From a3ca231fe9aa601672722d9bb8833b14a917cd27 Mon Sep 17 00:00:00 2001
From: Nick Mitchell <nickm@us.ibm.com>
Date: Fri, 27 Feb 2026 17:03:47 -0500
Subject: [PATCH] refactor: split spnl monolith into 5 crates under crates/
 layout

Split the monolithic `spnl` crate into a multi-crate workspace:

- spnl-core: IR types, simplify, capabilities, LLO tokenizer (minimal deps)
- spnl-run: execution engine, generate backends, RAG, optimizer (async, heavy deps)
- spnl-ffi: Python FFI bindings via PyO3/maturin
- spnl: facade crate re-exporting core + run for backward compatibility
- spnl-cli: CLI binary (moved from cli/)

Update all CI workflows, Dockerfiles, and docs to reflect new crates/ paths.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Signed-off-by: Nick Mitchell <nickm@us.ibm.com>
---
 .github/scripts/verify-feature-consistency.sh |    11 +-
 .github/workflows/README-release-cli.md       |     4 +-
 .github/workflows/RELEASE-GUIDE.md            |     4 +-
 .github/workflows/core.yml                    |    27 +-
 .github/workflows/publish_crate.yml           |    11 +-
 .github/workflows/publish_pypi.yml            |    12 +-
 .github/workflows/python.yml                  |     2 +-
 .github/workflows/release-cli.yml             |     8 +-
 .github/workflows/vllm-gce.yml                |     2 +-
 .gitignore                                    |     2 +-
 Cargo.lock                                    |   377 +-
 Cargo.toml                                    |     4 +-
 crates/spnl-cli/Cargo.lock                    | 10330 ++++++++++++++++
 {cli => crates/spnl-cli}/Cargo.toml           |     0
 {cli => crates/spnl-cli}/src/args.rs          |     0
 .../spnl-cli}/src/bench/haystack.rs           |     0
 {cli => crates/spnl-cli}/src/bench/mod.rs     |     0
 {cli => crates/spnl-cli}/src/bench/niah.rs    |     0
 {cli => crates/spnl-cli}/src/bench/ragcsv.rs  |     0
 {cli => crates/spnl-cli}/src/bench/ruler.rs   |     0
 {cli => crates/spnl-cli}/src/builtins.rs      |     0
 .../spnl-cli}/src/builtins/bulk_map.rs        |     0
 {cli => crates/spnl-cli}/src/builtins/chat.rs |     0
 .../spnl-cli}/src/builtins/email.json         |     0
 .../spnl-cli}/src/builtins/email.lisp         |     0
 .../spnl-cli}/src/builtins/email.rs           |     0
 .../spnl-cli}/src/builtins/email.yaml         |     0
 .../spnl-cli}/src/builtins/email2.json        |     0
 .../spnl-cli}/src/builtins/email2.lisp        |     0
 .../spnl-cli}/src/builtins/email2.rs          |     0
 .../spnl-cli}/src/builtins/email2.yaml        |     0
 .../email3-evaluate-system-prompt.txt         |     0
 .../email3-generate-system-prompt.txt         |     0
 .../spnl-cli}/src/builtins/email3.json        |     0
 .../spnl-cli}/src/builtins/email3.lisp        |     0
 .../spnl-cli}/src/builtins/email3.rs          |     0
 .../spnl-cli}/src/builtins/email3.yaml        |     0
 .../src/builtins/fiqa-first100lines.jsonl     |     0
 .../src/builtins/gsm8k-questions.json         |     0
 .../spnl-cli}/src/builtins/gsm8k.jsonl        |     0
 .../spnl-cli}/src/builtins/gsm8k.rs           |     0
 .../spnl-cli}/src/builtins/hello.lisp         |     0
 {cli => crates/spnl-cli}/src/builtins/rag.rs  |     0
 .../spnl-cli}/src/builtins/spans.rs           |     0
 .../src/builtins/sweagent/fewshots/1.txt      |     0
 .../src/builtins/sweagent/fewshots/2.txt      |     0
 .../src/builtins/sweagent/fewshots/3.txt      |     0
 .../src/builtins/sweagent/fewshots/4.txt      |     0
 .../src/builtins/sweagent/inputs/1.txt        |     0
 .../src/builtins/sweagent/inputs/2.txt        |     0
 .../spnl-cli}/src/builtins/sweagent/mod.rs    |     0
 .../src/builtins/sweagent/system.txt          |     0
 .../spnl-cli}/src/builtins/sweagent/user.txt  |     0
 {cli => crates/spnl-cli}/src/main.rs          |     0
 crates/spnl-core/Cargo.toml                   |    41 +
 .../spnl-core/src}/capabilities.rs            |     0
 {spnl => crates/spnl-core}/src/ir/augment.rs  |     0
 {spnl => crates/spnl-core}/src/ir/bulk.rs     |     0
 {spnl => crates/spnl-core}/src/ir/generate.rs |     0
 {spnl => crates/spnl-core}/src/ir/lisp.rs     |     0
 {spnl => crates/spnl-core}/src/ir/message.rs  |     0
 {spnl => crates/spnl-core}/src/ir/mod.rs      |     0
 .../spnl-core}/src/ir/pretty_print.rs         |     0
 {spnl => crates/spnl-core}/src/ir/query.rs    |     0
 .../spnl-core}/src/ir/query_serde.rs          |     0
 {spnl => crates/spnl-core}/src/ir/zip.rs      |     0
 crates/spnl-core/src/lib.rs                   |     5 +
 .../src/optimizer/llo/chat_template.rs        |     0
 .../spnl-core}/src/optimizer/llo/llir.rs      |     0
 .../spnl-core}/src/optimizer/llo/mod.rs       |     0
 .../spnl-core}/src/optimizer/llo/tokenize.rs  |     0
 crates/spnl-core/src/optimizer/mod.rs         |     5 +
 .../spnl-core/src/optimizer}/simplify.rs      |     2 +-
 crates/spnl-ffi/Cargo.toml                    |    24 +
 {spnl => crates/spnl-ffi}/examples/.gitignore |     0
 {spnl => crates/spnl-ffi}/examples/user.py    |     0
 {spnl => crates/spnl-ffi}/pyproject.toml      |     2 +-
 .../ffi/mod.rs => crates/spnl-ffi/src/lib.rs  |     0
 .../src/ffi => crates/spnl-ffi/src}/python.rs |    26 +-
 {spnl => crates/spnl-run}/Cargo.toml          |    35 +-
 .../spnl-run}/src/augment/embed.rs            |     0
 .../spnl-run}/src/augment/index/layer1.rs     |     0
 .../spnl-run}/src/augment/index/mod.rs        |     0
 .../spnl-run}/src/augment/index/raptor.rs     |     0
 .../augment/index/simple_embed_retrieve.rs    |     0
 {spnl => crates/spnl-run}/src/augment/mod.rs  |     0
 .../spnl-run}/src/augment/options.rs          |     0
 .../spnl-run}/src/augment/retrieve.rs         |     0
 {spnl => crates/spnl-run}/src/execute/mod.rs  |     2 +-
 {spnl => crates/spnl-run}/src/execute/pull.rs |     0
 {spnl => crates/spnl-run}/src/gce/mod.rs      |     0
 .../mistralrs/MISTRAL_RS_BACKEND_SIZING.md    |     0
 .../mistralrs/OPTIMIZATION_OPPORTUNITIES.md   |     0
 .../src/generate/backend/mistralrs/README.md  |     0
 .../src/generate/backend/mistralrs/embed.rs   |     0
 .../src/generate/backend/mistralrs/loader.rs  |     0
 .../src/generate/backend/mistralrs/mod.rs     |     0
 .../spnl-run}/src/generate/backend/mod.rs     |     2 -
 .../spnl-run}/src/generate/backend/openai.rs  |     0
 .../src/generate/backend/prettynames.rs       |     0
 .../src/generate/backend/progress.rs          |     0
 .../spnl-run}/src/generate/backend/spnl.rs    |     0
 .../spnl-run}/src/generate/backend/timing.rs  |     0
 {spnl => crates/spnl-run}/src/generate/mod.rs |     0
 .../spnl-run}/src/generate/options.rs         |     0
 {spnl => crates/spnl-run}/src/k8s/mod.rs      |     0
 {spnl => crates/spnl-run}/src/lib.rs          |    12 +-
 .../spnl-run}/src/optimizer/hlo.rs            |     5 +-
 crates/spnl-run/src/optimizer/mod.rs          |     1 +
 .../spnl-run}/src/vllm/gce/TEST_SUMMARY.md    |     0
 .../spnl-run}/src/vllm/gce/args.rs            |     0
 .../spnl-run}/src/vllm/gce/down.rs            |     0
 .../spnl-run}/src/vllm/gce/image.rs           |     6 +-
 {spnl => crates/spnl-run}/src/vllm/gce/mod.rs |     0
 .../spnl-run}/src/vllm/gce/ssh_tunnel.rs      |     0
 {spnl => crates/spnl-run}/src/vllm/gce/up.rs  |     9 +-
 .../spnl-run}/src/vllm/k8s/TEST_SUMMARY.md    |     0
 .../spnl-run}/src/vllm/k8s/deployment.yml     |     0
 {spnl => crates/spnl-run}/src/vllm/k8s/mod.rs |     0
 {spnl => crates/spnl-run}/src/vllm/mod.rs     |     0
 {spnl => crates/spnl-run}/src/vllm/patch.rs   |     2 +-
 crates/spnl/Cargo.toml                        |    54 +
 {spnl => crates/spnl}/README.md               |     0
 crates/spnl/src/lib.rs                        |    36 +
 docker/gce/vllm/setup-dev.sh                  |     2 +-
 docker/vllm/llm-d/Containerfile.cuda          |     5 +-
 spnl/docker                                   |     1 -
 spnl/src/optimizer/mod.rs                     |     6 -
 128 files changed, 10661 insertions(+), 416 deletions(-)
 create mode 100644 crates/spnl-cli/Cargo.lock
 rename {cli => crates/spnl-cli}/Cargo.toml (100%)
 rename {cli => crates/spnl-cli}/src/args.rs (100%)
 rename {cli => crates/spnl-cli}/src/bench/haystack.rs (100%)
 rename {cli => crates/spnl-cli}/src/bench/mod.rs (100%)
 rename {cli => crates/spnl-cli}/src/bench/niah.rs (100%)
 rename {cli => crates/spnl-cli}/src/bench/ragcsv.rs (100%)
 rename {cli => crates/spnl-cli}/src/bench/ruler.rs (100%)
 rename {cli => crates/spnl-cli}/src/builtins.rs (100%)
 rename {cli => crates/spnl-cli}/src/builtins/bulk_map.rs (100%)
 rename {cli => crates/spnl-cli}/src/builtins/chat.rs (100%)
 rename {cli => crates/spnl-cli}/src/builtins/email.json (100%)
 rename {cli => crates/spnl-cli}/src/builtins/email.lisp (100%)
 rename {cli => crates/spnl-cli}/src/builtins/email.rs (100%)
 rename {cli => crates/spnl-cli}/src/builtins/email.yaml (100%)
 rename {cli => crates/spnl-cli}/src/builtins/email2.json (100%)
 rename {cli => crates/spnl-cli}/src/builtins/email2.lisp (100%)
 rename {cli => crates/spnl-cli}/src/builtins/email2.rs (100%)
 rename {cli => crates/spnl-cli}/src/builtins/email2.yaml (100%)
 rename {cli => crates/spnl-cli}/src/builtins/email3-evaluate-system-prompt.txt (100%)
 rename {cli => crates/spnl-cli}/src/builtins/email3-generate-system-prompt.txt (100%)
 rename {cli => crates/spnl-cli}/src/builtins/email3.json (100%)
 rename {cli => crates/spnl-cli}/src/builtins/email3.lisp (100%)
 rename {cli => crates/spnl-cli}/src/builtins/email3.rs (100%)
 rename {cli => crates/spnl-cli}/src/builtins/email3.yaml (100%)
 rename {cli => crates/spnl-cli}/src/builtins/fiqa-first100lines.jsonl (100%)
 rename {cli => crates/spnl-cli}/src/builtins/gsm8k-questions.json (100%)
 rename {cli => crates/spnl-cli}/src/builtins/gsm8k.jsonl (100%)
 rename {cli => crates/spnl-cli}/src/builtins/gsm8k.rs (100%)
 rename {cli => crates/spnl-cli}/src/builtins/hello.lisp (100%)
 rename {cli => crates/spnl-cli}/src/builtins/rag.rs (100%)
 rename {cli => crates/spnl-cli}/src/builtins/spans.rs (100%)
 rename {cli => crates/spnl-cli}/src/builtins/sweagent/fewshots/1.txt (100%)
 rename {cli => crates/spnl-cli}/src/builtins/sweagent/fewshots/2.txt (100%)
 rename {cli => crates/spnl-cli}/src/builtins/sweagent/fewshots/3.txt (100%)
 rename {cli => crates/spnl-cli}/src/builtins/sweagent/fewshots/4.txt (100%)
 rename {cli => crates/spnl-cli}/src/builtins/sweagent/inputs/1.txt (100%)
 rename {cli => crates/spnl-cli}/src/builtins/sweagent/inputs/2.txt (100%)
 rename {cli => crates/spnl-cli}/src/builtins/sweagent/mod.rs (100%)
 rename {cli => crates/spnl-cli}/src/builtins/sweagent/system.txt (100%)
 rename {cli => crates/spnl-cli}/src/builtins/sweagent/user.txt (100%)
 rename {cli => crates/spnl-cli}/src/main.rs (100%)
 create mode 100644 crates/spnl-core/Cargo.toml
 rename {spnl/src/generate/backend => crates/spnl-core/src}/capabilities.rs (100%)
 rename {spnl => crates/spnl-core}/src/ir/augment.rs (100%)
 rename {spnl => crates/spnl-core}/src/ir/bulk.rs (100%)
 rename {spnl => crates/spnl-core}/src/ir/generate.rs (100%)
 rename {spnl => crates/spnl-core}/src/ir/lisp.rs (100%)
 rename {spnl => crates/spnl-core}/src/ir/message.rs (100%)
 rename {spnl => crates/spnl-core}/src/ir/mod.rs (100%)
 rename {spnl => crates/spnl-core}/src/ir/pretty_print.rs (100%)
 rename {spnl => crates/spnl-core}/src/ir/query.rs (100%)
 rename {spnl => crates/spnl-core}/src/ir/query_serde.rs (100%)
 rename {spnl => crates/spnl-core}/src/ir/zip.rs (100%)
 create mode 100644 crates/spnl-core/src/lib.rs
 rename {spnl => crates/spnl-core}/src/optimizer/llo/chat_template.rs (100%)
 rename {spnl => crates/spnl-core}/src/optimizer/llo/llir.rs (100%)
 rename {spnl => crates/spnl-core}/src/optimizer/llo/mod.rs (100%)
 rename {spnl => crates/spnl-core}/src/optimizer/llo/tokenize.rs (100%)
 create mode 100644 crates/spnl-core/src/optimizer/mod.rs
 rename {spnl/src/optimizer/hlo => crates/spnl-core/src/optimizer}/simplify.rs (99%)
 create mode 100644 crates/spnl-ffi/Cargo.toml
 rename {spnl => crates/spnl-ffi}/examples/.gitignore (100%)
 rename {spnl => crates/spnl-ffi}/examples/user.py (100%)
 rename {spnl => crates/spnl-ffi}/pyproject.toml (96%)
 rename spnl/src/ffi/mod.rs => crates/spnl-ffi/src/lib.rs (100%)
 rename {spnl/src/ffi => crates/spnl-ffi/src}/python.rs (71%)
 rename {spnl => crates/spnl-run}/Cargo.toml (75%)
 rename {spnl => crates/spnl-run}/src/augment/embed.rs (100%)
 rename {spnl => crates/spnl-run}/src/augment/index/layer1.rs (100%)
 rename {spnl => crates/spnl-run}/src/augment/index/mod.rs (100%)
 rename {spnl => crates/spnl-run}/src/augment/index/raptor.rs (100%)
 rename {spnl => crates/spnl-run}/src/augment/index/simple_embed_retrieve.rs (100%)
 rename {spnl => crates/spnl-run}/src/augment/mod.rs (100%)
 rename {spnl => crates/spnl-run}/src/augment/options.rs (100%)
 rename {spnl => crates/spnl-run}/src/augment/retrieve.rs (100%)
 rename {spnl => crates/spnl-run}/src/execute/mod.rs (99%)
 rename {spnl => crates/spnl-run}/src/execute/pull.rs (100%)
 rename {spnl => crates/spnl-run}/src/gce/mod.rs (100%)
 rename {spnl => crates/spnl-run}/src/generate/backend/mistralrs/MISTRAL_RS_BACKEND_SIZING.md (100%)
 rename {spnl => crates/spnl-run}/src/generate/backend/mistralrs/OPTIMIZATION_OPPORTUNITIES.md (100%)
 rename {spnl => crates/spnl-run}/src/generate/backend/mistralrs/README.md (100%)
 rename {spnl => crates/spnl-run}/src/generate/backend/mistralrs/embed.rs (100%)
 rename {spnl => crates/spnl-run}/src/generate/backend/mistralrs/loader.rs (100%)
 rename {spnl => crates/spnl-run}/src/generate/backend/mistralrs/mod.rs (100%)
 rename {spnl => crates/spnl-run}/src/generate/backend/mod.rs (88%)
 rename {spnl => crates/spnl-run}/src/generate/backend/openai.rs (100%)
 rename {spnl => crates/spnl-run}/src/generate/backend/prettynames.rs (100%)
 rename {spnl => crates/spnl-run}/src/generate/backend/progress.rs (100%)
 rename {spnl => crates/spnl-run}/src/generate/backend/spnl.rs (100%)
 rename {spnl => crates/spnl-run}/src/generate/backend/timing.rs (100%)
 rename {spnl => crates/spnl-run}/src/generate/mod.rs (100%)
 rename {spnl => crates/spnl-run}/src/generate/options.rs (100%)
 rename {spnl => crates/spnl-run}/src/k8s/mod.rs (100%)
 rename {spnl => crates/spnl-run}/src/lib.rs (76%)
 rename {spnl => crates/spnl-run}/src/optimizer/hlo.rs (99%)
 create mode 100644 crates/spnl-run/src/optimizer/mod.rs
 rename {spnl => crates/spnl-run}/src/vllm/gce/TEST_SUMMARY.md (100%)
 rename {spnl => crates/spnl-run}/src/vllm/gce/args.rs (100%)
 rename {spnl => crates/spnl-run}/src/vllm/gce/down.rs (100%)
 rename {spnl => crates/spnl-run}/src/vllm/gce/image.rs (99%)
 rename {spnl => crates/spnl-run}/src/vllm/gce/mod.rs (100%)
 rename {spnl => crates/spnl-run}/src/vllm/gce/ssh_tunnel.rs (100%)
 rename {spnl => crates/spnl-run}/src/vllm/gce/up.rs (99%)
 rename {spnl => crates/spnl-run}/src/vllm/k8s/TEST_SUMMARY.md (100%)
 rename {spnl => crates/spnl-run}/src/vllm/k8s/deployment.yml (100%)
 rename {spnl => crates/spnl-run}/src/vllm/k8s/mod.rs (100%)
 rename {spnl => crates/spnl-run}/src/vllm/mod.rs (100%)
 rename {spnl => crates/spnl-run}/src/vllm/patch.rs (88%)
 create mode 100644 crates/spnl/Cargo.toml
 rename {spnl => crates/spnl}/README.md (100%)
 create mode 100644 crates/spnl/src/lib.rs
 delete mode 120000 spnl/docker
 delete mode 100644 spnl/src/optimizer/mod.rs

