diff --git a/cleanup_and_publish.sh b/cleanup_and_publish.sh
new file mode 100755
index 00000000..1212e4ef
--- /dev/null
+++ b/cleanup_and_publish.sh
@@ -0,0 +1,24 @@
+
+echo "🧹 Starting code cleanup and publishing process..."
+
+echo "⚫ Running Black formatter..."
+black . && echo "✅ Code formatting complete!" || echo "❌ Black formatting failed!"
+
+echo "🔍 Running Ruff linter..."
+ruff check . --fix && echo "✅ Linting complete!" || echo "❌ Linting failed!"
+
+echo "🏗️ Building package..."
+poetry build && echo "✅ Build successful!" || echo "❌ Build failed!"
+
+echo "📦 Publishing to PyPI..."
+poetry publish && echo "✅ Package published!" || echo "❌ Publishing failed!"
+
+echo "📝 Committing changes to Git..."
+git add . && echo "✅ Changes staged!"
+git commit -m "Update and publish" && echo "✅ Changes committed!"
+
+echo "🚀 Pushing to remote repository..."
+git push && echo "✅ Changes pushed to remote!"
+
+echo "✨ All done! Package cleaned, built, and published successfully! ✨"
+
diff --git a/docs/swarms_cloud/subscription_tiers.md b/docs/swarms_cloud/subscription_tiers.md
index 1ee07923..2d01a62b 100644
--- a/docs/swarms_cloud/subscription_tiers.md
+++ b/docs/swarms_cloud/subscription_tiers.md
@@ -1,129 +1,130 @@
-# Swarms Cloud Subscription Tiers
+# Swarms Cloud Subscription Tiers / Swarms 云订阅等级
-!!! abstract "Overview"
+!!! abstract "Overview / 概述"
Choose the perfect plan for your agent infrastructure needs. All plans include our core features with additional benefits as you scale up.
+ 为您的智能体基础设施需求选择完美方案。所有计划都包含我们的核心功能，随着您的扩展提供额外优势。
-## Pricing Plans
+## Pricing Plans / 定价方案
-### Free Tier
+### Free Tier / 免费版
-!!! example "Free"
- **$0/year**
+!!! example "Free / 免费"
+ **$0/year / 0美元/年**
Perfect for getting started with AI development.
+ 非常适合开始AI开发。
- [Get Started](https://swarms.world/platform/account){ .md-button .md-button--primary }
+ [Get Started / 开始使用](https://swarms.world/platform/account){ .md-button .md-button--primary }
- **What's Included:**
+ **What's Included: / 包含内容：**
- - [x] Sign up Bonus!
+ - [x] Sign up Bonus! / 注册奖励！
- - [x] Basic Access
+ - [x] Basic Access / 基础访问权限
- - [x] Pay-Per-Use Pricing
+ - [x] Pay-Per-Use Pricing / 按使用量付费
- - [x] Community Support
+ - [x] Community Support / 社区支持
- - [x] Standard Processing Speed
+ - [x] Standard Processing Speed / 标准处理速度
-### Premium Tier
+### Premium Tier / 高级版
-!!! success "Premium"
+!!! success "Premium / 高级版"
- **Monthly $100/month**
+ **Monthly $100/month / 每月100美元**
- **Yearly $1,020/year** (Save 15% on annual billing)
+ **Yearly $1,020/year / 每年1,020美元** (Save 15% on annual billing / 年付节省15%)
- [Subscribe Now](https://swarms.world/platform/account){ .md-button .md-button--primary }
+ [Subscribe Now / 立即订阅](https://swarms.world/platform/account){ .md-button .md-button--primary }
- **Everything in Free, plus:**
+ **Everything in Free, plus: / 包含免费版所有内容，外加：**
- - [x] Full Access to Explorer and Agents
+ - [x] Full Access to Explorer and Agents / 完全访问Explorer和智能体
- - [x] Access to Premium Multi-Modality Models
+ - [x] Access to Premium Multi-Modality Models / 访问高级多模态模型
