diff --git a/agent/README.md b/agent/README.md
index 5bf3be7..d9c3b58 100644
--- a/agent/README.md
+++ b/agent/README.md
@@ -2,9 +2,9 @@
 
 | 目录 | 服务 | 端口 | 入口(白名单明文) | conda |
 |---|---|---|---|---|
-| qa/ | QA V1.1.73 断言锚定检索 | 8091(浸泡影子 7921) | scripts/qa_v1_1_73_server.py | gfpy312 |
-| methodology/ | Methodology 提取 | 8092(浸泡影子 8001) | scripts/methodology_server.py | gfpy312 |
-| legacy-rag/ | 旧路由族(app 3 路由/main 11 族) | 8093(浸泡影子 7911) | api/app.py | plantai-bff |
+| qa/ | QA V1.1.73 断言锚定检索 | 8091 | scripts/qa_v1_1_73_server.py | plantai-rag-new-venv |
+| methodology/ | Methodology 提取 | 8092 | scripts/methodology_server.py | plantai-rag-new-venv |
+| legacy-rag/ | 旧路由族(app 3 路由/main 11 族) | 8093 | api/app.py | plantai-rag-new-venv |
 | vendor/ | 共享源码池(非服务) | — | — | — |
 
 约束：仅 shell 启动(`scripts/{start,stop,status,restart}.sh`)；编译产物 `.so` 隐藏源码；`compile.manifest` 记录模块级白名单。vendor 为源码单份，编译时复制进各 agent 暂存目录。
diff --git a/agent/legacy-rag/api/methodology_routes.py b/agent/legacy-rag/api/methodology_routes.py
index 006d1dd..3d0b901 100755
--- a/agent/legacy-rag/api/methodology_routes.py
+++ b/agent/legacy-rag/api/methodology_routes.py
@@ -32,7 +32,7 @@ REVIEW_RESULTS_CSV = BATCH_DIR / "review_results.csv"
 # 2026-08-31 新工程适配:上传目录/产出根支持 env 覆盖
 UPLOAD_JOBS_DIR = Path(os.environ.get("METHODOLOGY_UPLOAD_JOBS_DIR", PROJECT_ROOT / "data" / "evaluation" / "methodology_upload_jobs"))
 UPLOAD_OUTPUT_ROOT = Path(os.environ.get("METHODOLOGY_UPLOAD_OUTPUT_ROOT", PROJECT_ROOT / "data" / "evaluation" / "0505"))
-DEFAULT_MINERU_CMD = str(conda_env_path("minerupy311") / "bin" / "mineru")
+DEFAULT_MINERU_CMD = str(conda_env_path("minerupy312") / "bin" / "mineru")
 DEFAULT_MINERU_API_URL = "http://127.0.0.1:50215"
 DEFAULT_MINERU_BACKEND = "hybrid-auto-engine"
 DEFAULT_MINERU_METHOD = "auto"
@@ -554,7 +554,7 @@ def run_uploaded_methodology_job(
                 }
             )
         batch_cmd = [
-            str(conda_env_path(os.environ.get("GF_PYTHON_ENV", "gfpy312")) / "bin" / "python"),
+            str(conda_env_path(os.environ.get("GF_PYTHON_ENV", "/home/xzq/5090/teamWorkspace/zh/plantai-rag-new-venv")) / "bin" / "python"),
             "scripts/run_methodology_batch.py",
             "--papers",
             str(papers_csv),
diff --git a/agent/legacy-rag/scripts/restart.sh b/agent/legacy-rag/scripts/restart.sh
index 307ef9c..5072e33 100755
--- a/agent/legacy-rag/scripts/restart.sh
+++ b/agent/legacy-rag/scripts/restart.sh
@@ -2,6 +2,6 @@
 # agent/legacy/scripts/restart.sh —— 重启(停 → 起)
 set -euo pipefail
 AGENT_ROOT="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
-PORT="${1:-7920}"
+PORT="${1:-8093}"
 bash "$AGENT_ROOT/scripts/stop.sh" "$PORT" || true
 bash "$AGENT_ROOT/scripts/start.sh" "$PORT"
diff --git a/agent/legacy-rag/scripts/start.sh b/agent/legacy-rag/scripts/start.sh
index 447178b..6093ccc 100755
--- a/agent/legacy-rag/scripts/start.sh
+++ b/agent/legacy-rag/scripts/start.sh
@@ -1,15 +1,15 @@
 #!/usr/bin/env bash
 # agent/legacy-rag/scripts/start.sh —— 旧路由族服务唯一启动接口
-main]|main]
+# 用法:bash scripts/start.sh [port] [app|main]
 #   app  = 3 路由(生产 7900 同源,默认) / main = 11 路由裁剪版
 set -euo pipefail
 AGENT_ROOT="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
-PORT="${1:-8093}"  # 终态端口(浸泡期显式传 7911)
+PORT="${1:-8093}"  # 终态端口
 ENTRY="${2:-app}"
 ENV_FILE="${LEGACY_ENV_FILE:-$AGENT_ROOT/env/prod.env}"
 LOG_FILE="${LEGACY_LOG_FILE:-/tmp/plantai-agent-legacy-$PORT.log}"
 PID_FILE="$AGENT_ROOT/run/legacy-$PORT.pid"
-PYTHON="${LEGACY_PYTHON:-/home/xzq/miniconda3/envs/test4py311/bin/python}"
+PYTHON="${LEGACY_PYTHON:-/home/xzq/5090/teamWorkspace/zh/plantai-rag-new-venv/bin/python}"
 BIND="${LEGACY_API_HOST:-127.0.0.1}"
 
