diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000..997504b
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,2 @@
+# SCM syntax highlighting & preventing 3-way merges
+pixi.lock merge=binary linguist-language=YAML linguist-generated=true -diff
diff --git a/.gitignore b/.gitignore
index a464c01..722e052 100644
--- a/.gitignore
+++ b/.gitignore
@@ -23,3 +23,6 @@ notifiers/*
 
 # This installation's own settings: gateways, credentials, what is available here.
 lab.env
+# pixi environments
+.pixi/*
+!.pixi/config.toml
diff --git a/docs/llm.md b/docs/llm.md
index 5517046..f84d1ec 100644
--- a/docs/llm.md
+++ b/docs/llm.md
@@ -30,20 +30,29 @@ SDK's, unchanged.
 format and routes it to any provider it supports. Running it in front of an
 OpenAI-style backend lets a campaign run on that backend through the same SDK path.
 
-Install it in its own environment, since its proxy extra pulls in a large dependency
-set:
+The repository's pixi environment includes LiteLLM, its proxy dependencies, PostgreSQL,
+and Prisma. From the repository root, start the proxy and its local database with:
 
 ```
-python -m venv ~/venvs/litellm && ~/venvs/litellm/bin/pip install "litellm[proxy]" "fastapi<0.140.7"
+pixi install
+pixi run litellm-proxy-start
 ```
 
-The FastAPI cap is needed as of LiteLLM 1.97.0. LiteLLM imports
-`fastapi.dependencies.utils.get_flat_dependant`, which FastAPI removed in 0.140.7, and
-LiteLLM declares `fastapi>=0.136.3,<1.0` — no upper bound below the removal — so an
-uncapped install takes a FastAPI the proxy cannot import. The working range is 0.136.3
-to 0.140.6. Drop the cap once a LiteLLM release no longer needs it; keep it inside that
-range rather than pinning further back, since below 0.136.3 is outside what LiteLLM
-supports.
+This initializes PostgreSQL under `scratch/litellm-postgres`, uses TCP port 5433 for the
+database, and serves the proxy on port 4000. The database is local and gitignored. 
+The first start generates LiteLLM's Prisma client and runs
+its migrations. Stop the proxy cleanly with Ctrl-C in the foreground terminal. The launcher stops
+LiteLLM first and PostgreSQL second. You can also stop both services from another
+terminal with:
+
+```
+pixi run litellm-proxy-stop
+```
+
+Set `LITELLM_MASTER_KEY` and `LITELLM_SALT_KEY` before starting when using this beyond
+local development. The defaults are intentionally only suitable for a local machine.
+Use `LITELLM_PORT`, `LITELLM_DB_PORT`, or `LITELLM_PGDATA` to change the proxy port,
+database port, or database directory.
 
 Write a config naming the upstream model, its endpoint, and the key to reach it:
 