diff --git a/.github/scripts/verify-feature-consistency.sh b/.github/scripts/verify-feature-consistency.sh
index bba98b71..9adec455 100755
--- a/.github/scripts/verify-feature-consistency.sh
+++ b/.github/scripts/verify-feature-consistency.sh
@@ -7,21 +7,25 @@ set -e
 SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
 REPO_ROOT="$(cd "$SCRIPT_DIR/../.." && pwd)"
 CORE_YML="$REPO_ROOT/.github/workflows/core.yml"
-SPNL_CARGO_TOML="$REPO_ROOT/spnl/Cargo.toml"
+SPNL_CARGO_TOML="$REPO_ROOT/crates/spnl/Cargo.toml"
 
 echo "Verifying feature consistency between core.yml and spnl/Cargo.toml..."
 
 # Extract features from spnl/Cargo.toml
-# Parse the [features] section, excluding only:
+# Parse the [features] section, excluding:
 # - default = [...]
 # - local (CPU inference - mistralrs unconditionally depends on CUDA via candle-core/cudarc)
 # - cuda* (CUDA-specific features)
+# - ffi, pypi, run_py (pyo3/extension-module can't link into test binary; tested via python.yml)
 CARGO_FEATURES=$(sed -n '/^\[features\]/,/^\[/p' "$SPNL_CARGO_TOML" | \
     grep -E '^[a-z]' | \
     sed 's/ *=.*//' | \
     grep -v '^default$' | \
     grep -v '^local$' | \
     grep -v '^cuda' | \
+    grep -v '^ffi$' | \
+    grep -v '^pypi$' | \
+    grep -v '^run_py$' | \
     sort)
 
 # Extract features from core.yml cargo test command
@@ -34,7 +38,7 @@ CORE_YML_FEATURES=$(grep 'cargo test -p spnl --features' "$CORE_YML" | \
     uniq)
 
 echo ""
-echo "Features in spnl/Cargo.toml (excluding default, local, cuda*):"
+echo "Features in spnl/Cargo.toml (excluding default, local, cuda*, ffi, pypi, run_py):"
 echo "$CARGO_FEATURES"
 echo ""
 echo "Features tested in core.yml (macOS cargo test -p spnl):"
@@ -67,6 +71,7 @@ echo "Excluded features (not tested in core.yml for spnl package):"
 echo "  - default (tested implicitly)"
 echo "  - local (CPU inference - mistralrs unconditionally depends on CUDA via candle-core/cudarc)"
 echo "  - cuda* (CUDA-specific features)"
+echo "  - ffi, pypi, run_py (pyo3/extension-module can't link into test binary; tested via python.yml)"
 echo ""
 echo "Note: 'local' feature IS tested in spnl-cli package tests, which uses it differently."
 
diff --git a/.github/workflows/README-release-cli.md b/.github/workflows/README-release-cli.md
index ca0bc774..64a76688 100644
--- a/.github/workflows/README-release-cli.md
+++ b/.github/workflows/README-release-cli.md
@@ -251,7 +251,7 @@ To add support for a new platform, add an entry to the `matrix.platform` array:
 Modify the `cargo build` command in the workflow:
 
 ```yaml
-cargo build --features your,features,here --release --package spnl-cli --target $TARGET
+cargo build --manifest-path crates/spnl-cli/Cargo.toml --features your,features,here --release --target $TARGET
 ```
 
 ### Adjusting Compression
@@ -374,5 +374,5 @@ sha256sum -c checksums.txt
 ## Related Files
 
 - Workflow: `.github/workflows/release-cli.yml`
-- CLI Cargo.toml: `cli/Cargo.toml`
+- CLI Cargo.toml: `crates/spnl-cli/Cargo.toml`
 - Main Cargo.toml: `Cargo.toml`
\ No newline at end of file
diff --git a/.github/workflows/RELEASE-GUIDE.md b/.github/workflows/RELEASE-GUIDE.md
index 961739a1..da7de042 100644
--- a/.github/workflows/RELEASE-GUIDE.md
+++ b/.github/workflows/RELEASE-GUIDE.md
@@ -12,7 +12,7 @@
 
 3. Commit and push changes:
    ```bash
-   git add cli/Cargo.toml Cargo.lock
+   git add crates/spnl-cli/Cargo.toml Cargo.lock
    git commit -m "Bump version to 0.14.0"
    git push origin main
    ```
@@ -118,7 +118,7 @@ Users on Apple Silicon can run either version (Rosetta 2 compatibility).
 
 Before publishing a release:
 
-- [ ] Version bumped in `cli/Cargo.toml`
+- [ ] Version bumped in `crates/spnl-cli/Cargo.toml`
 - [ ] `Cargo.lock` updated
 - [ ] Changes committed and pushed to main
 - [ ] Release notes prepared
diff --git a/.github/workflows/core.yml b/.github/workflows/core.yml
index 2ff318dd..8fe94418 100644
--- a/.github/workflows/core.yml
+++ b/.github/workflows/core.yml
@@ -88,16 +88,21 @@ jobs:
             # IMPORTANT: Cannot use --all-features because mistralrs (used by local/metal/cuda features)
             # unconditionally depends on candle-core, which depends on cudarc (CUDA).
             #
-            # When adding new features to spnl/Cargo.toml, update this list!
-            # Current features tested (from spnl/Cargo.toml):
-            # - Included: cli_support, print, lisp, run, ollama, openai, gemini, pull, yaml, metal, rag, rag-deep-debug, spnl-api, vllm, k8s, gce, ffi, pypi, run_py, tok, openssl-vendored
+            # When adding new features to crates/spnl/Cargo.toml, update this list!
+            # Current features tested (from crates/spnl/Cargo.toml):
+            # - Included: cli_support, print, lisp, run, ollama, openai, gemini, pull, yaml, metal, rag, rag-deep-debug, spnl-api, vllm, k8s, gce, tok, openssl-vendored
+            # - Excluded: ffi, pypi, run_py (pyo3/extension-module can't link into test binary; tested via python.yml)
             # - Excluded: local (CPU inference - pulls in CUDA deps via mistralrs)
             # - Excluded: cuda, cuda-flash-attn, cuda-flash-attn-v3 (CUDA features)
-            cargo test -p spnl --features cli_support,print,lisp,run,ollama,openai,gemini,pull,yaml,metal,rag,rag-deep-debug,spnl-api,vllm,k8s,gce,ffi,pypi,run_py,tok,openssl-vendored -- --nocapture
-            cargo test -p spnl-cli --features bench,rag,spnl-api,vllm,k8s,gce,local,metal -- --nocapture
+            cargo test -p spnl-core --features lisp,yaml,tok -- --nocapture
+            cargo test -p spnl-run --features cli_support,print,lisp,run,ollama,openai,gemini,pull,yaml,metal,rag,rag-deep-debug,spnl-api,vllm,k8s,gce,tok,openssl-vendored -- --nocapture
+            cargo test -p spnl --features cli_support,print,lisp,run,ollama,openai,gemini,pull,yaml,metal,rag,rag-deep-debug,spnl-api,vllm,k8s,gce,tok,openssl-vendored -- --nocapture
+            cargo test --manifest-path crates/spnl-cli/Cargo.toml --features bench,rag,spnl-api,vllm,k8s,gce,local,metal -- --nocapture
           else
             # Test default features on Linux (no GPU features)
-            cargo test -p spnl -p spnl-cli -- --nocapture
+            # spnl-cli is excluded from workspace, test separately
+            cargo test -p spnl-core -p spnl-run -p spnl -- --nocapture
+            cargo test --manifest-path crates/spnl-cli/Cargo.toml -- --nocapture
           fi
 