 case "$ENTRY" in
diff --git a/agent/legacy-rag/scripts/stop.sh b/agent/legacy-rag/scripts/stop.sh
index e064f7b..2881210 100755
--- a/agent/legacy-rag/scripts/stop.sh
+++ b/agent/legacy-rag/scripts/stop.sh
@@ -2,7 +2,7 @@
 # agent/legacy/scripts/stop.sh —— 停止 legacy-rag 服务(停而不删,保留日志/pid 供回滚诊断)
 set -euo pipefail
 AGENT_ROOT="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
-PORT="${1:-7920}"
+PORT="${1:-8093}"
 PID_FILE="$AGENT_ROOT/run/legacy-$PORT.pid"
 if [[ -f "$PID_FILE" ]]; then
   PID="$(cat "$PID_FILE")"
diff --git a/agent/methodology/api/methodology_routes.py b/agent/methodology/api/methodology_routes.py
index 3e244f9..847b82f 100755
--- a/agent/methodology/api/methodology_routes.py
+++ b/agent/methodology/api/methodology_routes.py
@@ -32,7 +32,7 @@ REVIEW_RESULTS_CSV = BATCH_DIR / "review_results.csv"
 # 2026-08-31 新工程适配:上传目录/产出根支持 env 覆盖(数据根迁移时无需改代码)
 UPLOAD_JOBS_DIR = Path(os.environ.get("METHODOLOGY_UPLOAD_JOBS_DIR", PROJECT_ROOT / "data" / "evaluation" / "methodology_upload_jobs"))
 UPLOAD_OUTPUT_ROOT = Path(os.environ.get("METHODOLOGY_UPLOAD_OUTPUT_ROOT", PROJECT_ROOT / "data" / "evaluation" / "0505"))
-DEFAULT_MINERU_CMD = str(conda_env_path("minerupy311") / "bin" / "mineru")
+DEFAULT_MINERU_CMD = str(conda_env_path("minerupy312") / "bin" / "mineru")
 DEFAULT_MINERU_API_URL = "http://127.0.0.1:50215"
 DEFAULT_MINERU_BACKEND = "hybrid-auto-engine"
 DEFAULT_MINERU_METHOD = "auto"
@@ -554,7 +554,7 @@ def run_uploaded_methodology_job(
                 }
             )
         batch_cmd = [
-            str(conda_env_path(os.environ.get("GF_PYTHON_ENV", "gfpy312")) / "bin" / "python"),
+            str(conda_env_path(os.environ.get("GF_PYTHON_ENV", "/home/xzq/5090/teamWorkspace/zh/plantai-rag-new-venv")) / "bin" / "python"),
             "scripts/run_methodology_batch.py",
             "--papers",
             str(papers_csv),
diff --git a/agent/methodology/scripts/restart.sh b/agent/methodology/scripts/restart.sh
index 7499c88..3cba82b 100755
--- a/agent/methodology/scripts/restart.sh
+++ b/agent/methodology/scripts/restart.sh
@@ -2,6 +2,6 @@
 # agent/methodology/scripts/restart.sh —— 重启(停 → 起)
 set -euo pipefail
 AGENT_ROOT="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
-PORT="${1:-7920}"
+PORT="${1:-8092}"
 bash "$AGENT_ROOT/scripts/stop.sh" "$PORT" || true
 bash "$AGENT_ROOT/scripts/start.sh" "$PORT"
diff --git a/agent/methodology/scripts/start.sh b/agent/methodology/scripts/start.sh
index c694a92..c3ab28f 100755
--- a/agent/methodology/scripts/start.sh
+++ b/agent/methodology/scripts/start.sh
@@ -3,11 +3,11 @@
 # 用法：bash scripts/start.sh [port]   （默认 8092 终态；浸泡期影子用 8001）
 set -euo pipefail
 AGENT_ROOT="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
-PORT="${1:-8092}"  # 终态端口(浸泡期显式传 8001)
+PORT="${1:-8092}"  # 终态端口
 ENV_FILE="${METHODOLOGY_ENV_FILE:-$AGENT_ROOT/env/prod.env}"
 LOG_FILE="${METHODOLOGY_LOG_FILE:-/tmp/plantai-agent-methodology-$PORT.log}"
 PID_FILE="$AGENT_ROOT/run/methodology-$PORT.pid"
-PYTHON="${METHODOLOGY_PYTHON:-/home/xzq/miniconda3/envs/gfpy312/bin/python}"
+PYTHON="${METHODOLOGY_PYTHON:-/home/xzq/5090/teamWorkspace/zh/plantai-rag-new-venv/bin/python}"
 BIND="${METHODOLOGY_API_HOST:-0.0.0.0}"
 
