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2026-04-16 03:41:07 -

# ✅ ১) প্রথমে pip update করুন

```

python -m pip install --upgrade pip

```

---

# ✅ ২) Safe Batch Update (Recommended)

সব package একসাথে update করলে project break হতে পারে।

তাই প্রথমে **AI SDK + Web Framework** আলাদা batch‑এ update করবেন।

---

## 🔵 Batch A — AI SDKs (Google, Anthropic, Groq, Together, HF)

```

pip install --upgrade anthropic google-generativeai google-ai-generativelanguage google-auth google-api-core googleapis-common-protos huggingface-hub groq together tokenizers

```

---

## 🟢 Batch B — Web Framework (Flask, Werkzeug, SocketIO)

```

pip install --upgrade Flask Flask-Cors Flask-SocketIO Werkzeug python-socketio python-engineio gunicorn

```

---

## 🟣 Batch C — Core Utilities

```

pip install --upgrade requests urllib3 charset-normalizer certifi packaging tabulate tqdm anyio attrs cachetools

```

---

## 🟠 Batch D — Scientific / Media

```

pip install --upgrade numpy pillow fonttools ImageIO kiwisolver mediapipe

```

---

# ⚠️ গুরুত্বপূর্ণ সতর্কতা

### ❌ কখনোই এই কমান্ড ব্যবহার করবেন না:

```

pip install --upgrade --all

```

এটা আপনার পুরো environment crash করে দিতে পারে।

# ✅ ১) প্রথমে pip update করুন ```python -m pip install --upgrade pip```---# ✅ ২) Safe Batch Update (Recommended)সব package একসাথে update করলে project break হতে পারে। তাই প্রথমে **AI SDK + Web Framework** আলাদা batch‑এ update করবেন।---## 🔵 Batch A — AI SDKs (Google, Anthropic, Groq, Together, HF)```pip install --upgrade anthropic google-generativeai google-ai-generativelanguage google-auth google-api-core googleapis-common-protos huggingface-hub groq together tokenizers```---## 🟢 Batch B — Web Framework (Flask, Werkzeug, SocketIO)```pip install --upgrade Flask Flask-Cors Flask-SocketIO Werkzeug python-socketio python-engineio gunicorn```---## 🟣 Batch C — Core Utilities```pip install --upgrade requests urllib3 charset-normalizer certifi packaging tabulate tqdm anyio attrs cachetools```---## 🟠 Batch D — Scientific / Media```pip install --upgrade numpy pillow fonttools ImageIO kiwisolver mediapipe```---# ⚠️ গুরুত্বপূর্ণ সতর্কতা ### ❌ কখনোই এই কমান্ড ব্যবহার করবেন না:```pip install --upgrade --all```এটা আপনার পুরো environment crash করে দিতে পারে।

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2025-04-06 18:53:37 -

Multi-tenant authorization combined with Role-Based Access Control (RBAC) enables efficient user permissions management across different isolated environments. Challenges associated with traditional RBAC, such as lack of granularity, static roles, and role explosion, are addressed by multi-tenant RBAC. This model structures

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