- - [x] Priority Access to Swarms
+ - [x] Priority Access to Swarms / 优先访问Swarms
- - [x] High-Performance Infrastructure
+ - [x] High-Performance Infrastructure / 高性能基础设施
- - [x] Exclusive Webinars and Tutorials
+ - [x] Exclusive Webinars and Tutorials / 独家网络研讨会和教程
- - [x] Priority Support
+ - [x] Priority Support / 优先支持
- - [x] Enhanced Security Features
+ - [x] Enhanced Security Features / 增强的安全功能
- - [x] Early Access to New Models and Features
+ - [x] Early Access to New Models and Features / 新模型和功能的早期访问
-### Enterprise Tier
+### Enterprise Tier / 企业版
-!!! tip "Enterprise"
- **Contact for more Information**
+!!! tip "Enterprise / 企业版"
+ **Contact for more Information / 联系获取更多信息**
- [Book a Call](https://cal.com/swarms){ .md-button .md-button--primary }
+ [Book a Call / 预约通话](https://cal.com/swarms){ .md-button .md-button--primary }
- **Everything in Premium, plus:**
+ **Everything in Premium, plus: / 包含高级版所有内容，外加：**
- - [x] High-Performance Infrastructure
+ - [x] High-Performance Infrastructure / 高性能基础设施
- - [x] Batch API
+ - [x] Batch API / 批量API
- - [x] Early Access to New Swarms
+ - [x] Early Access to New Swarms / 新Swarms的早期访问
- - [x] Dedicated 24/7 Support
+ - [x] Dedicated 24/7 Support / 专属24/7支持
- - [x] Custom Solutions Engineering
+ - [x] Custom Solutions Engineering / 定制解决方案工程
- - [x] Advanced Security Features
+ - [x] Advanced Security Features / 高级安全功能
- - [x] Onsite Training and Onboarding
+ - [x] Onsite Training and Onboarding / 现场培训和入职
- - [x] Custom Model Training
+ - [x] Custom Model Training / 定制模型训练
- - [x] Priority Support
+ - [x] Priority Support / 优先支持
- - [x] Pay-Per-Use Pricing
+ - [x] Pay-Per-Use Pricing / 按使用量付费
- - [x] Enterprise Telemetry Platform
+ - [x] Enterprise Telemetry Platform / 企业遥测平台
- - [x] Regular Check-In Strategy Sessions
+ - [x] Regular Check-In Strategy Sessions / 定期战略会议
+## Feature Comparison / 功能对比
-## Feature Comparison
-
-| Feature | Free | Premium | Enterprise |
+| Feature / 功能 | Free / 免费版 | Premium / 高级版 | Enterprise / 企业版 |
|---------|------|---------|------------|
-| Sign up Bonus | ✅ | ✅ | ✅ |
-| Basic Access | ✅ | ✅ | ✅ |
-| Pay-Per-Use Pricing | ✅ | ✅ | ✅ |
-| Community Support | ✅ | ✅ | ✅ |
-| Standard Processing Speed | ✅ | ✅ | ✅ |
-| Full Access to Explorer and Agents | ❌ | ✅ | ✅ |
-| Premium Multi-Modality Models | ❌ | ✅ | ✅ |
-| Priority Access to Swarms | ❌ | ✅ | ✅ |
-| High-Performance GPUs | ❌ | ✅ | ✅ |
-| Exclusive Webinars and Tutorials | ❌ | ✅ | ✅ |
-| Priority Support | ❌ | ✅ | ✅ |
-| Enhanced Security Features | ❌ | ✅ | ✅ |
-| Early Access to New Models | ❌ | ✅ | ✅ |
-| Batch API | ❌ | ❌ | ✅ |
-| Dedicated 24/7 Support | ❌ | ❌ | ✅ |
-| Custom Solutions Engineering | ❌ | ❌ | ✅ |
-| Onsite Training and Onboarding | ❌ | ❌ | ✅ |
-| Custom Model Training | ❌ | ❌ | ✅ |
-
-## Rate Limits
-
-!!! info "Rate Limit Increases"
- - **Premium**: 100% increase in rate limits
- - **Enterprise**: Custom rate limits based on your needs (contact us for details)
-
-## Getting Started
-
-1. Choose your plan
-2. Create your account
-3. Start building with Swarms!
