}";;
-  test) test "${@:2}";;
+  prepare) base prepare; cargo-prepare; pgrx-prepare;;
+  build) build;;
+  install) install;;
+  reinstall) reinstall;;
+  test) test;;
+  package) package;;
+  release) create-release;;
   clean) clean;;
-  build) build;; 
-  tag) tag;; # From release flow
-  package) package;; # From release flow
-  release) release;; 
-  *) base "$@";; # Handles base update and unknown commands via base-usage
+  *) base "$@";;
 esac
\ No newline at end of file
diff --git a/flows b/flows
index 32ec56e..574305a 160000
--- a/flows
+++ b/flows
@@ -1 +1 @@
-Subproject commit 32ec56e8b170e7fd35920eea7e9a2ffa249e0503
+Subproject commit 574305aee30bf8aee9895e54e25b81c597ba0ff5
diff --git a/jspg.control b/jspg.control
new file mode 100644
index 0000000..d1a4bf0
--- /dev/null
+++ b/jspg.control
@@ -0,0 +1,5 @@
+comment = 'jspg'
+default_version = '@CARGO_VERSION@'
+module_pathname = '$libdir/jspg'
+relocatable = false
+superuser = false
diff --git a/package/jspg--0.1.0.sql b/package/jspg--0.1.0.sql
new file mode 100644
index 0000000..e3531fb
--- /dev/null
+++ b/package/jspg--0.1.0.sql
@@ -0,0 +1,52 @@
+/* <begin connected objects> */
+/*
+This file is auto generated by pgrx.
+
+The ordering of items is not stable, it is driven by a dependency graph.
+*/
+/* </end connected objects> */
+
+/* <begin connected objects> */
+-- src/lib.rs:17
+-- jspg::cache_schema
+CREATE  FUNCTION "cache_schema"(
+	"schema_id" TEXT, /* &str */
+	"schema" jsonb /* pgrx::datum::json::JsonB */
+) RETURNS bool /* bool */
+IMMUTABLE STRICT PARALLEL SAFE
+LANGUAGE c /* Rust */
+AS 'MODULE_PATHNAME', 'cache_schema_wrapper';
+/* </end connected objects> */
+
+/* <begin connected objects> */
+-- src/lib.rs:68
+-- jspg::clear_schema_cache
+CREATE  FUNCTION "clear_schema_cache"() RETURNS bool /* bool */
+IMMUTABLE STRICT PARALLEL SAFE
+LANGUAGE c /* Rust */
+AS 'MODULE_PATHNAME', 'clear_schema_cache_wrapper';
+/* </end connected objects> */
+
+/* <begin connected objects> */
+-- src/lib.rs:36
+-- jspg::schema_cached
+CREATE  FUNCTION "schema_cached"(
+	"schema_id" TEXT /* &str */
+) RETURNS bool /* bool */
+IMMUTABLE STRICT PARALLEL SAFE
+LANGUAGE c /* Rust */
+AS 'MODULE_PATHNAME', 'schema_cached_wrapper';
+/* </end connected objects> */
+
+/* <begin connected objects> */
+-- src/lib.rs:42
+-- jspg::validate_schema
+CREATE  FUNCTION "validate_schema"(
+	"schema_id" TEXT, /* &str */
+	"instance" jsonb /* pgrx::datum::json::JsonB */
+) RETURNS jsonb /* pgrx::datum::json::JsonB */
+IMMUTABLE STRICT PARALLEL SAFE
+LANGUAGE c /* Rust */
+AS 'MODULE_PATHNAME', 'validate_schema_wrapper';
+/* </end connected objects> */
+
diff --git a/package/jspg.control b/package/jspg.control
new file mode 100644
index 0000000..3af5479
--- /dev/null
+++ b/package/jspg.control
@@ -0,0 +1,5 @@
+comment = 'jspg'
+default_version = '0.1.0'
+module_pathname = '$libdir/jspg'
+relocatable = false
+superuser = false
diff --git a/package/jspg.dylib b/package/jspg.dylib
new file mode 100755
index 0000000..24faf2f
Binary files /dev/null and b/package/jspg.dylib differ
diff --git a/src/bin/pgrx_embed.rs b/src/bin/pgrx_embed.rs
new file mode 100644
index 0000000..57483f1
--- /dev/null
+++ b/src/bin/pgrx_embed.rs
@@ -0,0 +1 @@
+::pgrx::pgrx_embed!();
\ No newline at end of file
diff --git a/src/lib.rs b/src/lib.rs
index 0eca279..47c6197 100644
--- a/src/lib.rs
+++ b/src/lib.rs
@@ -1,24 +1,25 @@
 use pgrx::*;
-use jsonschema::{JSONSchema, Draft};
-use serde_json::{json, Value};
+use jsonschema::{Draft, Validator};
+use serde_json::json;
 use std::collections::HashMap;
 use std::sync::RwLock;
 use lazy_static::lazy_static;
+use jsonschema;
 
 pg_module_magic!();
 
-// Global, thread-safe schema cache
+// Global, thread-safe schema cache using the correct Validator type
 lazy_static! {
-    static ref SCHEMA_CACHE: RwLock<HashMap<String, JSONSchema>> = RwLock::new(HashMap::new());
+    static ref SCHEMA_CACHE: RwLock<HashMap<String, Validator>> = RwLock::new(HashMap::new());
 }
 
 // Cache a schema explicitly with a provided ID
 #[pg_extern(immutable, strict, parallel_safe)]
 fn cache_schema(schema_id: &str, schema: JsonB) -> bool {
-    match JSONSchema::options()
+    match jsonschema::options()
         .with_draft(Draft::Draft7)
         .should_validate_formats(true)
-        .compile(&schema.0)
+        .build(&schema.0)
     {
         Ok(compiled) => {
             SCHEMA_CACHE.write().unwrap().insert(schema_id.to_string(), compiled);
@@ -41,7 +42,7 @@ fn schema_cached(schema_id: &str) -> bool {
 #[pg_extern(immutable, strict, parallel_safe)]
 fn validate_schema(schema_id: &str, instance: JsonB) -> JsonB {
     let cache = SCHEMA_CACHE.read().unwrap();
-    let compiled_schema = match cache.get(schema_id) {
+    let compiled_schema: &Validator = match cache.get(schema_id) {
         Some(schema) => schema,
         None => {
             return JsonB(json!({
diff --git a/version b/version
new file mode 100644
index 0000000..afaf360
--- /dev/null
+++ b/version
@@ -0,0 +1 @@
+1.0.0
\ No newline at end of file