 mkdir -p "$AGENT_ROOT/run"
diff --git a/agent/methodology/scripts/stop.sh b/agent/methodology/scripts/stop.sh
index eb0a228..6270501 100755
--- a/agent/methodology/scripts/stop.sh
+++ b/agent/methodology/scripts/stop.sh
@@ -2,7 +2,7 @@
 # agent/methodology/scripts/stop.sh —— 停止 Methodology 服务(停而不删,保留日志/pid 供回滚诊断)
 set -euo pipefail
 AGENT_ROOT="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
-PORT="${1:-7920}"
+PORT="${1:-8092}"
 PID_FILE="$AGENT_ROOT/run/methodology-$PORT.pid"
 if [[ -f "$PID_FILE" ]]; then
   PID="$(cat "$PID_FILE")"
diff --git a/agent/qa/scripts/restart.sh b/agent/qa/scripts/restart.sh
index 0e3bf6f..ecad852 100755
--- a/agent/qa/scripts/restart.sh
+++ b/agent/qa/scripts/restart.sh
@@ -2,6 +2,6 @@
 # agent/qa/scripts/restart.sh —— 重启(停 → 起)
 set -euo pipefail
 AGENT_ROOT="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
-PORT="${1:-7920}"
+PORT="${1:-8091}"
 bash "$AGENT_ROOT/scripts/stop.sh" "$PORT" || true
 bash "$AGENT_ROOT/scripts/start.sh" "$PORT"
diff --git a/agent/qa/scripts/start.sh b/agent/qa/scripts/start.sh
index 94d8da4..0b2a9bf 100755
--- a/agent/qa/scripts/start.sh
+++ b/agent/qa/scripts/start.sh
@@ -3,11 +3,11 @@
 # 用法：bash scripts/start.sh [port]   （默认 8091 终态；浸泡期影子用 7921）
 set -euo pipefail
 AGENT_ROOT="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
-PORT="${1:-8091}"  # 终态端口(浸泡期显式传 7921)
+PORT="${1:-8091}"  # 终态端口
 ENV_FILE="${QA_ENV_FILE:-$AGENT_ROOT/env/prod.env}"
 LOG_FILE="${QA_LOG_FILE:-/tmp/plantai-agent-qa-$PORT.log}"
 PID_FILE="$AGENT_ROOT/run/qa-$PORT.pid"
-PYTHON="${QA_PYTHON:-/home/xzq/miniconda3/envs/gfpy312/bin/python}"
+PYTHON="${QA_PYTHON:-/home/xzq/5090/teamWorkspace/zh/plantai-rag-new-venv/bin/python}"
 
