diff --git a/scripts/b3_isolated_policy.sh b/scripts/b3_isolated_policy.sh
index ae0bd04..08a888c 100755
--- a/scripts/b3_isolated_policy.sh
+++ b/scripts/b3_isolated_policy.sh
@@ -13,7 +13,7 @@ set -euo pipefail
 
 ROOT="${ROOT:-$(cd "$(dirname "$0")/.." && pwd)}"
 VENV="$ROOT/.venv/bin"
-MODEL="${MODEL:-$ROOT/models/Qwen/Qwen3-Coder-30B-A3B-Instruct}"
+MODEL="${MODEL:-$HOME/models/Qwen/Qwen3-Coder-30B-A3B-Instruct}"
 PROXY_PORT="${PROXY_PORT:-9300}"
 BASE_PORT="${BASE_PORT:-8000}"
 GPU_INDICES="${GPU_INDICES:-0 1 2 3 4 5 6 7}"
diff --git a/scripts/b3_sweep.sh b/scripts/b3_sweep.sh
index d438a8a..bbddd5c 100755
--- a/scripts/b3_sweep.sh
+++ b/scripts/b3_sweep.sh
@@ -16,7 +16,7 @@ set -euo pipefail
 
 ROOT="${ROOT:-$(cd "$(dirname "$0")/.." && pwd)}"
 VENV="$ROOT/.venv/bin"
-MODEL="${MODEL:-$ROOT/models/Qwen/Qwen3-Coder-30B-A3B-Instruct}"
+MODEL="${MODEL:-$HOME/models/Qwen/Qwen3-Coder-30B-A3B-Instruct}"
 TRACE="${TRACE:-$ROOT/traces/w600_r0.0015_st30.jsonl}"
 OUTDIR="${OUTDIR:-$ROOT/outputs/b3_sweep_$(date +%Y%m%d_%H%M%S)}"
 PROXY_PORT="${PROXY_PORT:-9300}"
diff --git a/scripts/launch_elastic_p2p.sh b/scripts/launch_elastic_p2p.sh
index eac5cf3..367bdfa 100755
--- a/scripts/launch_elastic_p2p.sh
+++ b/scripts/launch_elastic_p2p.sh
@@ -27,7 +27,7 @@ PROXY_PORT=9090
 HEAVY_THRESHOLD="${HEAVY_THRESHOLD:-20000}"
 MAX_OFFLOAD="${MAX_OFFLOAD:-4}"
 
-trap 'echo "Cleaning up..."; kill $(jobs -p) 2>/dev/null; pkill -9 -f "vllm serve" 2>/dev/null; pkill -9 -f "EngineCore" 2>/dev/null; pkill -9 -f cache_aware_proxy 2>/dev/null; wait 2>/dev/null' EXIT INT TERM
+trap 'echo "Cleaning up..."; kill $(jobs -p) 2>/dev/null || true; pkill -9 -f "vllm serve" 2>/dev/null || true; pkill -9 -f "EngineCore" 2>/dev/null || true; pkill -9 -f cache_aware_proxy 2>/dev/null || true; wait 2>/dev/null || true' EXIT INT TERM
 
 echo "=== Elastic P2P Offload (${N_INSTANCES}× TP=1 kv_both) ==="
 echo "  Model:           $MODEL"
diff --git a/uv.lock b/uv.lock
index c97800c..55da4aa 100644
--- a/uv.lock
+++ b/uv.lock
@@ -11,9 +11,11 @@ name = "agentic-kv"
 version = "0.1.0"
 source = { editable = "." }
 dependencies = [
+    { name = "fastapi" },
     { name = "httpx" },
     { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
     { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+    { name = "uvicorn" },
 ]
 
 [package.optional-dependencies]
@@ -23,12 +25,32 @@ dev = [
 
 [package.metadata]
 requires-dist = [
+    { name = "fastapi", specifier = ">=0.110" },
     { name = "httpx", specifier = ">=0.27" },
     { name = "numpy", specifier = ">=1.24" },
     { name = "pytest", marker = "extra == 'dev'" },
+    { name = "uvicorn", specifier = ">=0.29" },
 ]
 provides-extras = ["dev"]
 