-
-!!! success "Need Help?"
- - For general questions: [Contact Support](mailto:kye@swarms.world)
- - For enterprise inquiries: [Book a Call](https://cal.com/swarms)
- - Upgrade Your Membership: [Upgrade Now](https://swarms.world/platform/account)
+| Sign up Bonus / 注册奖励 | ✅ | ✅ | ✅ |
+| Basic Access / 基础访问权限 | ✅ | ✅ | ✅ |
+| Pay-Per-Use Pricing / 按使用量付费 | ✅ | ✅ | ✅ |
+| Community Support / 社区支持 | ✅ | ✅ | ✅ |
+| Standard Processing Speed / 标准处理速度 | ✅ | ✅ | ✅ |
+| Full Access to Explorer and Agents / 完全访问Explorer和智能体 | ❌ | ✅ | ✅ |
+| Premium Multi-Modality Models / 高级多模态模型 | ❌ | ✅ | ✅ |
+| Priority Access to Swarms / 优先访问Swarms | ❌ | ✅ | ✅ |
+| High-Performance GPUs / 高性能GPU | ❌ | ✅ | ✅ |
+| Exclusive Webinars and Tutorials / 独家网络研讨会和教程 | ❌ | ✅ | ✅ |
+| Priority Support / 优先支持 | ❌ | ✅ | ✅ |
+| Enhanced Security Features / 增强的安全功能 | ❌ | ✅ | ✅ |
+| Early Access to New Models / 新模型的早期访问 | ❌ | ✅ | ✅ |
+| Batch API / 批量API | ❌ | ❌ | ✅ |
+| Dedicated 24/7 Support / 专属24/7支持 | ❌ | ❌ | ✅ |
+| Custom Solutions Engineering / 定制解决方案工程 | ❌ | ❌ | ✅ |
+| Onsite Training and Onboarding / 现场培训和入职 | ❌ | ❌ | ✅ |
+| Custom Model Training / 定制模型训练 | ❌ | ❌ | ✅ |
+
+## Rate Limits / 速率限制
+
+!!! info "Rate Limit Increases / 速率限制提升"
+ - **Premium / 高级版**: 100% increase in rate limits / 速率限制提升100%
+ - **Enterprise / 企业版**: Custom rate limits based on your needs (contact us for details) / 根据您的需求定制速率限制（详情请联系我们）
+
+## Getting Started / 开始使用
+
+1. Choose your plan / 选择您的方案
+2. Create your account / 创建您的账户
+3. Start building with Swarms! / 开始使用Swarms构建！
+
+!!! success "Need Help? / 需要帮助？"
+ - For general questions: [Contact Support](mailto:kye@swarms.world) / 一般问题：[联系支持](mailto:kye@swarms.world)
+ - For enterprise inquiries: [Book a Call](https://cal.com/swarms) / 企业咨询：[预约通话](https://cal.com/swarms)
+ - Upgrade Your Membership: [Upgrade Now](https://swarms.world/platform/account) / 升级会员：[立即升级](https://swarms.world/platform/account)
diff --git a/pyproject.toml b/pyproject.toml
index dbdf8cf7..08f59ac3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,7 +5,7 @@ build-backend = "poetry.core.masonry.api"
[tool.poetry]
name = "swarms"
-version = "7.6.3"
+version = "7.6.4"
description = "Swarms - TGSC"
license = "MIT"
authors = ["Kye Gomez <kye@apac.ai>"]
diff --git a/swarms/agents/flexion_agent.py b/swarms/agents/flexion_agent.py
index 73197439..d77ee731 100644
--- a/swarms/agents/flexion_agent.py
+++ b/swarms/agents/flexion_agent.py
@@ -9,7 +9,8 @@ from loguru import logger
# Define Reflexion prompt with detailed instructions
-REFLEXION_PROMPT = """You are Reflexion, an advanced AI assistant designed to generate high-quality responses and continuously improve through self-reflection.
+REFLEXION_PROMPT = """
+You are Reflexion, an advanced AI assistant designed to generate high-quality responses and continuously improve through self-reflection.
CAPABILITIES:
- Deep reasoning: Break down complex problems step-by-step