diff --git a/pyproject.toml b/pyproject.toml
index 0f7c9ae..458463c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,6 +6,8 @@ requires-python = ">=3.10"
 dependencies = [
     "httpx>=0.27",
     "numpy>=1.24",
+    "fastapi>=0.110",
+    "uvicorn>=0.29",
 ]
 
 [project.optional-dependencies]
diff --git a/scripts/analyze_breakdown.py b/scripts/analyze_breakdown.py
index ee6f842..58ca84b 100644
--- a/scripts/analyze_breakdown.py
+++ b/scripts/analyze_breakdown.py
@@ -12,9 +12,11 @@ else:
 print("Total records: %d" % len(data))
 
 results = []
+skipped = 0
 for d in data:
     keys = ["t_proxy_recv", "t_prefill_sent", "t_prefill_done", "t_decode_sent", "t_first_token"]
     if not all(k in d for k in keys):
+        skipped += 1
         continue
     results.append({
         "input": d["input_length"],
@@ -26,6 +28,9 @@ for d in data:
 
 results.sort(key=lambda x: x["input"])
 print("Complete breakdown: %d" % len(results))
+if skipped:
+    print("WARNING: %d records skipped (missing breakdown timestamps)" % skipped,
+          file=sys.stderr)
 
 if not results:
     print("No complete records yet")
diff --git a/scripts/b3_analyze.sh b/scripts/b3_analyze.sh
index a136231..4ffdef2 100755
--- a/scripts/b3_analyze.sh
+++ b/scripts/b3_analyze.sh
@@ -9,11 +9,19 @@
 
 set -euo pipefail
 
-ROOT="${ROOT:-/home/admin/cpfs/wjh/agentic-kv}"
+ROOT="${ROOT:-$(cd "$(dirname "$0")/.." && pwd)}"
 VENV="$ROOT/.venv/bin"
 SWEEP_DIR="${1:?usage: $0 <sweep_dir>}"
 
-WORKER_MAP="http://127.0.0.1:8000=engine_0,http://127.0.0.1:8001=engine_1,http://127.0.0.1:8002=engine_2,http://127.0.0.1:8003=engine_3,http://127.0.0.1:8004=engine_4,http://127.0.0.1:8005=engine_5,http://127.0.0.1:8006=engine_6,http://127.0.0.1:8007=engine_7"
+BASE_PORT="${BASE_PORT:-8000}"
+N_INSTANCES="${N_INSTANCES:-8}"
+
+# Build WORKER_MAP dynamically from BASE_PORT and N_INSTANCES.
+_worker_map_parts=()
+for ((i=0; i<N_INSTANCES; i++)); do
+    _worker_map_parts+=("http://127.0.0.1:$((BASE_PORT + i))=engine_$i")
+done
+WORKER_MAP=$(IFS=,; echo "${_worker_map_parts[*]}")
 
 _has_engine_data() {
     # Return 0 (true) if $1/*.jsonl contains any non-empty file.
diff --git a/scripts/b3_isolated_policy.sh b/scripts/b3_isolated_policy.sh
index cb4eb3e..ae0bd04 100755
--- a/scripts/b3_isolated_policy.sh
+++ b/scripts/b3_isolated_policy.sh
@@ -11,9 +11,9 @@
 
 set -euo pipefail
 
-ROOT="${ROOT:-/home/admin/cpfs/wjh/agentic-kv}"
+ROOT="${ROOT:-$(cd "$(dirname "$0")/.." && pwd)}"
 VENV="$ROOT/.venv/bin"
-MODEL="${MODEL:-/home/admin/cpfs/wjh/models/Qwen/Qwen3-Coder-30B-A3B-Instruct}"
+MODEL="${MODEL:-$ROOT/models/Qwen/Qwen3-Coder-30B-A3B-Instruct}"
 PROXY_PORT="${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 f7c8532..d438a8a 100755
--- a/scripts/b3_sweep.sh
+++ b/scripts/b3_sweep.sh
@@ -14,9 +14,9 @@
 