 mkdir -p "$AGENT_ROOT/run"
 [[ -x "$PYTHON" ]] || { echo "QA Python 不可执行: $PYTHON" >&2; exit 1; }
diff --git a/agent/qa/scripts/stop.sh b/agent/qa/scripts/stop.sh
index dde3d56..5408cc2 100755
--- a/agent/qa/scripts/stop.sh
+++ b/agent/qa/scripts/stop.sh
@@ -2,7 +2,7 @@
 # agent/qa/scripts/stop.sh —— 停止 QA 服务(停而不删,保留日志/pid 供回滚诊断)
 set -euo pipefail
 AGENT_ROOT="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
-PORT="${1:-7920}"
+PORT="${1:-8091}"
 PID_FILE="$AGENT_ROOT/run/qa-$PORT.pid"
 if [[ -f "$PID_FILE" ]]; then
   PID="$(cat "$PID_FILE")"
diff --git a/deploy/bff_restart.sh b/deploy/bff_restart.sh
old mode 100644
new mode 100755
index 294e484..62aca1f
--- a/deploy/bff_restart.sh
+++ b/deploy/bff_restart.sh
@@ -1,38 +1,39 @@
 #!/bin/bash
-# deploy/bff_restart.sh —— 远端 BFF 重启（PM 使用，在远端执行）
-# 用法：ssh 192.168.0.175 -p 26518 'bash ~/5090/teamWorkspace/zh/PlantAI-rag-new/deploy/bff_restart.sh [bind_addr]'
-# 参数：可选绑定地址（默认 127.0.0.1；内网演示传 0.0.0.0）
-# 要点：用 setsid 完全脱离 SSH 会话，stdout/stderr 全部落日志。
+# deploy/bff_restart.sh —— 远端 BFF 重启(PM 使用,在远端执行)
+# 用法:ssh 192.168.0.175 -p 26518 'bash ~/5090/teamWorkspace/zh/PlantAI-rag-new/deploy/bff_restart.sh [bind_addr]'
+# 参数:可选绑定地址(默认 127.0.0.1;内网演示传 0.0.0.0)
+# 要点:用 setsid 完全脱离 SSH 会话,stdout/stderr 全部落日志。
+# 2026-09-01 统一 Python:conda plantai-bff → plantai-rag-new-venv(py3.12.13)
 set -uo pipefail
-ROOT="/home/xzq/5090/teamWorkspace/zh/PlantAI-rag-new"
+SDK_ROOT="/home/xzq/5090/teamWorkspace/zh/plantai-rag-new-deploy-unified/sdk"
+PYTHON="/home/xzq/5090/teamWorkspace/zh/plantai-rag-new-venv/bin/python"
 BIND="${1:-127.0.0.1}"
-source ~/miniconda3/etc/profile.d/conda.sh
-conda activate plantai-bff
+[[ -x "$PYTHON" ]] || { echo "BFF Python 不可执行: $PYTHON" >&2; exit 1; }
 
-# 杀旧进程（[u] 正则技巧防 pkill 自匹配）
+# 杀旧进程([u] 正则技巧防 pkill 自匹配)
 pkill -f "[a]pp.main:app" 2>/dev/null
 sleep 2
 
-cd "$ROOT/sdk"
-# 加载运行时凭据（sdk/.env，不入 git）并导出给应用进程。
-# pydantic-settings 会把 .env 载入 settings 对象，但 services/neo4j.py 的
-# _env() 直接读 os.environ，故需显式 set -a 导出。
+cd "$SDK_ROOT"
+# 加载运行时凭据(sdk/.env,不入 git)并导出给应用进程。
+# pydantic-settings 会把 .env 载入 settings 对象,但 services/neo4j.py 的
+# _env() 直接读 os.environ,故需显式 set -a 导出。
 set -a
 [ -f .env ] && source .env
 set +a
-setsid python -m uvicorn app.main:app --host "$BIND" --port 8090 \
+setsid "$PYTHON" -m uvicorn app.main:app --host "$BIND" --port 8090 \
   > /tmp/plantai-bff.log 2>&1 < /dev/null &
 disown
 