+[[package]]
+name = "annotated-doc"
+version = "0.0.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/57/ba/046ceea27344560984e26a590f90bc7f4a75b06701f653222458922b558c/annotated_doc-0.0.4.tar.gz", hash = "sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4", size = 7288, upload-time = "2025-11-10T22:07:42.062Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/1e/d3/26bf1008eb3d2daa8ef4cacc7f3bfdc11818d111f7e2d0201bc6e3b49d45/annotated_doc-0.0.4-py3-none-any.whl", hash = "sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320", size = 5303, upload-time = "2025-11-10T22:07:40.673Z" },
+]
+
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081, upload-time = "2024-05-20T21:33:25.928Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" },
+]
+
 [[package]]
 name = "anyio"
 version = "4.13.0"
@@ -52,6 +74,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/59/8c/57e832b7af6d7c5abe66eb3fbe3a3a32f4d11ea23a1aa7131371035be991/certifi-2026.5.20-py3-none-any.whl", hash = "sha256:3c52e209ba0a4ad7aebe60436a4ab349c39e1e602e8c134221e546902ad25897", size = 134134, upload-time = "2026-05-20T11:46:48.578Z" },
 ]
 
+[[package]]
+name = "click"
+version = "8.4.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "colorama", marker = "sys_platform == 'win32'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/9b/98/518d8e5081007684232226f475082b30087d0f585e8457db087298259f49/click-8.4.1.tar.gz", hash = "sha256:918b5633eddf6b41c32d4f454bf0de810065c74e3f7dbf8ee5452f8be88d3e96", size = 353007, upload-time = "2026-05-22T04:08:37.769Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c7/0d/67e5b4109ea4a837e80daa87c2c696711955e40449a97e8926672534def2/click-8.4.1-py3-none-any.whl", hash = "sha256:482be17c6991b8c19c5429a1e995d9b0efdbb63172824c41f99965dc0ade8ec2", size = 116639, upload-time = "2026-05-22T04:08:35.26Z" },
+]
+
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -73,6 +107,22 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/8a/0e/97c33bf5009bdbac74fd2beace167cab3f978feb69cc36f1ef79360d6c4e/exceptiongroup-1.3.1-py3-none-any.whl", hash = "sha256:a7a39a3bd276781e98394987d3a5701d0c4edffb633bb7a5144577f82c773598", size = 16740, upload-time = "2025-11-21T23:01:53.443Z" },
 ]
 
+[[package]]
+name = "fastapi"
+version = "0.136.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "annotated-doc" },
+    { name = "pydantic" },
+    { name = "starlette" },
+    { name = "typing-extensions" },
+    { name = "typing-inspection" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/81/2d/ff8d91d7b564d464629a0fd50a4489c97fcb836ac230bf3a7269232a9b1f/fastapi-0.136.3.tar.gz", hash = "sha256:e487fae93ad408e6f47641ee4dfe389864fd7bec92e547ea8498fc13f43e83ab", size = 396410, upload-time = "2026-05-23T18:53:15.192Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e0/82/45359b62a067409bd929ae8a56b8ed13e5a8c8a61194b3c236920999ab83/fastapi-0.136.3-py3-none-any.whl", hash = "sha256:3d2a69bdf04b7e9f3afa292c3bc7a98816bbfafa10bc9b45f3f3700d2f761620", size = 117481, upload-time = "2026-05-23T18:53:16.924Z" },
+]
+
 [[package]]
 name = "h11"
 version = "0.16.0"
@@ -293,6 +343,137 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746", size = 20538, upload-time = "2025-05-15T12:30:06.134Z" },
 ]
 
+[[package]]
+name = "pydantic"
+version = "2.13.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "annotated-types" },
+    { name = "pydantic-core" },
+    { name = "typing-extensions" },
+    { name = "typing-inspection" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/18/a5/b60d21ac674192f8ab0ba4e9fd860690f9b4a6e51ca5df118733b487d8d6/pydantic-2.13.4.tar.gz", hash = "sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6", size = 844775, upload-time = "2026-05-06T13:43:05.343Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/fd/7b/122376b1fd3c62c1ed9dc80c931ace4844b3c55407b6fb2d199377c9736f/pydantic-2.13.4-py3-none-any.whl", hash = "sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba", size = 472262, upload-time = "2026-05-06T13:43:02.641Z" },
+]
+
+[[package]]
+name = "pydantic-core"
+version = "2.46.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/9d/56/921726b776ace8d8f5db44c4ef961006580d91dc52b803c489fafd1aa249/pydantic_core-2.46.4.tar.gz", hash = "sha256:62f875393d7f270851f20523dd2e29f082bcc82292d66db2b64ea71f64b6e1c1", size = 471464, upload-time = "2026-05-06T13:37:06.98Z" }
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