       - name: cargo clippy
@@ -109,8 +114,12 @@ jobs:
         # When adding new features, update the feature list above in cargo test!
         if: runner.os == 'macOS'
         run: |
-          cargo clippy -p spnl --features cli_support,print,lisp,run,ollama,openai,gemini,pull,yaml,metal,rag,rag-deep-debug,spnl-api,vllm,k8s,gce,ffi,pypi,run_py,tok,openssl-vendored --tests --no-deps -- -D warnings
-          cargo clippy -p spnl-cli --features bench,rag,spnl-api,vllm,k8s,gce,local,metal --tests --no-deps -- -D warnings
+          cargo clippy -p spnl-core --features lisp,yaml,tok --tests --no-deps -- -D warnings
+          cargo clippy -p spnl-run --features cli_support,print,lisp,run,ollama,openai,gemini,pull,yaml,metal,rag,rag-deep-debug,spnl-api,vllm,k8s,gce,tok,openssl-vendored --tests --no-deps -- -D warnings
+          cargo clippy -p spnl --features cli_support,print,lisp,run,ollama,openai,gemini,pull,yaml,metal,rag,rag-deep-debug,spnl-api,vllm,k8s,gce,tok,openssl-vendored --tests --no-deps -- -D warnings
+          cargo clippy --manifest-path crates/spnl-cli/Cargo.toml --features bench,rag,spnl-api,vllm,k8s,gce,local,metal --tests --no-deps -- -D warnings
 
       - name: rustfmt
-        run: cargo fmt --all -- --check
+        run: |
+          cargo fmt --all -- --check
+          cargo fmt --manifest-path crates/spnl-cli/Cargo.toml -- --check
diff --git a/.github/workflows/publish_crate.yml b/.github/workflows/publish_crate.yml
index 000fb652..7f861dce 100644
--- a/.github/workflows/publish_crate.yml
+++ b/.github/workflows/publish_crate.yml
@@ -39,7 +39,16 @@ jobs:
       - name: Publish
         # Don't use --all-features to avoid CUDA compilation on macOS
         # Users can enable CUDA features explicitly when needed
-        run: cargo publish --manifest-path spnl/Cargo.toml $DRY_RUN
+        run: |
+          cargo publish --manifest-path crates/spnl-core/Cargo.toml $DRY_RUN
+          # spnl-run and spnl depend on spnl-core being on crates.io, so
+          # dry-run (PR) can only validate spnl-core; real publish runs all three.
+          if [ "$DRY_RUN" = " " ]; then
+            sleep 30  # wait for crates.io to index spnl-core
+            cargo publish --manifest-path crates/spnl-run/Cargo.toml
+            sleep 30  # wait for crates.io to index spnl-run
+            cargo publish --manifest-path crates/spnl/Cargo.toml
+          fi
         env:
           CARGO_REGISTRY_TOKEN: ${{ secrets.CARGO_REGISTRY_TOKEN }}
           DRY_RUN: ${{ github.event_name == 'pull_request' && '--dry-run' || ' ' }}
diff --git a/.github/workflows/publish_pypi.yml b/.github/workflows/publish_pypi.yml
index f104eb6f..d70b458f 100644
--- a/.github/workflows/publish_pypi.yml
+++ b/.github/workflows/publish_pypi.yml
@@ -1,7 +1,7 @@
 # This file is autogenerated by maturin v1.9.4
 # To update, run
 #
-#    maturin generate-ci -m spnl/Cargo.toml github
+#    maturin generate-ci -m crates/spnl-ffi/Cargo.toml github
 #
 name: publish_pypi
 
@@ -54,7 +54,7 @@ jobs:
         uses: ./maturin-action #PyO3/maturin-action@v1
         with:
           target: ${{ matrix.platform.target }}
-          args: ${{ env.BUILD_RELEASE_ARG }} --out dist --find-interpreter --manifest-path spnl/Cargo.toml --no-default-features -F tok,run_py
+          args: ${{ env.BUILD_RELEASE_ARG }} --out dist --find-interpreter --manifest-path crates/spnl-ffi/Cargo.toml --no-default-features -F tok,run_py
           sccache: ${{ !startsWith(github.ref, 'refs/tags/') }}
           manylinux: 2_28
       - name: Upload wheels
@@ -89,7 +89,7 @@ jobs:
   #       uses: ./maturin-action #PyO3/maturin-action@v1
   #       with:
   #         target: ${{ matrix.platform.target }}
-  #         args: ${{ env.BUILD_RELEASE_ARG }} --out dist --find-interpreter --manifest-path spnl/Cargo.toml
+  #         args: ${{ env.BUILD_RELEASE_ARG }} --out dist --find-interpreter --manifest-path crates/spnl-ffi/Cargo.toml
   #         sccache: ${{ !startsWith(github.ref, 'refs/tags/') }}
   #         manylinux: auto #musllinux_1_2
   #     - name: Upload wheels
@@ -126,7 +126,7 @@ jobs:
         uses: ./maturin-action #PyO3/maturin-action@v1
         with:
           target: ${{ matrix.platform.target }}
-          args: ${{ env.BUILD_RELEASE_ARG }} --out dist --find-interpreter --manifest-path spnl/Cargo.toml --no-default-features -F tok,run_py
+          args: ${{ env.BUILD_RELEASE_ARG }} --out dist --find-interpreter --manifest-path crates/spnl-ffi/Cargo.toml --no-default-features -F tok,run_py
           sccache: ${{ !startsWith(github.ref, 'refs/tags/') }}
       - name: Upload wheels
         if: ${{ github.event_name != 'pull_request' }}
@@ -160,7 +160,7 @@ jobs:
         uses: ./maturin-action #PyO3/maturin-action@v1
         with:
           target: ${{ matrix.platform.target }}
-          args: ${{ env.BUILD_RELEASE_ARG }} --out dist --find-interpreter --manifest-path spnl/Cargo.toml --no-default-features -F tok,run_py
+          args: ${{ env.BUILD_RELEASE_ARG }} --out dist --find-interpreter --manifest-path crates/spnl-ffi/Cargo.toml --no-default-features -F tok,run_py
           sccache: ${{ !startsWith(github.ref, 'refs/tags/') }}
       - name: Upload wheels
         if: ${{ github.event_name != 'pull_request' }}
@@ -181,7 +181,7 @@ jobs:
         uses: ./maturin-action #PyO3/maturin-action@v1
         with:
           command: sdist
-          args: --out dist --manifest-path spnl/Cargo.toml
+          args: --out dist --manifest-path crates/spnl-ffi/Cargo.toml
       - name: Upload sdist
         uses: actions/upload-artifact@v6
         with:
diff --git a/.github/workflows/python.yml b/.github/workflows/python.yml
index 71aab88d..d5786c45 100644
--- a/.github/workflows/python.yml
+++ b/.github/workflows/python.yml
@@ -51,7 +51,7 @@ jobs:
       - name: install maturin
         run: pip install maturin
       - name: maturin develop
-        run: maturin develop -m spnl/Cargo.toml --no-default-features -F pypi
+        run: maturin develop -m crates/spnl-ffi/Cargo.toml --no-default-features -F pypi,tok
 
       - name: invoke the python tokenize api
         run: |
diff --git a/.github/workflows/release-cli.yml b/.github/workflows/release-cli.yml
index 3cf398f7..3e937753 100644
--- a/.github/workflows/release-cli.yml
+++ b/.github/workflows/release-cli.yml
@@ -171,7 +171,7 @@ jobs:
         run: |
           # Only use openssl-vendored for musl builds (static linking)
           # Other platforms use system OpenSSL
-          cargo build --features $LOCAL_FEATURE,bench,rag,k8s,gce,spnl-api $BUILD_RELEASE_ARG --package spnl-cli --target $TARGET
+          cargo build --manifest-path crates/spnl-cli/Cargo.toml --target-dir target --features $LOCAL_FEATURE,bench,rag,k8s,gce,spnl-api $BUILD_RELEASE_ARG --target $TARGET
 
       - name: Check for Apple signing secrets
         if: runner.os == 'macOS'
@@ -329,7 +329,7 @@ jobs:
       - name: Build CLI
         shell: sh
         run: |
-          cargo build --features $LOCAL_FEATURE,bench,rag,k8s,gce,spnl-api,openssl-vendored $BUILD_RELEASE_ARG --package spnl-cli --target $TARGET
+          cargo build --manifest-path crates/spnl-cli/Cargo.toml --target-dir target --features $LOCAL_FEATURE,bench,rag,k8s,gce,spnl-api,openssl-vendored $BUILD_RELEASE_ARG --target $TARGET
 
       - name: Prepare binary
         shell: sh
@@ -516,8 +516,8 @@ jobs:
           echo "Building with features: $FEATURES,rag,k8s,gce,spnl-api"
           echo "CUDA_COMPUTE_CAP: $CUDA_COMPUTE_CAP"
           echo "CUDA_NVCC_FLAGS: $CUDA_NVCC_FLAGS"
-          cargo build --features $FEATURES,bench,rag,k8s,gce,spnl-api $BUILD_RELEASE_ARG \
-            --package spnl-cli --target $TARGET
+          cargo build --manifest-path crates/spnl-cli/Cargo.toml --target-dir target --features $FEATURES,bench,rag,k8s,gce,spnl-api $BUILD_RELEASE_ARG \
+            --target $TARGET
 
       - name: Prepare binary
         # Skip flash-attn variants on PRs (only run on release)
diff --git a/.github/workflows/vllm-gce.yml b/.github/workflows/vllm-gce.yml
index 78cc5ac6..050bf4ad 100644
--- a/.github/workflows/vllm-gce.yml
+++ b/.github/workflows/vllm-gce.yml
@@ -65,7 +65,7 @@ jobs:
       - name: Install spnl CLI
         if: "!contains(github.event.pull_request.title, 'chore(deps)') && !contains(github.event.pull_request.title, 'fix(deps)') && env.GCP_CREDENTIALS && env.HF_TOKEN"
         run: |
-          cargo build --features gce
+          cargo build --manifest-path crates/spnl-cli/Cargo.toml --target-dir target --features gce
           sudo cp target/debug/spnl /usr/local/bin/
         
       - name: Launch GCE VM
diff --git a/.gitignore b/.gitignore
index 23b7ea60..f4669ed1 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,5 +1,5 @@
 *~
-/target
+target/
 /target.cross
 history.txt
 
diff --git a/Cargo.lock b/Cargo.lock
index b7e35a85..72f8bd9f 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -109,15 +109,6 @@ dependencies = [
  "equator",
 ]
 
-[[package]]
-name = "alloca"
-version = "0.4.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e5a7d05ea6aea7e9e64d25b9156ba2fee3fdd659e34e41063cd2fc7cd020d7f4"
-dependencies = [
- "cc",
-]
-
 [[package]]
 name = "allocator-api2"
 version = "0.2.21"
@@ -133,12 +124,6 @@ dependencies = [
  "libc",
 ]
 
-[[package]]
-name = "anes"
-version = "0.1.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4b46cbb362ab8752921c97e041f5e366ee6297bd428a31275b9fcf1e380f7299"
-
 [[package]]
 name = "annotate-snippets"
 version = "0.12.11"
@@ -886,12 +871,6 @@ version = "1.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7b02b629252fe8ef6460461409564e2c21d0c8e77e0944f3d189ff06c4e932ad"
 
-[[package]]
-name = "cast"
-version = "0.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "37b2a672a2cb129a2e41c10b1224bb368f9f37a2b16b612598138befd7b37eb5"
-
 [[package]]
 name = "castaway"
 version = "0.2.4"
@@ -985,33 +964,6 @@ dependencies = [
  "windows-link 0.2.1",
 ]
 
-[[package]]
-name = "ciborium"
-version = "0.2.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "42e69ffd6f0917f5c029256a24d0161db17cea3997d185db0d35926308770f0e"
-dependencies = [
- "ciborium-io",
- "ciborium-ll",
- "serde",
-]
-
-[[package]]
-name = "ciborium-io"
-version = "0.2.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "05afea1e0a06c9be33d539b876f1ce3692f4afea2cb41f740e7743225ed1c757"
-
-[[package]]
-name = "ciborium-ll"
-version = "0.2.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "57663b653d948a338bfb3eeba9bb2fd5fcfaecb9e199e87e1eda4d9e8b240fd9"
-dependencies = [
- "ciborium-io",
- "half",
-]
-
 [[package]]
 name = "cipher"
 version = "0.4.4"
@@ -1063,15 +1015,6 @@ version = "1.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "3a822ea5bc7590f9d40f1ba12c0dc3c2760f3482c6984db1573ad11031420831"
 
-[[package]]
-name = "clipboard-win"
-version = "5.4.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bde03770d3df201d4fb868f2c9c59e66a3e4e2bd06692a0fe701e7103c7e84d4"
-dependencies = [
- "error-code",
-]
-
 [[package]]
 name = "cmake"
 version = "0.1.57"
@@ -1255,42 +1198,6 @@ dependencies = [
  "cfg-if",
 ]
 
-[[package]]
-name = "criterion"
-version = "0.8.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "950046b2aa2492f9a536f5f4f9a3de7b9e2476e575e05bd6c333371add4d98f3"
-dependencies = [
- "alloca",
- "anes",
- "cast",
- "ciborium",
- "clap",
- "criterion-plot",
- "itertools 0.13.0",
- "num-traits",
- "oorandom",
- "page_size",
- "plotters",
- "rayon",
- "regex",
- "serde",
- "serde_json",
- "tinytemplate",
- "tokio",
- "walkdir",
-]
-
-[[package]]
-name = "criterion-plot"
-version = "0.8.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d8d80a2f4f5b554395e47b5d8305bc3d27813bacb73493eb1001e8f76dae29ea"
-dependencies = [
- "cast",
- "itertools 0.13.0",
-]
-
 [[package]]
 name = "crossbeam-channel"
 version = "0.5.15"
@@ -1897,12 +1804,6 @@ version = "1.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "aac81fa3e28d21450aa4d2ac065992ba96a1d7303efbce51a95f4fd175b67562"
 