 sleep 12
 if ss -tln | grep -q ":8090 "; then
-  echo "BFF UP ($BIND:8090)"
+  echo "BFF UP ($BIND:8090, venv py3.12.13)"
   curl -s --max-time 20 http://127.0.0.1:8090/api/health | head -c 200
   echo
-  # 生产形态：静态托管 ui/dist（存在时 BFF 单进程服务整个前端）
-  curl -s --max-time 10 http://127.0.0.1:8090/ | grep -o "<title>[^<]*" || echo "（静态托管未生效，需同步 dist）"
+  # 生产形态:静态托管 ui/dist(存在时 BFF 单进程服务整个前端)
+  curl -s --max-time 10 http://127.0.0.1:8090/ | grep -o "<title>[^<]*" || echo "(静态托管未生效,需同步 dist)"
 else
-  echo "BFF FAIL —— 日志尾部："
+  echo "BFF FAIL —— 日志尾部:"
   tail -15 /tmp/plantai-bff.log
   exit 1
 fi
diff --git a/deploy/start-dev.sh b/deploy/start-dev.sh
index 6501e90..34a3ff2 100644
--- a/deploy/start-dev.sh
+++ b/deploy/start-dev.sh
@@ -3,8 +3,8 @@
 set -euo pipefail
 ROOT="/home/xzq/5090/teamWorkspace/zh/PlantAI-rag-new"
 echo "== 启动 BFF (127.0.0.1:8090) =="
-(cd "$ROOT/sdk" && source ~/miniconda3/etc/profile.d/conda.sh && conda activate plantai-bff && \
- nohup uvicorn app.main:app --host 127.0.0.1 --port 8090 > /tmp/plantai-bff.log 2>&1 &)
+(cd "$ROOT/sdk" && \
+ nohup /home/xzq/5090/teamWorkspace/zh/plantai-rag-new-venv/bin/python -m uvicorn app.main:app --host 127.0.0.1 --port 8090 > /tmp/plantai-bff.log 2>&1 &)
 echo "== 启动 Vite dev (127.0.0.1:5180) =="
 (cd "$ROOT/ui" && nohup npm run dev > /tmp/plantai-vite.log 2>&1 &)
 sleep 3
diff --git a/sdk/run.sh b/sdk/run.sh
index 13fb039..41f6e62 100755
--- a/sdk/run.sh
+++ b/sdk/run.sh
@@ -1,21 +1,12 @@
 #!/usr/bin/env bash
-# run.sh —— 本地起 BFF（ARCHITECTURE.md §3：127.0.0.1:8090，占用则退 8091）。
-# 用法：bash sdk/run.sh
+# run.sh —— 本地起 BFF(ARCHITECTURE.md §3:127.0.0.1:8090,占用则退 8091)。
+# 用法:bash sdk/run.sh
+# 2026-09-01 统一 Python:conda plantai-bff → plantai-rag-new-venv(py3.12.13)
 set -euo pipefail
 cd "$(dirname "$0")"
 
 PORT="${PORT:-8090}"
+PYTHON="${PLANTAI_BFF_PYTHON:-/home/xzq/5090/teamWorkspace/zh/plantai-rag-new-venv/bin/python}"
 
-if ! command -v conda >/dev/null 2>&1; then
-  echo "run.sh: 未找到 conda，尝试直接使用当前 python 运行" >&2
-  exec python -m uvicorn app.main:app --host 127.0.0.1 --port "$PORT"
-fi
-
-if ! conda env list | awk '{print $1}' | grep -qx "plantai-bff"; then
-  echo "run.sh: conda 环境 plantai-bff 不存在" >&2
-  echo "  创建：conda create -n plantai-bff python=3.11 -y && conda activate plantai-bff && pip install -e '.[dev]'" >&2
-  exit 1
-fi
-
-exec conda run --no-capture-output -n plantai-bff \
-  python -m uvicorn app.main:app --host 127.0.0.1 --port "$PORT"
+[[ -x "$PYTHON" ]] || { echo "run.sh: 统一 venv 不可执行: $PYTHON" >&2; exit 1; }
+exec "$PYTHON" -m uvicorn app.main:app --host 127.0.0.1 --port "$PORT"
diff --git a/tooling/build_all.sh b/tooling/build_all.sh
index e1ccd41..304ee18 100755
--- a/tooling/build_all.sh
+++ b/tooling/build_all.sh
@@ -33,13 +33,17 @@ bash "$SCRIPT_DIR/compile/compile_methodology.sh" \
 bash "$SCRIPT_DIR/compile/compile_legacy.sh" \
   "$PROJECT_ROOT/agent/legacy-rag" "$BUILD_ROOT/compiled/legacy-rag" "$LEGACY_PYTHON"
 