 set -euo pipefail
 
-ROOT="${ROOT:-/home/admin/cpfs/wjh/agentic-kv}"
+ROOT="${ROOT:-$(cd "$(dirname "$0")/.." && pwd)}"
 VENV="$ROOT/.venv/bin"
-MODEL="${MODEL:-/home/admin/cpfs/wjh/models/Qwen/Qwen3-Coder-30B-A3B-Instruct}"
+MODEL="${MODEL:-$ROOT/models/Qwen/Qwen3-Coder-30B-A3B-Instruct}"
 TRACE="${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/cache_aware_proxy.py b/scripts/cache_aware_proxy.py
index 4d358fb..d70ea9e 100644
--- a/scripts/cache_aware_proxy.py
+++ b/scripts/cache_aware_proxy.py
@@ -1176,6 +1176,7 @@ async def _handle_pd_sep(api, req_data, request_id, token_ids, input_length,
     p_headers = {**headers, "X-data-parallel-rank": "0"}
 
     p_inst.ongoing_tokens += input_length
+    p_inst.num_requests += 1
     breakdown["t_prefill_sent"] = _time.monotonic()
     breakdown["t_prefill_sent_unix"] = _time.time()
 
@@ -1194,9 +1195,11 @@ async def _handle_pd_sep(api, req_data, request_id, token_ids, input_length,
         raise HTTPException(status_code=502, detail=f"Prefill failed: {e}")
     finally:
         p_inst.ongoing_tokens -= input_length
+        p_inst.num_requests -= 1
 
     # Send decode
     d_inst.ongoing_tokens += input_length
+    d_inst.num_requests += 1
     parsed = urllib.parse.urlparse(str(p_inst.client.base_url))
     bootstrap_addr = f"http://{parsed.hostname}:{p_inst.bootstrap_port}"
 
@@ -1232,9 +1235,10 @@ async def _handle_pd_sep(api, req_data, request_id, token_ids, input_length,
             breakdown["t_done"] = _time.monotonic()
             breakdown["t_done_unix"] = _time.time()
             d_inst.ongoing_tokens -= input_length
+            d_inst.num_requests -= 1
             _breakdown_log.append(breakdown)
 
-    return StreamingResponse(generate(), media_type="application/json")
+    return StreamingResponse(generate(), media_type="text/event-stream")
 
 
 @app.get("/breakdown")
diff --git a/scripts/deploy_vllm_patches.sh b/scripts/deploy_vllm_patches.sh
index 44faf47..63a41b1 100755
--- a/scripts/deploy_vllm_patches.sh
+++ b/scripts/deploy_vllm_patches.sh
@@ -29,11 +29,18 @@ if [ "$HOST" = "local" ]; then
     done
 else
     # Find site-packages on remote
-    VENV_SITE=$(ssh "$HOST" "~/agentic-kv/.venv/bin/python -c \"import site; print(site.getsitepackages()[0])\"")
+    VENV_SITE=$(ssh "$HOST" "~/agentic-kv/.venv/bin/python -c \"import site; print(site.getsitepackages()[0])\"") || {
+        echo "ERROR: failed to resolve site-packages on $HOST" >&2; exit 1;
+    }
+    if [ -z "$VENV_SITE" ]; then
+        echo "ERROR: empty site-packages path from $HOST" >&2; exit 1;
+    fi
     DST="$VENV_SITE/vllm"
     echo "Deploying to $HOST:$DST"
     for f in "${PATCHED_FILES[@]}"; do
-        scp "$VLLM_SRC/$f" "$HOST:$DST/$f"
+        scp "$VLLM_SRC/$f" "$HOST:$DST/$f" || {
+            echo "ERROR: failed to copy $f to $HOST" >&2; exit 1;
+        }
     done
 fi
 
diff --git a/scripts/launch_elastic_p2p.sh b/scripts/launch_elastic_p2p.sh
index 6a2e8e8..eac5cf3 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; wait 2>/dev/null' EXIT INT TERM
+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
 
 echo "=== Elastic P2P Offload (${N_INSTANCES}× TP=1 kv_both) ==="
 echo "  Model:           $MODEL"