-[[package]]
-name = "dotenv"
-version = "0.15.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "77c90badedccf4105eca100756a0b1289e191f6fcbdadd3cee1d2f614f97da8f"
-
 [[package]]
 name = "dtoa"
 version = "1.0.11"
@@ -2066,12 +1967,6 @@ dependencies = [
  "encoding_rs",
 ]
 
-[[package]]
-name = "endian-type"
-version = "0.1.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c34f04666d835ff5d62e058c3995147c06f42fe86ff053337632bca83e42702d"
-
 [[package]]
 name = "endian-type"
 version = "0.2.0"
@@ -2122,35 +2017,12 @@ dependencies = [
  "syn 2.0.114",
 ]
 
-[[package]]
-name = "env_filter"
-version = "1.0.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7a1c3cc8e57274ec99de65301228b537f1e4eedc1b8e0f9411c6caac8ae7308f"
-dependencies = [
- "log",
- "regex",
-]
-
 [[package]]
 name = "env_home"
 version = "0.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c7f84e12ccf0a7ddc17a6c41c93326024c42920d7ee630d04950e6926645c0fe"
 
-[[package]]
-name = "env_logger"
-version = "0.11.9"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b2daee4ea451f429a58296525ddf28b45a3b64f1acf6587e2067437bb11e218d"
-dependencies = [
- "anstream",
- "anstyle",
- "env_filter",
- "jiff",
- "log",
-]
-
 [[package]]
 name = "equator"
 version = "0.4.2"
@@ -2187,12 +2059,6 @@ dependencies = [
  "windows-sys 0.61.2",
 ]
 
-[[package]]
-name = "error-code"
-version = "3.3.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dea2df4cf52843e0452895c455a1a2cfbb842a1e7329671acf418fdc53ed4c59"
-
 [[package]]
 name = "esaxx-rs"
 version = "0.1.10"
@@ -2312,17 +2178,6 @@ dependencies = [
  "syn 2.0.114",
 ]
 
-[[package]]
-name = "fd-lock"
-version = "4.0.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0ce92ff622d6dadf7349484f42c93271a0d49b7cc4d466a936405bacbe10aa78"
-dependencies = [
- "cfg-if",
- "rustix",
- "windows-sys 0.59.0",
-]
-
 [[package]]
 name = "fdeflate"
 version = "0.3.7"
@@ -3898,15 +3753,6 @@ version = "1.70.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a6cb138bb79a146c1bd460005623e142ef0181e3d0219cb493e02f7d08a35695"
 
-[[package]]
-name = "itertools"
-version = "0.13.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "413ee7dfc52ee1a4949ceeb7dbc8a33f2d6c088194d9f922fb8318faf1f01186"
-dependencies = [
- "either",
-]
-
 [[package]]
 name = "itertools"
 version = "0.14.0"
@@ -4320,15 +4166,6 @@ version = "0.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "df1d3c3b53da64cf5760482273a98e575c651a67eec7f77df96b5b642de8f039"
 
-[[package]]
-name = "lipsum"
-version = "0.9.1"
-source = "git+https://github.com/mgeisler/lipsum.git#233e48a36df40641a609a9476fe9009d928757c5"
-dependencies = [
- "rand 0.9.2",
- "rand_chacha 0.9.0",
-]
-
 [[package]]
 name = "litemap"
 version = "0.8.1"
@@ -4710,7 +4547,7 @@ dependencies = [
  "indexmap 2.13.0",
  "indicatif 0.18.4",
  "interprocess",
- "itertools 0.14.0",
+ "itertools",
  "libc",
  "llguidance",
  "lrtable",
@@ -4727,7 +4564,7 @@ dependencies = [
  "openai-harmony",
  "ordered-float 5.1.0",
  "parking_lot",
- "radix_trie 0.3.0",
+ "radix_trie",
  "rand 0.9.2",
  "rand_distr 0.5.1",
  "rand_isaac",
@@ -4978,18 +4815,6 @@ dependencies = [
  "libc",
 ]
 
-[[package]]
-name = "nix"
-version = "0.30.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "74523f3a35e05aba87a1d978330aef40f67b0304ac79c1c00b294c9830543db6"
-dependencies = [
- "bitflags 2.10.0",
- "cfg-if",
- "cfg_aliases",
- "libc",
-]
-
 [[package]]
 name = "nohash-hasher"
 version = "0.2.0"
@@ -5282,12 +5107,6 @@ dependencies = [
  "pkg-config",
 ]
 
-[[package]]
-name = "oorandom"
-version = "11.1.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d6790f58c7ff633d8771f42965289203411a5e5c68388703c06e14f24770b41e"
-
 [[package]]
 name = "opaque-debug"
 version = "0.3.1"
@@ -5455,16 +5274,6 @@ dependencies = [
  "num-traits",
 ]
 
-[[package]]
-name = "page_size"
-version = "0.6.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "30d5b2194ed13191c1999ae0704b7839fb18384fa22e49b57eeaa97d79ce40da"
-dependencies = [
- "libc",
- "winapi",
-]
-
 [[package]]
 name = "pageant"
 version = "0.0.1"
@@ -5666,20 +5475,6 @@ dependencies = [
  "sha2 0.10.9",
 ]
 
-[[package]]
-name = "petname"
-version = "2.0.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9cd31dcfdbbd7431a807ef4df6edd6473228e94d5c805e8cf671227a21bad068"
-dependencies = [
- "anyhow",
- "clap",
- "itertools 0.14.0",
- "proc-macro2",
- "quote",
- "rand 0.8.5",
-]
-
 [[package]]
 name = "phf"
 version = "0.13.1"
@@ -5829,34 +5624,6 @@ version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7edddbd0b52d732b21ad9a5fab5c704c14cd949e5e9a1ec5929a24fded1b904c"
 
-[[package]]
-name = "plotters"
-version = "0.3.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5aeb6f403d7a4911efb1e33402027fc44f29b5bf6def3effcc22d7bb75f2b747"
-dependencies = [
- "num-traits",
- "plotters-backend",
- "plotters-svg",
- "wasm-bindgen",
- "web-sys",
-]
-
-[[package]]
-name = "plotters-backend"
-version = "0.3.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "df42e13c12958a16b3f7f4386b9ab1f3e7933914ecea48da7139435263a4172a"
-
-[[package]]
-name = "plotters-svg"
-version = "0.3.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "51bae2ac328883f7acdfea3d66a7c35751187f870bc81f94563733a154d7a670"
-dependencies = [
- "plotters-backend",
-]
-
 [[package]]
 name = "png"
 version = "0.18.0"
@@ -6045,7 +5812,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "27c6023962132f4b30eb4c172c91ce92d933da334c59c23cddee82358ddafb0b"
 dependencies = [
  "anyhow",
- "itertools 0.14.0",
+ "itertools",
  "proc-macro2",
  "quote",
  "syn 2.0.114",
@@ -6261,23 +6028,13 @@ version = "5.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "69cdb34c158ceb288df11e18b4bd39de994f6657d83847bdffdbd7f346754b0f"
 
-[[package]]
-name = "radix_trie"
-version = "0.2.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c069c179fcdc6a2fe24d8d18305cf085fdbd4f922c041943e203685d6a1c58fd"
-dependencies = [
- "endian-type 0.1.2",
- "nibble_vec",
-]
-
 [[package]]
 name = "radix_trie"
 version = "0.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "3b4431027dcd37fc2a73ef740b5f233aa805897935b8bce0195e41bbf9a3289a"
 dependencies = [
- "endian-type 0.2.0",
+ "endian-type",
  "nibble_vec",
 ]
 
@@ -6397,7 +6154,7 @@ dependencies = [
  "built",
  "cfg-if",
  "interpolate_name",
- "itertools 0.14.0",
+ "itertools",
  "libc",
  "libfuzzer-sys",
  "log",
@@ -6463,7 +6220,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "2964d0cf57a3e7a06e8183d14a8b527195c706b7983549cd5462d5aa3747438f"
 dependencies = [
  "either",
- "itertools 0.14.0",
+ "itertools",
  "rayon",
 ]
 
@@ -6842,7 +6599,7 @@ checksum = "4fb0ed583ff0f6b4aa44c7867dd7108df01b30571ee9423e250b4cc939f8c6cf"
 dependencies = [
  "libc",
  "log",
- "nix 0.29.0",
+ "nix",
  "ssh-encoding",
  "winapi",
 ]
@@ -7078,28 +6835,6 @@ version = "1.0.22"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b39cdef0fa800fc44525c84ccb54a029961a8215f9619753635a9c0d2538d46d"
 
-[[package]]
-name = "rustyline"
-version = "17.0.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e902948a25149d50edc1a8e0141aad50f54e22ba83ff988cf8f7c9ef07f50564"
-dependencies = [
- "bitflags 2.10.0",
- "cfg-if",
- "clipboard-win",
- "fd-lock",
- "home",
- "libc",
- "log",
- "memchr",
- "nix 0.30.1",
- "radix_trie 0.2.1",
- "unicode-segmentation",
- "unicode-width",
- "utf8parse",
- "windows-sys 0.60.2",
-]
-
 [[package]]
 name = "ryu"
 version = "1.0.23"
@@ -7776,7 +7511,53 @@ dependencies = [
 
 [[package]]
 name = "spnl"
-version = "0.21.0"
+version = "0.22.0"
+dependencies = [
+ "cargo-husky",
+ "http",
+ "pyo3",
+ "serde_json",
+ "spnl-core",
+ "spnl-ffi",
+ "spnl-run",
+ "tokio",
+ "tower-test",
+]
+
+[[package]]
+name = "spnl-core"
+version = "0.22.0"
+dependencies = [
+ "anyhow",
+ "cargo-husky",
+ "clap",
+ "derive_builder",
+ "itertools",
+ "moka",
+ "ptree",
+ "pyo3",
+ "serde",
+ "serde-lexpr",
+ "serde_json",
+ "serde_yaml2",
+ "thiserror 2.0.18",
+ "tokenizers 0.22.2",
+]
+
+[[package]]
+name = "spnl-ffi"
+version = "0.22.0"
+dependencies = [
+ "pyo3",
+ "serde_json",
+ "spnl-core",
+ "spnl-run",
+ "tokio",
+]
+
+[[package]]
+name = "spnl-run"
+version = "0.22.0"
 dependencies = [
  "anyhow",
  "async-openai",
@@ -7796,18 +7577,15 @@ dependencies = [
  "http",
  "indexmap 2.13.0",
  "indicatif 0.18.4",
- "itertools 0.14.0",
+ "itertools",
  "k8s-openapi",
  "kube",
  "leann-core",
  "mistralrs",
  "mistralrs-core",
- "moka",
  "ndarray",
  "openssl",
  "pdf-extract",
- "ptree",
- "pyo3",
  "rand 0.9.2",
  "regex",
  "reqwest 0.12.28",
@@ -7816,13 +7594,12 @@ dependencies = [
  "rustls",
  "schemars 1.2.1",
  "serde",
- "serde-lexpr",
  "serde_json",
  "serde_yaml2",
  "sha2 0.10.9",
+ "spnl-core",
  "tabled",
  "thiserror 2.0.18",
- "tokenizers 0.22.2",
  "tokio",
  "tokio-stream",
  "tokio-util",
@@ -7830,34 +7607,6 @@ dependencies = [
  "uuid 1.21.0",
 ]
 
-[[package]]
-name = "spnl-cli"
-version = "0.21.0"
-dependencies = [
- "anyhow",
- "clap",
- "criterion",
- "csv",
- "dirs",
- "dotenv",
- "env_logger",
- "indicatif 0.18.4",
- "itertools 0.14.0",
- "lipsum",
- "petname",
- "ptree",
- "rand 0.9.2",
- "reqwest 0.12.28",
- "rustyline",
- "serde",
- "serde_json",
- "spnl",
- "tabled",
- "tinytemplate",
- "tokenizers 0.22.2",
- "tokio",
-]
-
 [[package]]
 name = "ssh-cipher"
 version = "0.2.0"
@@ -8451,16 +8200,6 @@ dependencies = [
  "zerovec",
 ]
 
-[[package]]
-name = "tinytemplate"
-version = "1.2.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "be4d6b5f19ff7664e8c98d03e2139cb510db9b0a60b55f8e8709b689d939b6bc"
-dependencies = [
- "serde",
- "serde_json",
-]
-
 [[package]]
 name = "tinyvec"
 version = "1.10.0"
@@ -8511,7 +8250,7 @@ dependencies = [
  "esaxx-rs",
  "fancy-regex 0.14.0",
  "getrandom 0.3.4",
- "itertools 0.14.0",
+ "itertools",
  "log",
  "macro_rules_attribute",
  "monostate",
@@ -8544,7 +8283,7 @@ dependencies = [
  "esaxx-rs",
  "getrandom 0.3.4",
  "hf-hub",
- "itertools 0.14.0",
+ "itertools",
  "log",
  "macro_rules_attribute",
  "monostate",
diff --git a/Cargo.toml b/Cargo.toml
index baa73580..b042216f 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -1,7 +1,7 @@
 [workspace]
 resolver = "3"
-members = ["cli", "spnl"]
-exclude = ["cli"]
+members = ["crates/*"]
+exclude = ["crates/spnl-cli"]
 