-# ---- 2. 双审计 ----
+# ---- 2. 双审计(各树用编译时的 Python——ABI 后缀必须匹配) ----
 echo "[2/6] 编译树审计"
 AUDIT="$SCRIPT_DIR/compile/tools/audit_compiled_tree.py"
+declare -A TREE_PY=( [sdk]="$SDK_PYTHON" [qa]="$QA_PYTHON" [methodology]="$METHODOLOGY_PYTHON" [legacy-rag]="$LEGACY_PYTHON" )
 for tree in sdk qa methodology legacy-rag; do
-  "$SDK_PYTHON" "$AUDIT" --tree "$BUILD_ROOT/compiled/$tree" --project "$tree" --write-marker \
+  py="${TREE_PY[$tree]}"
+  "$py" "$AUDIT" --tree "$BUILD_ROOT/compiled/$tree" --project "$tree" --write-marker \
     | python3 -c "import json,sys; r=json.load(sys.stdin); print(f'  $tree: ok={r[\"ok\"]} exts={r[\"extension_count\"]}'); sys.exit(0 if r['ok'] else 1)" \
     || { echo "$tree 审计失败" >&2; exit 2; }
+  "$py" "$AUDIT" --tree "$BUILD_ROOT/compiled/$tree" --project "$tree" --require-marker \
+    >/dev/null || { echo "$tree marker 校验失败" >&2; exit 2; }
 done
 
 # ---- 3. 冒烟(起服务探 /health,全 .so import 检查) ----
diff --git a/tooling/legacy_plantai_server_package/server.env b/tooling/legacy_plantai_server_package/server.env
index 826e47e..e3a810e 100644
--- a/tooling/legacy_plantai_server_package/server.env
+++ b/tooling/legacy_plantai_server_package/server.env
@@ -47,8 +47,8 @@ SECRETS_DIR=/home/xzq/5090/PlanAI-cooperate/hsj-workspace/encryption-test/server
 # OUT_DIR=/home/xzq/5090/PlanAI-cooperate/hsj-workspace/encryption-test/server/plantai_server_package/out/1.0.0
 
 # 与目标部署环境 ABI 一致的 Python。
-PLANTAI_PYTHON=/home/xzq/miniconda3/envs/test4py311/bin/python
-QA_PYTHON=/home/xzq/miniconda3/envs/gfpy312/bin/python
+PLANTAI_PYTHON=/home/xzq/5090/teamWorkspace/zh/plantai-rag-new-venv/bin/python
+QA_PYTHON=/home/xzq/5090/teamWorkspace/zh/plantai-rag-new-venv/bin/python
 