diff --git a/framework/run_litellm.sh b/framework/run_litellm.sh
new file mode 100755
index 0000000..9977798
--- /dev/null
+++ b/framework/run_litellm.sh
@@ -0,0 +1,107 @@
+#!/usr/bin/env bash
+# Run LiteLLM with a local Postgres database managed by pixi.
+#
+# Usage:
+#   pixi run litellm-proxy-start  # start PostgreSQL and the proxy
+#   pixi run litellm-proxy-stop   # stop the proxy, then PostgreSQL
+#
+# Press Ctrl-C in the start command to stop the proxy before PostgreSQL.
+# Override LITELLM_PORT, LITELLM_DB_PORT, LITELLM_MASTER_KEY,
+# LITELLM_SALT_KEY, or LITELLM_PGDATA when needed.
+set -euo pipefail
+
+ROOT_DIR="$(cd "$(dirname "$0")/.." && pwd)"
+PGDATA="${LITELLM_PGDATA:-$ROOT_DIR/scratch/litellm-postgres}"
+PGLOG="${LITELLM_PGLOG:-$ROOT_DIR/scratch/litellm-postgres.log}"
+PIDFILE="${LITELLM_PIDFILE:-$ROOT_DIR/scratch/litellm-proxy.pid}"
+DB_PORT="${LITELLM_DB_PORT:-5433}"
+PROXY_PORT="${LITELLM_PORT:-4000}"
+DB_USER="${LITELLM_DB_USER:-litellm}"
+DB_NAME="${LITELLM_DB_NAME:-litellm}"
+DB_URL="${DATABASE_URL:-postgresql://${DB_USER}@127.0.0.1:${DB_PORT}/${DB_NAME}}"
+
+stop_proxy() {
+    local pid=""
+    if [ -f "$PIDFILE" ]; then
+        pid="$(cat "$PIDFILE")"
+    fi
+    if [ -n "$pid" ] && kill -0 "$pid" 2>/dev/null; then
+        kill -TERM "$pid"
+        for _ in $(seq 1 30); do
+            kill -0 "$pid" 2>/dev/null || break
+            sleep 1
+        done
+        if kill -0 "$pid" 2>/dev/null; then
+            echo "LiteLLM did not stop within 30 seconds" >&2
+            return 1
+        fi
+    fi
+    rm -f "$PIDFILE"
+}
+
+stop_db() {
+    if [ -d "$PGDATA" ] && pg_ctl -D "$PGDATA" status >/dev/null 2>&1; then
+        pg_ctl -D "$PGDATA" -m fast stop
+    fi
+}
+
+if [ "${1:-start}" = "stop" ]; then
+    stop_proxy
+    stop_db
+    exit 0
+fi
+
+if [ "${1:-start}" != "start" ]; then
+    echo "usage: $0 [start|stop]" >&2
+    exit 2
+fi
+
+mkdir -p "$(dirname "$PGDATA")"
+if [ ! -f "$PGDATA/PG_VERSION" ]; then
+    initdb -D "$PGDATA" -U "$DB_USER" --auth=trust --no-instructions
+fi
+
+if pg_ctl -D "$PGDATA" status >/dev/null 2>&1; then
+    if ! pg_isready -h 127.0.0.1 -p "$DB_PORT" >/dev/null 2>&1; then
+        echo "Postgres data directory is running, but not on port $DB_PORT: $PGDATA" >&2
+        exit 1
+    fi
+else
+    pg_ctl -D "$PGDATA" -o "-p $DB_PORT -h 127.0.0.1" -l "$PGLOG" start
+fi
+
+until pg_isready -h 127.0.0.1 -p "$DB_PORT" >/dev/null 2>&1; do
+    sleep 1
+done
+
+if ! psql -h 127.0.0.1 -p "$DB_PORT" -U "$DB_USER" -d postgres -Atqc \
+    "SELECT 1 FROM pg_database WHERE datname = '$DB_NAME'" | grep -q '^1$'; then
+    createdb -h 127.0.0.1 -p "$DB_PORT" -U "$DB_USER" "$DB_NAME"
+fi
+
+SCHEMA="$(python -c 'import os, litellm; print(os.path.join(os.path.dirname(litellm.__file__), "proxy", "schema.prisma"))')"
+if [ ! -f "$(dirname "$SCHEMA")/client.py" ]; then
+    prisma generate --schema="$SCHEMA"
+fi
+
+export DATABASE_URL="$DB_URL"
+export LITELLM_MASTER_KEY="${LITELLM_MASTER_KEY:-sk-1234}"
+export LITELLM_SALT_KEY="${LITELLM_SALT_KEY:-sk-local-development-only}"
+export STORE_MODEL_IN_DB="${STORE_MODEL_IN_DB:-True}"
+
+litellm --config "$ROOT_DIR/config.yaml" --port "$PROXY_PORT" &
+proxy_pid=$!
+printf '%s\n' "$proxy_pid" > "$PIDFILE"
+cleanup() {
+    trap - INT TERM EXIT
+    stop_proxy || true
+    stop_db || true
+}
+trap cleanup INT TERM EXIT
+
+set +e
+wait "$proxy_pid"
+proxy_status=$?
+set -e
+cleanup
+exit "$proxy_status"
diff --git a/pixi.lock b/pixi.lock
new file mode 100644
index 0000000..e398e03
--- /dev/null
+++ b/pixi.lock
@@ -0,0 +1,3991 @@
+version: 7
+platforms:
+- name: linux-64
+  virtual-packages:
+  - __unix=0=0
+  - __linux=4.18
+  - __glibc=2.28
+  - __archspec=0=x86_64
+- name: osx-arm64
+  virtual-packages:
+  - __unix=0=0
+  - __osx=13.0
+  - __archspec=0=m1
+environments:
+  default:
+    channels:
+    - url: https://conda.anaconda.org/conda-forge/
+    indexes:
+    - https://pypi.org/simple
+    packages:
+      linux-64:
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aiohttp-3.14.3-py313hd6074c6_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/backports.zstd-1.7.0-py313h8f72f4d_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.2.0-py313h2fc2bef_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hda65f42_10.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.34.8-hebe6cf0_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-2.1.1-py313ha52865f_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/cryptography-50.0.0-py313heb322e3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/cyrus-sasl-2.1.28-hac629b4_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/fastar-0.12.0-py313h9f4c961_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/fastuuid-0.14.0-py313h929aced_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/frozenlist-1.8.0-py313h6b9daa2_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/grpcio-1.83.0-py313hc3642a2_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/hf-xet-1.5.2-py310hb823017_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/httptools-0.8.0-py313h07c4f96_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/icu-78.3-py310h44b86e0_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/jiter-0.15.0-py313h5c7d99a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/keyutils-1.6.3-h7cc23a3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/krb5-1.22.2-hbc21106_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.46.1-default_hbd61a6d_102.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libabseil-20260526.0-cxx17_h0dc7533_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libedit-3.1.20250104-pl5321h373387f_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.8.1-hecca717_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libffi-3.7.0-h3435931_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-16.1.0-ha9f2e26_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-16.1.0-he0feb66_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgrpc-1.83.0-h792040b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libiconv-1.18-h0cb94f2_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/liblzma-5.8.3-hb03c661_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libmpdec-4.0.0-hb03c661_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libntlm-1.8-hb9d3cd8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libpq-18.6-h9d76c99_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libprotobuf-7.35.1-h2840a7c_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libre2-11-2025.11.05-h60473fc_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.53.4-h13e7031_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-16.1.0-h934c35e_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/liburing-2.14-hb700be7_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.42.2-h5347b49_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libuv-1.52.1-h280c20c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libxcrypt-4.4.38-h280c20c_0.conda
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+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libxslt-1.1.43-h711ed8c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.2-h25fd6f3_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/lz4-c-1.10.0-hee9eb32_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/markupsafe-3.0.3-py313h3dea7bd_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/multidict-6.7.1-py313h3dea7bd_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.6-hdb14827_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/openldap-2.6.13-hbde042b_0.conda
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+      - conda: https://conda.anaconda.org/conda-forge/linux-64/orjson-3.12.0-py313hc6c575f_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/postgresql-18.6-h85d3e3a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/propcache-0.5.2-py313h3dea7bd_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pydantic-core-2.46.4-py313h843e2db_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.13.15-hb101c97_101_cp313.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pyyaml-6.0.3-py313h3dea7bd_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/re2-2025.11.05-h94463f1_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.3-hd6e31c0_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/regex-2026.7.19-py313h07c4f96_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/rpds-py-2026.6.3-py313hafbe609_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/tiktoken-0.14.0-py313haccc707_0.conda
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+      - conda: https://conda.anaconda.org/conda-forge/noarch/email-validator-2.3.0-pyhd8ed1ab_0.conda
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diff --git a/pixi.toml b/pixi.toml
new file mode 100644
index 0000000..c5897e2
--- /dev/null
+++ b/pixi.toml
@@ -0,0 +1,25 @@
+[workspace]
+authors = ["shuds13 <shudson@anl.gov>"]
+channels = ["conda-forge"]
+name = "AgentLab"
+platforms = ["osx-arm64", "linux-64"]
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