 [workspace.dependencies]
 cargo-husky = { version = "1", default-features = false, features = ["user-hooks"] }
diff --git a/crates/spnl-cli/Cargo.lock b/crates/spnl-cli/Cargo.lock
new file mode 100644
index 00000000..8721de80
--- /dev/null
+++ b/crates/spnl-cli/Cargo.lock
@@ -0,0 +1,10330 @@
+# This file is automatically @generated by Cargo.
+# It is not intended for manual editing.
+version = 4
+
+[[package]]
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+dependencies = [
+ "lazy_static 1.5.0",
+ "regex",
+]
+
+[[package]]
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+
+[[package]]
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similarity index 100%
rename from cli/Cargo.toml
rename to crates/spnl-cli/Cargo.toml
diff --git a/cli/src/args.rs b/crates/spnl-cli/src/args.rs
similarity index 100%
rename from cli/src/args.rs
rename to crates/spnl-cli/src/args.rs
diff --git a/cli/src/bench/haystack.rs b/crates/spnl-cli/src/bench/haystack.rs
similarity index 100%
rename from cli/src/bench/haystack.rs
rename to crates/spnl-cli/src/bench/haystack.rs
diff --git a/cli/src/bench/mod.rs b/crates/spnl-cli/src/bench/mod.rs
similarity index 100%
rename from cli/src/bench/mod.rs
rename to crates/spnl-cli/src/bench/mod.rs
diff --git a/cli/src/bench/niah.rs b/crates/spnl-cli/src/bench/niah.rs
similarity index 100%
rename from cli/src/bench/niah.rs
rename to crates/spnl-cli/src/bench/niah.rs
diff --git a/cli/src/bench/ragcsv.rs b/crates/spnl-cli/src/bench/ragcsv.rs
similarity index 100%
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rename to crates/spnl-cli/src/bench/ragcsv.rs
diff --git a/cli/src/bench/ruler.rs b/crates/spnl-cli/src/bench/ruler.rs
similarity index 100%
rename from cli/src/bench/ruler.rs
rename to crates/spnl-cli/src/bench/ruler.rs
diff --git a/cli/src/builtins.rs b/crates/spnl-cli/src/builtins.rs
similarity index 100%
rename from cli/src/builtins.rs
rename to crates/spnl-cli/src/builtins.rs
diff --git a/cli/src/builtins/bulk_map.rs b/crates/spnl-cli/src/builtins/bulk_map.rs
similarity index 100%
rename from cli/src/builtins/bulk_map.rs
rename to crates/spnl-cli/src/builtins/bulk_map.rs
diff --git a/cli/src/builtins/chat.rs b/crates/spnl-cli/src/builtins/chat.rs
similarity index 100%
rename from cli/src/builtins/chat.rs
rename to crates/spnl-cli/src/builtins/chat.rs
diff --git a/cli/src/builtins/email.json b/crates/spnl-cli/src/builtins/email.json
similarity index 100%
rename from cli/src/builtins/email.json
rename to crates/spnl-cli/src/builtins/email.json
diff --git a/cli/src/builtins/email.lisp b/crates/spnl-cli/src/builtins/email.lisp
similarity index 100%
rename from cli/src/builtins/email.lisp
rename to crates/spnl-cli/src/builtins/email.lisp
diff --git a/cli/src/builtins/email.rs b/crates/spnl-cli/src/builtins/email.rs
similarity index 100%
rename from cli/src/builtins/email.rs
rename to crates/spnl-cli/src/builtins/email.rs
diff --git a/cli/src/builtins/email.yaml b/crates/spnl-cli/src/builtins/email.yaml
similarity index 100%
rename from cli/src/builtins/email.yaml
rename to crates/spnl-cli/src/builtins/email.yaml
diff --git a/cli/src/builtins/email2.json b/crates/spnl-cli/src/builtins/email2.json
similarity index 100%
rename from cli/src/builtins/email2.json
rename to crates/spnl-cli/src/builtins/email2.json
diff --git a/cli/src/builtins/email2.lisp b/crates/spnl-cli/src/builtins/email2.lisp
similarity index 100%
rename from cli/src/builtins/email2.lisp
rename to crates/spnl-cli/src/builtins/email2.lisp
diff --git a/cli/src/builtins/email2.rs b/crates/spnl-cli/src/builtins/email2.rs
similarity index 100%
rename from cli/src/builtins/email2.rs
rename to crates/spnl-cli/src/builtins/email2.rs
diff --git a/cli/src/builtins/email2.yaml b/crates/spnl-cli/src/builtins/email2.yaml
similarity index 100%
rename from cli/src/builtins/email2.yaml
rename to crates/spnl-cli/src/builtins/email2.yaml
diff --git a/cli/src/builtins/email3-evaluate-system-prompt.txt b/crates/spnl-cli/src/builtins/email3-evaluate-system-prompt.txt
similarity index 100%
rename from cli/src/builtins/email3-evaluate-system-prompt.txt
rename to crates/spnl-cli/src/builtins/email3-evaluate-system-prompt.txt
diff --git a/cli/src/builtins/email3-generate-system-prompt.txt b/crates/spnl-cli/src/builtins/email3-generate-system-prompt.txt
similarity index 100%
rename from cli/src/builtins/email3-generate-system-prompt.txt
rename to crates/spnl-cli/src/builtins/email3-generate-system-prompt.txt
diff --git a/cli/src/builtins/email3.json b/crates/spnl-cli/src/builtins/email3.json
similarity index 100%
rename from cli/src/builtins/email3.json
rename to crates/spnl-cli/src/builtins/email3.json
diff --git a/cli/src/builtins/email3.lisp b/crates/spnl-cli/src/builtins/email3.lisp
similarity index 100%
rename from cli/src/builtins/email3.lisp
rename to crates/spnl-cli/src/builtins/email3.lisp
diff --git a/cli/src/builtins/email3.rs b/crates/spnl-cli/src/builtins/email3.rs
similarity index 100%
rename from cli/src/builtins/email3.rs
rename to crates/spnl-cli/src/builtins/email3.rs
diff --git a/cli/src/builtins/email3.yaml b/crates/spnl-cli/src/builtins/email3.yaml
similarity index 100%
rename from cli/src/builtins/email3.yaml
rename to crates/spnl-cli/src/builtins/email3.yaml
diff --git a/cli/src/builtins/fiqa-first100lines.jsonl b/crates/spnl-cli/src/builtins/fiqa-first100lines.jsonl
similarity index 100%
rename from cli/src/builtins/fiqa-first100lines.jsonl
rename to crates/spnl-cli/src/builtins/fiqa-first100lines.jsonl
diff --git a/cli/src/builtins/gsm8k-questions.json b/crates/spnl-cli/src/builtins/gsm8k-questions.json
similarity index 100%
rename from cli/src/builtins/gsm8k-questions.json
rename to crates/spnl-cli/src/builtins/gsm8k-questions.json
diff --git a/cli/src/builtins/gsm8k.jsonl b/crates/spnl-cli/src/builtins/gsm8k.jsonl
similarity index 100%
rename from cli/src/builtins/gsm8k.jsonl
rename to crates/spnl-cli/src/builtins/gsm8k.jsonl
diff --git a/cli/src/builtins/gsm8k.rs b/crates/spnl-cli/src/builtins/gsm8k.rs
similarity index 100%
rename from cli/src/builtins/gsm8k.rs
rename to crates/spnl-cli/src/builtins/gsm8k.rs
diff --git a/cli/src/builtins/hello.lisp b/crates/spnl-cli/src/builtins/hello.lisp
similarity index 100%
rename from cli/src/builtins/hello.lisp
rename to crates/spnl-cli/src/builtins/hello.lisp
diff --git a/cli/src/builtins/rag.rs b/crates/spnl-cli/src/builtins/rag.rs
similarity index 100%
rename from cli/src/builtins/rag.rs
rename to crates/spnl-cli/src/builtins/rag.rs
diff --git a/cli/src/builtins/spans.rs b/crates/spnl-cli/src/builtins/spans.rs
similarity index 100%
rename from cli/src/builtins/spans.rs
rename to crates/spnl-cli/src/builtins/spans.rs
diff --git a/cli/src/builtins/sweagent/fewshots/1.txt b/crates/spnl-cli/src/builtins/sweagent/fewshots/1.txt
similarity index 100%
rename from cli/src/builtins/sweagent/fewshots/1.txt
rename to crates/spnl-cli/src/builtins/sweagent/fewshots/1.txt
diff --git a/cli/src/builtins/sweagent/fewshots/2.txt b/crates/spnl-cli/src/builtins/sweagent/fewshots/2.txt
similarity index 100%
rename from cli/src/builtins/sweagent/fewshots/2.txt
rename to crates/spnl-cli/src/builtins/sweagent/fewshots/2.txt
diff --git a/cli/src/builtins/sweagent/fewshots/3.txt b/crates/spnl-cli/src/builtins/sweagent/fewshots/3.txt
similarity index 100%
rename from cli/src/builtins/sweagent/fewshots/3.txt
rename to crates/spnl-cli/src/builtins/sweagent/fewshots/3.txt
diff --git a/cli/src/builtins/sweagent/fewshots/4.txt b/crates/spnl-cli/src/builtins/sweagent/fewshots/4.txt
similarity index 100%
rename from cli/src/builtins/sweagent/fewshots/4.txt
rename to crates/spnl-cli/src/builtins/sweagent/fewshots/4.txt
diff --git a/cli/src/builtins/sweagent/inputs/1.txt b/crates/spnl-cli/src/builtins/sweagent/inputs/1.txt
similarity index 100%
rename from cli/src/builtins/sweagent/inputs/1.txt
rename to crates/spnl-cli/src/builtins/sweagent/inputs/1.txt
diff --git a/cli/src/builtins/sweagent/inputs/2.txt b/crates/spnl-cli/src/builtins/sweagent/inputs/2.txt
similarity index 100%
rename from cli/src/builtins/sweagent/inputs/2.txt
rename to crates/spnl-cli/src/builtins/sweagent/inputs/2.txt
diff --git a/cli/src/builtins/sweagent/mod.rs b/crates/spnl-cli/src/builtins/sweagent/mod.rs
similarity index 100%
rename from cli/src/builtins/sweagent/mod.rs
rename to crates/spnl-cli/src/builtins/sweagent/mod.rs
diff --git a/cli/src/builtins/sweagent/system.txt b/crates/spnl-cli/src/builtins/sweagent/system.txt
similarity index 100%
rename from cli/src/builtins/sweagent/system.txt
rename to crates/spnl-cli/src/builtins/sweagent/system.txt
diff --git a/cli/src/builtins/sweagent/user.txt b/crates/spnl-cli/src/builtins/sweagent/user.txt
similarity index 100%
rename from cli/src/builtins/sweagent/user.txt
rename to crates/spnl-cli/src/builtins/sweagent/user.txt
diff --git a/cli/src/main.rs b/crates/spnl-cli/src/main.rs
similarity index 100%
rename from cli/src/main.rs
rename to crates/spnl-cli/src/main.rs
diff --git a/crates/spnl-core/Cargo.toml b/crates/spnl-core/Cargo.toml
new file mode 100644
index 00000000..344a1d1f
--- /dev/null
+++ b/crates/spnl-core/Cargo.toml
@@ -0,0 +1,41 @@
+[package]
+name = "spnl-core"
+version = "0.22.0"
+edition = "2024"
+license = "Apache-2.0"
+repository = "https://github.com/IBM/spnl"
+description = "Core IR types, simplify transforms, and capabilities for SPNL."
+include = [
+    "src/**/*",
+    "Cargo.toml",
+]
+
+[features]
+default = ["cli_support","lisp","yaml"]
+cli_support = ["print","dep:ptree"]
+print = []
+lisp = ["dep:serde-lexpr"]
+yaml = ["dep:serde_yaml2"]
+tok = ["dep:pyo3","dep:itertools","dep:moka","dep:tokenizers","dep:thiserror"]
+rag = []
+
+[dependencies]
+anyhow = "1.0.98"
+clap = { version = "4.5.45", features = ["derive","env"] }
+derive_builder = "0.20.2"
+ptree = { version = "0.5.2", default-features = false, features = ["ansi"], optional = true }
+serde = { version = "1.0.219", features = ["derive"] }
+serde_json = "1.0.140"
+serde-lexpr = { version = "0.1.3", optional = true }
+serde_yaml2 = { version = "0.1.3", optional = true }
+
+# tok dependencies
+pyo3 = { version = "0.28.0", features = ["macros"], optional = true }
+tokenizers = { version = "0.22.0", default-features = false, features = ["onig", "esaxx_fast", "hf-hub", "http"], optional = true }
+itertools = { version = "0.14.0", optional = true }
+moka = { version = "0.12.10", features = ["sync"], optional = true }
+thiserror = { version = "2.0.14", optional = true }
+
+[dev-dependencies]
+cargo-husky.workspace = true
+serde_json = "1.0"
diff --git a/spnl/src/generate/backend/capabilities.rs b/crates/spnl-core/src/capabilities.rs
similarity index 100%
rename from spnl/src/generate/backend/capabilities.rs
rename to crates/spnl-core/src/capabilities.rs
diff --git a/spnl/src/ir/augment.rs b/crates/spnl-core/src/ir/augment.rs
similarity index 100%
rename from spnl/src/ir/augment.rs
rename to crates/spnl-core/src/ir/augment.rs
diff --git a/spnl/src/ir/bulk.rs b/crates/spnl-core/src/ir/bulk.rs
similarity index 100%
rename from spnl/src/ir/bulk.rs
rename to crates/spnl-core/src/ir/bulk.rs
diff --git a/spnl/src/ir/generate.rs b/crates/spnl-core/src/ir/generate.rs
similarity index 100%
rename from spnl/src/ir/generate.rs
rename to crates/spnl-core/src/ir/generate.rs
diff --git a/spnl/src/ir/lisp.rs b/crates/spnl-core/src/ir/lisp.rs
similarity index 100%
rename from spnl/src/ir/lisp.rs
rename to crates/spnl-core/src/ir/lisp.rs
diff --git a/spnl/src/ir/message.rs b/crates/spnl-core/src/ir/message.rs
similarity index 100%
rename from spnl/src/ir/message.rs
rename to crates/spnl-core/src/ir/message.rs
diff --git a/spnl/src/ir/mod.rs b/crates/spnl-core/src/ir/mod.rs
similarity index 100%
rename from spnl/src/ir/mod.rs
rename to crates/spnl-core/src/ir/mod.rs
diff --git a/spnl/src/ir/pretty_print.rs b/crates/spnl-core/src/ir/pretty_print.rs
similarity index 100%
rename from spnl/src/ir/pretty_print.rs
rename to crates/spnl-core/src/ir/pretty_print.rs
diff --git a/spnl/src/ir/query.rs b/crates/spnl-core/src/ir/query.rs
similarity index 100%
rename from spnl/src/ir/query.rs
rename to crates/spnl-core/src/ir/query.rs
diff --git a/spnl/src/ir/query_serde.rs b/crates/spnl-core/src/ir/query_serde.rs
similarity index 100%
rename from spnl/src/ir/query_serde.rs
rename to crates/spnl-core/src/ir/query_serde.rs
diff --git a/spnl/src/ir/zip.rs b/crates/spnl-core/src/ir/zip.rs
similarity index 100%
rename from spnl/src/ir/zip.rs
rename to crates/spnl-core/src/ir/zip.rs
diff --git a/crates/spnl-core/src/lib.rs b/crates/spnl-core/src/lib.rs
new file mode 100644
index 00000000..6a5423e3
--- /dev/null
+++ b/crates/spnl-core/src/lib.rs
@@ -0,0 +1,5 @@
+pub mod ir;
+
+pub mod capabilities;
+
+pub mod optimizer;
diff --git a/spnl/src/optimizer/llo/chat_template.rs b/crates/spnl-core/src/optimizer/llo/chat_template.rs
similarity index 100%
rename from spnl/src/optimizer/llo/chat_template.rs
rename to crates/spnl-core/src/optimizer/llo/chat_template.rs
diff --git a/spnl/src/optimizer/llo/llir.rs b/crates/spnl-core/src/optimizer/llo/llir.rs
similarity index 100%
rename from spnl/src/optimizer/llo/llir.rs
rename to crates/spnl-core/src/optimizer/llo/llir.rs
diff --git a/spnl/src/optimizer/llo/mod.rs b/crates/spnl-core/src/optimizer/llo/mod.rs
similarity index 100%
rename from spnl/src/optimizer/llo/mod.rs
rename to crates/spnl-core/src/optimizer/llo/mod.rs
diff --git a/spnl/src/optimizer/llo/tokenize.rs b/crates/spnl-core/src/optimizer/llo/tokenize.rs
similarity index 100%
rename from spnl/src/optimizer/llo/tokenize.rs
rename to crates/spnl-core/src/optimizer/llo/tokenize.rs
diff --git a/crates/spnl-core/src/optimizer/mod.rs b/crates/spnl-core/src/optimizer/mod.rs
new file mode 100644
index 00000000..986d0324
--- /dev/null
+++ b/crates/spnl-core/src/optimizer/mod.rs
@@ -0,0 +1,5 @@
+pub mod simplify;
+pub use simplify::simplify;
+
+#[cfg(feature = "tok")]
+pub mod llo;
diff --git a/spnl/src/optimizer/hlo/simplify.rs b/crates/spnl-core/src/optimizer/simplify.rs
similarity index 99%
rename from spnl/src/optimizer/hlo/simplify.rs
rename to crates/spnl-core/src/optimizer/simplify.rs
index 5b29a79a..d9960501 100644
--- a/spnl/src/optimizer/hlo/simplify.rs
+++ b/crates/spnl-core/src/optimizer/simplify.rs
@@ -1,4 +1,4 @@
-use crate::generate::backend::capabilities::{supports_bulk_map, supports_bulk_repeat};
+use crate::capabilities::{supports_bulk_map, supports_bulk_repeat};
 use crate::ir::{Bulk, Generate, Map, Message, Query, Repeat};
 