 # 供应商私钥口令文件，权限应为 600。
 SUPPLIER_KEY_PASSPHRASE_FILE=/home/xzq/5090/PlanAI-cooperate/hsj-workspace/encryption-test/server/plantai_server_package/secrets/private_key.pass
diff --git a/tooling/requirements.lock b/tooling/requirements.lock
new file mode 100644
index 0000000..93ced41
--- /dev/null
+++ b/tooling/requirements.lock
@@ -0,0 +1,130 @@
+aiofiles==25.1.0
+aiohappyeyeballs==2.6.2
+aiohttp==3.13.5
+aiosignal==1.4.0
+aiosqlite==0.22.1
+annotated-doc==0.0.5
+annotated-types==0.8.0
+anyio==4.14.2
+attrs==26.1.0
+biopython==1.87
+certifi==2026.7.22
+charset-normalizer==3.5.1
+click==8.4.2
+coverage==7.15.4
+Cython==3.2.8
+distro==1.9.0
+et_xmlfile==2.0.0
+faiss-cpu==1.14.3
+fastapi==0.141.1
+filelock==3.29.4
+frozenlist==1.8.0
+fsspec==2026.6.0
+greenlet==3.5.1
+grpcio==1.80.0
+h11==0.16.0
+h2==4.3.0
+hf-xet==1.5.1
+hpack==4.1.0
+httpcore==1.0.9
+httpcore2==2.12.0
+httptools==0.8.0
+httpx==0.28.1
+httpx-sse==0.4.3
+httpx2==2.12.0
+huggingface_hub==1.19.0
+hyperframe==6.1.0
+idna==3.19
+iniconfig==2.3.0
+Jinja2==3.1.6
+jiter==0.16.0
+joblib==1.5.3
+jsonpatch==1.33
+jsonpointer==3.1.1
+langchain==1.3.2
+langchain-classic==1.0.7
+langchain-community==0.4.2
+langchain-core==1.4.0
+langchain-huggingface==1.2.2
+langchain-protocol==0.0.16
+langchain-text-splitters==1.1.2
+langgraph==1.2.2
+langgraph-checkpoint==4.1.1
+langgraph-prebuilt==1.1.0
+langgraph-sdk==0.3.15
+langsmith==0.8.7
+loguru==0.7.3
+lxml==6.1.2
+markdown-it-py==4.2.0
+MarkupSafe==3.0.3
+mdurl==0.1.2
+mpmath==1.3.0
+multidict==6.7.1
+narwhals==2.25.0
+neo4j==6.2.0
+networkx==3.6.1
+numpy==2.4.6
+openai==3.3.1
+openpyxl==3.1.5
+orjson==3.11.9
+ormsgpack==1.12.2
+packaging==26.3
+pandas==3.0.5
+pluggy==1.6.0
+portalocker==3.2.0
+propcache==0.5.2
+protobuf==7.35.0
+pydantic==2.13.4
+pydantic-settings==2.15.0
+pydantic_core==2.46.4
+Pygments==2.21.0
+pymupdf==1.28.2
+pytest==9.1.1
+pytest-asyncio==1.4.0
+pytest-cov==7.1.0
+python-dateutil==2.9.0.post0
+python-docx==1.1.2
+python-dotenv==1.2.3
+python-multipart==0.0.32
+pytz==2026.3.post1
+PyYAML==6.0.3
+qdrant-client==1.18.0
+rank-bm25==0.2.2
+redis==8.0.0
+regex==2026.5.9
+requests==2.34.2
+requests-toolbelt==1.0.0
+respx==0.23.1
+rich==15.0.0
+safetensors==0.8.0
+scikit-learn==1.9.0
+scipy==1.17.1
+sentence-transformers==5.6.0
+setuptools==81.0.0
+shellingham==1.5.4
+six==1.17.0
+sniffio==1.3.1
+SQLAlchemy==2.0.50
+starlette==1.6.0
+sympy==1.14.0
+tenacity==9.1.4
+threadpoolctl==3.6.0
+tokenizers==0.22.2
+torch==2.13.0+cpu
+tqdm==4.67.3
+transformers==5.12.1
+truststore==0.10.4
+typer==0.25.1
+typing-inspection==0.4.4
+typing_extensions==4.16.0
+urllib3==2.7.0
+uuid_utils==0.16.0
+uvicorn==0.52.4
+uvloop==0.22.1
+watchfiles==1.2.0
+websockets==16.0
+wheel==0.47.0
+xlrd==2.0.1
+xxhash==3.7.0
+yarl==1.24.2
+zstandard==0.25.0
diff --git a/tooling/tooling.env b/tooling/tooling.env
index 32f8c2a..06af9c5 100644
--- a/tooling/tooling.env
+++ b/tooling/tooling.env
@@ -6,11 +6,11 @@ VERSION=2.0.0
 PROJECT_ROOT=/home/xzq/5090/teamWorkspace/zh/PlantAI-rag-new
 
 # 编译 Python 环境(ABI 各服务独立)
-SDK_PYTHON=/home/xzq/miniconda3/envs/plantai-bff/bin/python
-QA_PYTHON=/home/xzq/miniconda3/envs/gfpy312/bin/python
-METHODOLOGY_PYTHON=/home/xzq/miniconda3/envs/gfpy312/bin/python
-LEGACY_PYTHON=/home/xzq/miniconda3/envs/test4py311/bin/python   # 仅编译;运行用 plantai-bff
-LEGACY_RUN_PYTHON=/home/xzq/miniconda3/envs/plantai-bff/bin/python
+SDK_PYTHON=/home/xzq/5090/teamWorkspace/zh/plantai-rag-new-venv/bin/python
+QA_PYTHON=/home/xzq/5090/teamWorkspace/zh/plantai-rag-new-venv/bin/python
+METHODOLOGY_PYTHON=/home/xzq/5090/teamWorkspace/zh/plantai-rag-new-venv/bin/python
+LEGACY_PYTHON=/home/xzq/5090/teamWorkspace/zh/plantai-rag-new-venv/bin/python
+LEGACY_RUN_PYTHON=/home/xzq/5090/teamWorkspace/zh/plantai-rag-new-venv/bin/python
 
 # KB(定版后启用 SKIP_KB=0)
 SKIP_KB=1