 /// If every query in the given list is a Generate with equivalent
diff --git a/crates/spnl-ffi/Cargo.toml b/crates/spnl-ffi/Cargo.toml
new file mode 100644
index 00000000..a30d52bc
--- /dev/null
+++ b/crates/spnl-ffi/Cargo.toml
@@ -0,0 +1,24 @@
+[package]
+name = "spnl-ffi"
+version = "0.22.0"
+edition = "2024"
+license = "Apache-2.0"
+repository = "https://github.com/IBM/spnl"
+description = "Python FFI bindings for SPNL."
+
+[lib]
+name = "spnl_ffi"
+crate-type = ["cdylib", "rlib"]
+
+[features]
+default = []
+pypi = ["dep:pyo3","pyo3/extension-module"]
+run_py = ["pypi","spnl-run/run","spnl-run/openai","spnl-run/ollama","spnl-run/gemini","pyo3/experimental-async","dep:tokio","dep:serde_json"]
+tok = ["spnl-core/tok"]
+
+[dependencies]
+spnl-core = { version = "0.22.0", path = "../spnl-core", default-features = false }
+spnl-run = { version = "0.22.0", path = "../spnl-run", default-features = false }
+pyo3 = { version = "0.28.0", features = ["macros"], optional = true }
+tokio = { version = "1.44.1", features = ["rt-multi-thread"], optional = true }
+serde_json = { version = "1.0.140", optional = true }
diff --git a/spnl/examples/.gitignore b/crates/spnl-ffi/examples/.gitignore
similarity index 100%
rename from spnl/examples/.gitignore
rename to crates/spnl-ffi/examples/.gitignore
diff --git a/spnl/examples/user.py b/crates/spnl-ffi/examples/user.py
similarity index 100%
rename from spnl/examples/user.py
rename to crates/spnl-ffi/examples/user.py
diff --git a/spnl/pyproject.toml b/crates/spnl-ffi/pyproject.toml
similarity index 96%
rename from spnl/pyproject.toml
rename to crates/spnl-ffi/pyproject.toml
index df59c2fb..22c38e5c 100644
--- a/spnl/pyproject.toml
+++ b/crates/spnl-ffi/pyproject.toml
@@ -5,7 +5,6 @@ build-backend = "maturin"
 [project]
 name = "spnl"
 requires-python = ">=3.9"
-readme = "README.md"
 license = "Apache-2.0"
 repository = "https://github.com/IBM/spnl"
 classifiers = [
@@ -16,6 +15,7 @@ classifiers = [
 dynamic = ["version"]
 
 [tool.maturin]
+module-name = "spnl"
 bindings = "pyo3"
 features = ["pyo3/extension-module"]
 profile = "release"
diff --git a/spnl/src/ffi/mod.rs b/crates/spnl-ffi/src/lib.rs
similarity index 100%
rename from spnl/src/ffi/mod.rs
rename to crates/spnl-ffi/src/lib.rs
diff --git a/spnl/src/ffi/python.rs b/crates/spnl-ffi/src/python.rs
similarity index 71%
rename from spnl/src/ffi/python.rs
rename to crates/spnl-ffi/src/python.rs
index a49dc3c0..3323f4f2 100644
--- a/spnl/src/ffi/python.rs
+++ b/crates/spnl-ffi/src/python.rs
@@ -1,7 +1,7 @@
 use pyo3::prelude::*;
 
 #[cfg(feature = "run_py")]
-fn handle_execute_err(e: crate::SpnlError) -> PyErr {
+fn handle_execute_err(e: spnl_run::SpnlError) -> PyErr {
     pyo3::exceptions::PyOSError::new_err(format!("{e}"))
 }
 
@@ -44,10 +44,13 @@ pub struct ChatResponse {
 #[cfg(feature = "run_py")]
 #[pyfunction]
 pub async fn execute(q: String) -> Result<ChatResponse, PyErr> {
-    let query: crate::ir::Query = serde_json::from_str(q.as_str()).map_err(handle_serde_err)?;
+    let query: spnl_run::ir::Query = serde_json::from_str(q.as_str()).map_err(handle_serde_err)?;
 
     let rt = tokio::runtime::Runtime::new()?;
-    let res = rt.block_on(crate::execute(&query, &crate::ExecuteOptions::default()));
+    let res = rt.block_on(spnl_run::execute(
+        &query,
+        &spnl_run::ExecuteOptions::default(),
+    ));
 
     res.map(|res| ChatResponse {
         data: res.to_string(),
@@ -62,27 +65,30 @@ pub fn spnl_py(m: &Bound<'_, PyModule>) -> PyResult<()> {
     // TODO pyo3::create_exception!(m, PyModelNotFoundError, pyo3::exceptions::PyException);
 
     #[cfg(feature = "run_py")]
-    m.add_function(wrap_pyfunction!(crate::ffi::python::execute, m)?)?;
+    m.add_function(wrap_pyfunction!(execute, m)?)?;
     #[cfg(feature = "run_py")]
-    m.add_class::<crate::ffi::python::ChatResponse>()?;
+    m.add_class::<ChatResponse>()?;
 
     #[cfg(feature = "tok")]
-    m.add_class::<crate::optimizer::llo::tokenize::TokenizedQuery>()?;
+    m.add_class::<spnl_core::optimizer::llo::tokenize::TokenizedQuery>()?;
 
     #[cfg(feature = "tok")]
-    m.add_class::<crate::optimizer::llo::tokenize::TokenizedChatCompletionQuery>()?;
+    m.add_class::<spnl_core::optimizer::llo::tokenize::TokenizedChatCompletionQuery>()?;
 
     #[cfg(feature = "tok")]
-    m.add_class::<crate::optimizer::llo::tokenize::CompletionRequest>()?;
+    m.add_class::<spnl_core::optimizer::llo::tokenize::CompletionRequest>()?;
 
     #[cfg(feature = "tok")]
     m.add_function(wrap_pyfunction!(
-        crate::optimizer::llo::tokenize::tokenize_query,
+        spnl_core::optimizer::llo::tokenize::tokenize_query,
         m
     )?)?;
 
     #[cfg(feature = "tok")]
-    m.add_function(wrap_pyfunction!(crate::optimizer::llo::tokenize::init, m)?)?;
+    m.add_function(wrap_pyfunction!(
+        spnl_core::optimizer::llo::tokenize::init,
+        m
+    )?)?;
 
     //m.add_class::<SimpleQuery>()?;
     //m.add_class::<SimpleGenerate>()?;
diff --git a/spnl/Cargo.toml b/crates/spnl-run/Cargo.toml
similarity index 75%
rename from spnl/Cargo.toml
rename to crates/spnl-run/Cargo.toml
index dda97676..a3e579c1 100644
--- a/spnl/Cargo.toml
+++ b/crates/spnl-run/Cargo.toml
@@ -1,23 +1,21 @@
 [package]
-name = "spnl"
-version = "0.21.0"
+name = "spnl-run"
+version = "0.22.0"
 edition = "2024"
 license = "Apache-2.0"
-readme = "README.md"
 repository = "https://github.com/IBM/spnl"
-description = "A Span Query is a declarative way to specify which portions of a generative AI (GenAI) program should be run directly on model serving components."
+description = "Execution engine and backend dispatch for SPNL queries."
 include = [
     "src/**/*",
     "Cargo.toml",
-    "README.md",
-    "docker/**/*",
 ]
 
 [features]
 default = ["cli_support","lisp","run","ollama","openai","gemini","pull","yaml"]
-cli_support = ["print","dep:ptree"]
-print = []
-lisp = ["dep:serde-lexpr"]
+cli_support = ["print","spnl-core/cli_support"]
+print = ["spnl-core/print"]
+lisp = ["spnl-core/lisp"]
+yaml = ["spnl-core/yaml"]
 ollama = ["openai"]
 openai = ["dep:async-openai","dep:tokio"]
 gemini = ["openai"]
@@ -29,23 +27,21 @@ cuda-flash-attn-v3 = ["cuda","dep:mistralrs-core","mistralrs-core/flash-attn-v3"
 openssl-vendored = ["dep:openssl"]
 pull = ["dep:reqwest","dep:tokio-util"]
 ffi = []
-pypi = ["ffi","tok","dep:pyo3","pyo3/extension-module","dep:thiserror"]
-rag = ["run","dep:sha2","dep:leann-core","dep:ndarray","dep:itertools","dep:pdf-extract","dep:async-recursion","dep:regex","dep:rand"]
+rag = ["run","spnl-core/rag","dep:sha2","dep:leann-core","dep:ndarray","dep:itertools","dep:pdf-extract","dep:async-recursion","dep:regex","dep:rand","dep:tokio","tokio/rt-multi-thread"]
 rag-deep-debug = []
 run = ["dep:futures","dep:indicatif","dep:async-recursion","dep:thiserror","dep:tabled"]
-run_py = ["run","pypi","pyo3/experimental-async","run","ollama","openai","gemini","dep:tokio","tokio/rt-multi-thread"]
-tok = ["dep:pyo3","dep:itertools","dep:moka","dep:tokenizers"]
+tok = ["spnl-core/tok"]
 spnl-api = ["dep:futures","dep:reqwest"]
-yaml = ["dep:serde_yaml2"]
 vllm = ["yaml", "dep:flate2"]
-k8s = ["vllm","dep:kube","dep:k8s-openapi","dep:schemars","dep:rustls","dep:uuid","dep:tokio-stream","dep:tokio","dep:futures"]
+k8s = ["vllm","dep:kube","dep:k8s-openapi","dep:schemars","dep:rustls","dep:uuid","dep:tokio-stream","dep:tokio","dep:futures","dep:serde_yaml2"]
 gce = ["vllm","dep:google-cloud-compute-v1","dep:google-cloud-lro","dep:google-cloud-storage","dep:tokio","dep:base64","dep:flate2","dep:uuid","dep:rustls","dep:sha2","yaml","dep:russh","dep:russh-keys","dep:async-trait","dep:tabled"]
 
 [dependencies]
+spnl-core = { version = "0.22.0", path = "../spnl-core", default-features = false }
+
 uuid = { version = "1.19.0", features = ["v4"], optional = true }
 k8s-openapi = { version = "0.27.0", features = ["latest", "schemars"], optional = true }
 schemars = { version = "1", optional = true }
-# at some point, we could change ring to aws-lc-rs, but request 0.12 currently relies on ring, and async-openai still relies on request 0.12)
 rustls = { version = "0.23.36", default-features = false, features = ["ring"], optional = true }
 kube = { version = "3.0.0", default-features = false, features = ["client", "runtime", "rustls-tls", "ring", "ws"], optional = true }
 google-cloud-compute-v1 = { version = "2.1.0", features = ["instances", "images"], optional = true }
@@ -55,9 +51,7 @@ russh = { version = "0.57", optional = true }
 russh-keys = { version = "0.49", optional = true }
 async-trait = { version = "0.1", optional = true }
 
-ptree = { version = "0.5.2", default-features = false, features = ["ansi"], optional = true }
 serde = { version = "1.0.219", features = ["derive"] }
-serde-lexpr = { version = "0.1.3", optional = true }
 async-openai = { version = "0.33.0", features=["embedding","chat-completion","completions","_api"], optional = true }
 async-recursion = {version = "1.1.1", optional = true }
 futures = { version = "0.3.31", optional = true }
@@ -73,15 +67,11 @@ indexmap = { version = "2.7.0", optional = true }
 itertools = { version = "0.14.0", optional = true }
 pdf-extract = { version = "0.10.0", optional = true }
 serde_json = { version = "1.0.140" }
-serde_yaml2 = { version = "0.1.3", optional = true }
 sha2 = { version = "0.10.9", optional = true }
-pyo3 = { version = "0.28.0", features = ["macros"], optional = true }
-tokenizers = { version = "0.22.0", default-features = false, features = ["onig", "esaxx_fast", "hf-hub", "http"], optional = true }
 mistralrs = { version = "0.7.0", git = "https://github.com/EricLBuehler/mistral.rs", rev = "dd8d0c6f9dc2fe3129ff4228de667e2a0efcf5b4", optional = true }
 mistralrs-core = { version = "0.7.0", git = "https://github.com/EricLBuehler/mistral.rs", rev = "dd8d0c6f9dc2fe3129ff4228de667e2a0efcf5b4", optional = true, default-features = false }
 hf-hub = { version = "0.4.3", features = ["tokio"], optional = true }
 derive_builder = "0.20.2"
-moka = { version = "0.12.10", features = ["sync"], optional = true }
 reqwest = { version = "0.12.20", features = ["json", "stream"], optional = true }
 openssl = { version = "0.10", features = ["vendored"], optional = true }
 thiserror = { version = "2.0.14", optional = true }
@@ -91,6 +81,7 @@ rand = { version = "0.9.2", features = ["os_rng"], optional = true }
 base64 = { version = "0.22", optional = true }
 flate2 = { version = "1.0", optional = true }
 tabled = { version = "0.20", optional = true }
+serde_yaml2 = { version = "0.1.3", optional = true }
 
 [dev-dependencies]
 cargo-husky.workspace = true
diff --git a/spnl/src/augment/embed.rs b/crates/spnl-run/src/augment/embed.rs
similarity index 100%
rename from spnl/src/augment/embed.rs
rename to crates/spnl-run/src/augment/embed.rs
diff --git a/spnl/src/augment/index/layer1.rs b/crates/spnl-run/src/augment/index/layer1.rs
similarity index 100%
rename from spnl/src/augment/index/layer1.rs
rename to crates/spnl-run/src/augment/index/layer1.rs
diff --git a/spnl/src/augment/index/mod.rs b/crates/spnl-run/src/augment/index/mod.rs
similarity index 100%
rename from spnl/src/augment/index/mod.rs
rename to crates/spnl-run/src/augment/index/mod.rs
diff --git a/spnl/src/augment/index/raptor.rs b/crates/spnl-run/src/augment/index/raptor.rs
similarity index 100%
rename from spnl/src/augment/index/raptor.rs
rename to crates/spnl-run/src/augment/index/raptor.rs
diff --git a/spnl/src/augment/index/simple_embed_retrieve.rs b/crates/spnl-run/src/augment/index/simple_embed_retrieve.rs
similarity index 100%
rename from spnl/src/augment/index/simple_embed_retrieve.rs
rename to crates/spnl-run/src/augment/index/simple_embed_retrieve.rs
diff --git a/spnl/src/augment/mod.rs b/crates/spnl-run/src/augment/mod.rs
similarity index 100%
rename from spnl/src/augment/mod.rs
rename to crates/spnl-run/src/augment/mod.rs
diff --git a/spnl/src/augment/options.rs b/crates/spnl-run/src/augment/options.rs
similarity index 100%
rename from spnl/src/augment/options.rs
rename to crates/spnl-run/src/augment/options.rs
diff --git a/spnl/src/augment/retrieve.rs b/crates/spnl-run/src/augment/retrieve.rs
similarity index 100%
rename from spnl/src/augment/retrieve.rs
rename to crates/spnl-run/src/augment/retrieve.rs
diff --git a/spnl/src/execute/mod.rs b/crates/spnl-run/src/execute/mod.rs
similarity index 99%
rename from spnl/src/execute/mod.rs
rename to crates/spnl-run/src/execute/mod.rs
index f704650b..b58bab0c 100644
--- a/spnl/src/execute/mod.rs
+++ b/crates/spnl-run/src/execute/mod.rs
@@ -1,6 +1,6 @@
 use crate::ir::{Bulk, Generate, GenerateBuilder, Message::*, Query, Repeat};
-use crate::optimizer::hlo::simplify;
 use indicatif::MultiProgress;
+use spnl_core::optimizer::simplify;
 
 #[cfg(feature = "pull")]
 pub mod pull;
diff --git a/spnl/src/execute/pull.rs b/crates/spnl-run/src/execute/pull.rs
similarity index 100%
rename from spnl/src/execute/pull.rs
rename to crates/spnl-run/src/execute/pull.rs
diff --git a/spnl/src/gce/mod.rs b/crates/spnl-run/src/gce/mod.rs
similarity index 100%
rename from spnl/src/gce/mod.rs
rename to crates/spnl-run/src/gce/mod.rs
diff --git a/spnl/src/generate/backend/mistralrs/MISTRAL_RS_BACKEND_SIZING.md b/crates/spnl-run/src/generate/backend/mistralrs/MISTRAL_RS_BACKEND_SIZING.md
similarity index 100%
rename from spnl/src/generate/backend/mistralrs/MISTRAL_RS_BACKEND_SIZING.md
rename to crates/spnl-run/src/generate/backend/mistralrs/MISTRAL_RS_BACKEND_SIZING.md
diff --git a/spnl/src/generate/backend/mistralrs/OPTIMIZATION_OPPORTUNITIES.md b/crates/spnl-run/src/generate/backend/mistralrs/OPTIMIZATION_OPPORTUNITIES.md
similarity index 100%
rename from spnl/src/generate/backend/mistralrs/OPTIMIZATION_OPPORTUNITIES.md
rename to crates/spnl-run/src/generate/backend/mistralrs/OPTIMIZATION_OPPORTUNITIES.md
diff --git a/spnl/src/generate/backend/mistralrs/README.md b/crates/spnl-run/src/generate/backend/mistralrs/README.md
similarity index 100%
rename from spnl/src/generate/backend/mistralrs/README.md
rename to crates/spnl-run/src/generate/backend/mistralrs/README.md
diff --git a/spnl/src/generate/backend/mistralrs/embed.rs b/crates/spnl-run/src/generate/backend/mistralrs/embed.rs
similarity index 100%
rename from spnl/src/generate/backend/mistralrs/embed.rs
rename to crates/spnl-run/src/generate/backend/mistralrs/embed.rs
diff --git a/spnl/src/generate/backend/mistralrs/loader.rs b/crates/spnl-run/src/generate/backend/mistralrs/loader.rs
similarity index 100%
rename from spnl/src/generate/backend/mistralrs/loader.rs
rename to crates/spnl-run/src/generate/backend/mistralrs/loader.rs
diff --git a/spnl/src/generate/backend/mistralrs/mod.rs b/crates/spnl-run/src/generate/backend/mistralrs/mod.rs
similarity index 100%
rename from spnl/src/generate/backend/mistralrs/mod.rs
rename to crates/spnl-run/src/generate/backend/mistralrs/mod.rs
diff --git a/spnl/src/generate/backend/mod.rs b/crates/spnl-run/src/generate/backend/mod.rs
similarity index 88%
rename from spnl/src/generate/backend/mod.rs
rename to crates/spnl-run/src/generate/backend/mod.rs
index 09742e4b..68200d28 100644
--- a/spnl/src/generate/backend/mod.rs
+++ b/crates/spnl-run/src/generate/backend/mod.rs
@@ -10,7 +10,5 @@ pub(crate) mod mistralrs;
 #[cfg(feature = "local")]
 pub mod prettynames;
 
-pub(crate) mod capabilities;
-
 mod progress;
 pub(crate) mod timing;
diff --git a/spnl/src/generate/backend/openai.rs b/crates/spnl-run/src/generate/backend/openai.rs
similarity index 100%
rename from spnl/src/generate/backend/openai.rs
rename to crates/spnl-run/src/generate/backend/openai.rs
diff --git a/spnl/src/generate/backend/prettynames.rs b/crates/spnl-run/src/generate/backend/prettynames.rs
similarity index 100%
rename from spnl/src/generate/backend/prettynames.rs
rename to crates/spnl-run/src/generate/backend/prettynames.rs
diff --git a/spnl/src/generate/backend/progress.rs b/crates/spnl-run/src/generate/backend/progress.rs
similarity index 100%
rename from spnl/src/generate/backend/progress.rs
rename to crates/spnl-run/src/generate/backend/progress.rs
diff --git a/spnl/src/generate/backend/spnl.rs b/crates/spnl-run/src/generate/backend/spnl.rs
similarity index 100%
rename from spnl/src/generate/backend/spnl.rs
rename to crates/spnl-run/src/generate/backend/spnl.rs
diff --git a/spnl/src/generate/backend/timing.rs b/crates/spnl-run/src/generate/backend/timing.rs
similarity index 100%
rename from spnl/src/generate/backend/timing.rs
rename to crates/spnl-run/src/generate/backend/timing.rs
diff --git a/spnl/src/generate/mod.rs b/crates/spnl-run/src/generate/mod.rs
similarity index 100%
rename from spnl/src/generate/mod.rs
rename to crates/spnl-run/src/generate/mod.rs
diff --git a/spnl/src/generate/options.rs b/crates/spnl-run/src/generate/options.rs
similarity index 100%
rename from spnl/src/generate/options.rs
rename to crates/spnl-run/src/generate/options.rs
diff --git a/spnl/src/k8s/mod.rs b/crates/spnl-run/src/k8s/mod.rs
similarity index 100%
rename from spnl/src/k8s/mod.rs
rename to crates/spnl-run/src/k8s/mod.rs
diff --git a/spnl/src/lib.rs b/crates/spnl-run/src/lib.rs
similarity index 76%
rename from spnl/src/lib.rs
rename to crates/spnl-run/src/lib.rs
index f2c931c2..7049f2e2 100644
--- a/spnl/src/lib.rs
+++ b/crates/spnl-run/src/lib.rs
@@ -1,9 +1,7 @@
-pub mod ir;
-
-#[cfg(feature = "ffi")]
-pub mod ffi;
-#[cfg(feature = "ffi")]
-pub use ffi::*;
+// Re-export core types for convenience — excludes `optimizer` and
+// `capabilities` to avoid collisions with spnl-run's own modules.
+pub use spnl_core::capabilities;
+pub use spnl_core::ir;
 
 #[cfg(feature = "run")]
 mod execute;
@@ -14,7 +12,7 @@ pub use execute::*;
 #[cfg(feature = "run")]
 pub mod generate;
 
-// TODO optimizer feature?
+#[cfg(feature = "run")]
 pub mod optimizer;
 
 #[cfg(feature = "rag")]
diff --git a/spnl/src/optimizer/hlo.rs b/crates/spnl-run/src/optimizer/hlo.rs
similarity index 99%
rename from spnl/src/optimizer/hlo.rs
rename to crates/spnl-run/src/optimizer/hlo.rs
index ca2fbca6..18066e72 100644
--- a/spnl/src/optimizer/hlo.rs
+++ b/crates/spnl-run/src/optimizer/hlo.rs
@@ -1,13 +1,12 @@
 use crate::{
-    generate::backend::capabilities::supports_spans,
+    capabilities::supports_spans,
     ir::{Bulk, Generate, GenerateBuilder, Query, Repeat, RepeatBuilder},
 };
 
 #[cfg(feature = "rag")]
 use crate::augment;
 
-mod simplify;
-pub use simplify::simplify;
+pub use spnl_core::optimizer::simplify::simplify;
 
 #[derive(Debug, Default)]
 pub struct Options {
diff --git a/crates/spnl-run/src/optimizer/mod.rs b/crates/spnl-run/src/optimizer/mod.rs
new file mode 100644
index 00000000..94e7c3ab
--- /dev/null
+++ b/crates/spnl-run/src/optimizer/mod.rs
@@ -0,0 +1 @@
+pub mod hlo;
diff --git a/spnl/src/vllm/gce/TEST_SUMMARY.md b/crates/spnl-run/src/vllm/gce/TEST_SUMMARY.md
similarity index 100%
rename from spnl/src/vllm/gce/TEST_SUMMARY.md
rename to crates/spnl-run/src/vllm/gce/TEST_SUMMARY.md
diff --git a/spnl/src/vllm/gce/args.rs b/crates/spnl-run/src/vllm/gce/args.rs
similarity index 100%
rename from spnl/src/vllm/gce/args.rs
rename to crates/spnl-run/src/vllm/gce/args.rs
diff --git a/spnl/src/vllm/gce/down.rs b/crates/spnl-run/src/vllm/gce/down.rs
similarity index 100%
rename from spnl/src/vllm/gce/down.rs
rename to crates/spnl-run/src/vllm/gce/down.rs
diff --git a/spnl/src/vllm/gce/image.rs b/crates/spnl-run/src/vllm/gce/image.rs
similarity index 99%
rename from spnl/src/vllm/gce/image.rs
rename to crates/spnl-run/src/vllm/gce/image.rs
index 55bb282d..3e6aa8e0 100644
--- a/spnl/src/vllm/gce/image.rs
+++ b/crates/spnl-run/src/vllm/gce/image.rs
@@ -1,6 +1,6 @@
 use super::args::GceConfig;
 
-pub(super) const DEFAULTS_ENV: &str = include_str!("../../../docker/vllm/llm-d/defaults.env");
+pub(super) const DEFAULTS_ENV: &str = include_str!("../../../../../docker/vllm/llm-d/defaults.env");
 
 pub(super) fn env_default(key: &str) -> &'static str {
     for line in DEFAULTS_ENV.lines() {
@@ -640,7 +640,9 @@ pub async fn create_image(args: ImageCreateArgs) -> anyhow::Result<String> {
     // Embed patch file at compile time based on LLMD version
     let patch_content = match args.llmd_version.as_str() {
         "0.5.0" => {
-            include_bytes!("../../../docker/vllm/llm-d/patches/0.5.0/01-spans-llmd-vllm.patch.gz")
+            include_bytes!(
+                "../../../../../docker/vllm/llm-d/patches/0.5.0/01-spans-llmd-vllm.patch.gz"
+            )
         }
         _ => {
             return Err(anyhow::anyhow!(
diff --git a/spnl/src/vllm/gce/mod.rs b/crates/spnl-run/src/vllm/gce/mod.rs
similarity index 100%
rename from spnl/src/vllm/gce/mod.rs
rename to crates/spnl-run/src/vllm/gce/mod.rs
diff --git a/spnl/src/vllm/gce/ssh_tunnel.rs b/crates/spnl-run/src/vllm/gce/ssh_tunnel.rs
similarity index 100%
rename from spnl/src/vllm/gce/ssh_tunnel.rs
rename to crates/spnl-run/src/vllm/gce/ssh_tunnel.rs
diff --git a/spnl/src/vllm/gce/up.rs b/crates/spnl-run/src/vllm/gce/up.rs
similarity index 99%
rename from spnl/src/vllm/gce/up.rs
rename to crates/spnl-run/src/vllm/gce/up.rs
index 9d6be9eb..1259e5fe 100644
--- a/spnl/src/vllm/gce/up.rs
+++ b/crates/spnl-run/src/vllm/gce/up.rs
@@ -226,7 +226,7 @@ fn indent(text: &str, spaces: usize) -> String {
 }
 
 fn load_cloud_config(args: &UpArgs) -> anyhow::Result<String> {
-    let cloud_config_template = include_str!("../../../docker/gce/vllm/cloud-config.yaml");
+    let cloud_config_template = include_str!("../../../../../docker/gce/vllm/cloud-config.yaml");
 
     // Generate a unique run ID
     let run_id = uuid::Uuid::new_v4().to_string();
@@ -288,7 +288,7 @@ fn load_cloud_config(args: &UpArgs) -> anyhow::Result<String> {
         cloud_init_modules_section,
         runcmd_section,
     ) = if is_dev_mode {
-        let setup_dev_script = include_str!("../../../docker/gce/vllm/setup-dev.sh");
+        let setup_dev_script = include_str!("../../../../../docker/gce/vllm/setup-dev.sh");
 
         // Read vllm patch file if it exists
         let vllm_patch_path = std::path::Path::new("../git/spnl/docker/gce/vllm/vllm.patch");
@@ -425,8 +425,9 @@ pub async fn up(args: UpArgs) -> anyhow::Result<()> {
     } else {
         // Production mode: use custom image based on vLLM configuration
         // Generate the exact image name using the same logic as image creation
-        let patch_content =
-            include_bytes!("../../../docker/vllm/llm-d/patches/0.5.0/01-spans-llmd-vllm.patch.gz");
+        let patch_content = include_bytes!(
+            "../../../../../docker/vllm/llm-d/patches/0.5.0/01-spans-llmd-vllm.patch.gz"
+        );
         let image_name = super::image::generate_image_name(
             patch_content,
             &args.config.vllm_org,
diff --git a/spnl/src/vllm/k8s/TEST_SUMMARY.md b/crates/spnl-run/src/vllm/k8s/TEST_SUMMARY.md
similarity index 100%
rename from spnl/src/vllm/k8s/TEST_SUMMARY.md
rename to crates/spnl-run/src/vllm/k8s/TEST_SUMMARY.md
diff --git a/spnl/src/vllm/k8s/deployment.yml b/crates/spnl-run/src/vllm/k8s/deployment.yml
similarity index 100%
rename from spnl/src/vllm/k8s/deployment.yml
rename to crates/spnl-run/src/vllm/k8s/deployment.yml
diff --git a/spnl/src/vllm/k8s/mod.rs b/crates/spnl-run/src/vllm/k8s/mod.rs
similarity index 100%
rename from spnl/src/vllm/k8s/mod.rs
rename to crates/spnl-run/src/vllm/k8s/mod.rs
diff --git a/spnl/src/vllm/mod.rs b/crates/spnl-run/src/vllm/mod.rs
similarity index 100%
rename from spnl/src/vllm/mod.rs
rename to crates/spnl-run/src/vllm/mod.rs
diff --git a/spnl/src/vllm/patch.rs b/crates/spnl-run/src/vllm/patch.rs
similarity index 88%
rename from spnl/src/vllm/patch.rs
rename to crates/spnl-run/src/vllm/patch.rs
index d424d660..bf35a2f7 100644
--- a/spnl/src/vllm/patch.rs
+++ b/crates/spnl-run/src/vllm/patch.rs
@@ -1,7 +1,7 @@
 use std::io::{Read, Write};
 
 const PATCH_DATA: &[u8] =
-    include_bytes!("../../docker/vllm/llm-d/patches/0.5.0/01-spans-llmd-vllm.patch.gz");
+    include_bytes!("../../../../docker/vllm/llm-d/patches/0.5.0/01-spans-llmd-vllm.patch.gz");
 
 /// Emit the vLLM patchfile to stdout
 ///
diff --git a/crates/spnl/Cargo.toml b/crates/spnl/Cargo.toml
new file mode 100644
index 00000000..a926da23
--- /dev/null
+++ b/crates/spnl/Cargo.toml
@@ -0,0 +1,54 @@
+[package]
+name = "spnl"
+version = "0.22.0"
+edition = "2024"
+license = "Apache-2.0"
+readme = "README.md"
+repository = "https://github.com/IBM/spnl"
+description = "A Span Query is a declarative way to specify which portions of a generative AI (GenAI) program should be run directly on model serving components."
+include = [
+    "src/**/*",
+    "Cargo.toml",
+    "README.md",
+]
+
+[features]
+default = ["cli_support","lisp","run","ollama","openai","gemini","pull","yaml"]
+cli_support = ["print","spnl-run/cli_support"]
+print = ["spnl-run/print"]
+lisp = ["spnl-run/lisp"]
+ollama = ["openai"]
+openai = ["spnl-run/openai"]
+gemini = ["spnl-run/gemini"]
+local = ["spnl-run/local"]
+metal = ["spnl-run/metal"]
+cuda = ["spnl-run/cuda"]
+cuda-flash-attn = ["spnl-run/cuda-flash-attn"]
+cuda-flash-attn-v3 = ["spnl-run/cuda-flash-attn-v3"]
+openssl-vendored = ["spnl-run/openssl-vendored"]
+pull = ["spnl-run/pull"]
+ffi = []
+pypi = ["ffi","tok","dep:pyo3","pyo3/extension-module","spnl-ffi/pypi","spnl-ffi/tok"]
+rag = ["spnl-run/rag"]
+rag-deep-debug = ["spnl-run/rag-deep-debug"]
+run = ["spnl-run/run"]
+run_py = ["run","pypi","spnl-ffi/run_py","spnl-run/openai","spnl-run/ollama","spnl-run/gemini"]
+tok = ["spnl-core/tok"]
+spnl-api = ["spnl-run/spnl-api"]
+yaml = ["spnl-run/yaml"]
+vllm = ["spnl-run/vllm"]
+k8s = ["spnl-run/k8s"]
+gce = ["spnl-run/gce"]
+
+[dependencies]
+spnl-core = { version = "0.22.0", path = "../spnl-core", default-features = false }
+spnl-run = { version = "0.22.0", path = "../spnl-run", default-features = false }
+spnl-ffi = { version = "0.22.0", path = "../spnl-ffi", default-features = false, optional = true }
+pyo3 = { version = "0.28.0", features = ["macros"], optional = true }
+
+[dev-dependencies]
+cargo-husky.workspace = true
+tower-test = "0.4"
+http = "1.0"
+tokio = { version = "1.44.1", features = ["rt-multi-thread"] }
+serde_json = "1.0"
diff --git a/spnl/README.md b/crates/spnl/README.md
similarity index 100%
rename from spnl/README.md
rename to crates/spnl/README.md
diff --git a/crates/spnl/src/lib.rs b/crates/spnl/src/lib.rs
new file mode 100644
index 00000000..8cb81a72
--- /dev/null
+++ b/crates/spnl/src/lib.rs
@@ -0,0 +1,36 @@
+pub use spnl_core::*;
+
+#[cfg(feature = "run")]
+pub use spnl_run::ExecuteOptions;
+#[cfg(feature = "run")]
+pub use spnl_run::SpnlError;
+#[cfg(feature = "run")]
+pub use spnl_run::SpnlResult;
+#[cfg(feature = "run")]
+pub use spnl_run::execute;
+#[cfg(feature = "run")]
+pub use spnl_run::generate;
+
+#[cfg(feature = "rag")]
+pub use spnl_run::{AugmentOptionsBuilder, Indexer};
+
+#[cfg(feature = "k8s")]
+pub use spnl_run::k8s;
+
+#[cfg(feature = "gce")]
+pub use spnl_run::gce;
+
+#[cfg(feature = "vllm")]
+pub use spnl_run::vllm;
+
+#[cfg(feature = "run")]
+pub use spnl_run::optimizer;
+
+#[cfg(feature = "local")]
+pub use spnl_run::model_pool;
+
+#[cfg(feature = "pull")]
+pub use spnl_run::pull;
+
+#[cfg(feature = "ffi")]
+pub use spnl_ffi::*;
diff --git a/docker/gce/vllm/setup-dev.sh b/docker/gce/vllm/setup-dev.sh
index 5be2bacc..5db2677e 100644
--- a/docker/gce/vllm/setup-dev.sh
+++ b/docker/gce/vllm/setup-dev.sh
@@ -126,7 +126,7 @@ spnl vllm patchfile | git apply
 # Build the cloned version of spnl into vLLM, via maturin
 uv pip install maturin[patchelf]
 source $HOME/.cargo/env # to get rustc on path
-(cd $HOME/spnl && maturin develop -F tok,run_py -m spnl/Cargo.toml)
+(cd $HOME/spnl && maturin develop -F tok,run_py -m crates/spnl-ffi/Cargo.toml)
 
 # Start vLLM
 VLLM_ATTENTION_BACKEND=TRITON_ATTN \
diff --git a/docker/vllm/llm-d/Containerfile.cuda b/docker/vllm/llm-d/Containerfile.cuda
index 438c52bb..117fe989 100644
--- a/docker/vllm/llm-d/Containerfile.cuda
+++ b/docker/vllm/llm-d/Containerfile.cuda
@@ -16,11 +16,10 @@ COPY --from=python_version /tmp/llmd_python_version /tmp/llmd_python_version
 RUN cat /tmp/llmd_python_version
 RUN pipx install maturin || pip$(cat /tmp/llmd_python_version) install maturin
 COPY Cargo.* .
-COPY spnl spnl
-COPY cli cli
+COPY crates crates
 RUN --mount=type=cache,target=/root/.cargo/registry,sharing=locked \
     --mount=type=cache,target=/root/.cargo/git,sharing=locked \
-    . "$HOME/.cargo/env" && maturin build $BUILD_RELEASE_ARG -m spnl/Cargo.toml --no-default-features -F tok,run_py -i python$(cat /tmp/llmd_python_version) --compatibility linux
+    . "$HOME/.cargo/env" && maturin build $BUILD_RELEASE_ARG -m crates/spnl-ffi/Cargo.toml --no-default-features -F tok,run_py -i python$(cat /tmp/llmd_python_version) --compatibility linux
 
 # Main
 FROM ghcr.io/llm-d/llm-d-cuda:v$LLMD_VERSION
diff --git a/spnl/docker b/spnl/docker
deleted file mode 120000
index bd4c07fe..00000000
--- a/spnl/docker
+++ /dev/null
@@ -1 +0,0 @@
-../docker
\ No newline at end of file
diff --git a/spnl/src/optimizer/mod.rs b/spnl/src/optimizer/mod.rs
deleted file mode 100644
index 1d97efb6..00000000
--- a/spnl/src/optimizer/mod.rs
+++ /dev/null
@@ -1,6 +0,0 @@
-// TODO hlo feature?
-#[cfg(feature = "run")]
-pub mod hlo;
-
-#[cfg(feature = "tok")]
-pub mod llo;