404Development | Bot Hub Discord server icon

404Development | Bot Hub

About 404Development | Bot Hub

Hey there! Welcome to our community.
We’re a vibing group of developers, community managers, and bot enthusiasts, building a platform for anyone curious about Discord bots and automation. Whether you want to give feedback, try new features, or just hang out with people who love creating, you’re in the right place.
  • Featured Bot: Timekeeper V2 – Our pride and joy! It’s powerful, flexible, and fun to use. Perfect for keeping track of schedules, events, or just exploring what a bot can do for your server.

  • Explore & Play: We have a variety of bots designed to make Discord more fun, useful, and interactive. Try them out, give feedback, or even suggest new ideas – we love input!

  • Grow Together: Our mission is to provide free or low-cost tools while building a community where curiosity and collaboration are rewarded.

All rules, links, and resources (dashboards, panels, and more) are in <#1425184492875681797>. Dive in, explore, and see what this community can do for you. You’re invited personally by me – we’re excited to have you here!

Categories

Primary Language

English

Server Analytics Private

46 Total Members
20 Online Members
How busy is the server?
Based on daily active users and bracketed into 5 different groups.
Very Quiet
Under 2 daily active users
How much do people chat?
Based on messages per member and bracketed into different groups.
Present but Quiet
Under 2 messages per member
Estimated Active Staff
Founder-Led
1 to 0
active moderators

Server Announcements & Events

Recent Announcements
## ⚡ Performance & Efficiency - Only a fraction of the model’s parameters are active at a time for each token - Parallel attention and MoE pathways maximize GPU usage - Sparse activation + quantized caches drastically reduces memory requirements ## 🔮 Future Plans - Faster attention with FlashAttention - Expert parallelism across devices - Advanced quantization methods (GPTQ, AWQ) - Pipeline parallelism and gradient checkpointing for huge-scale models We’re thrilled to see what the community can do with CodeBase-280B and can’t wait to continue development in the coming months. \- Conner | 404Development
# 🚀 Introducing CodeBase-280B: Phase 1 Hey everyone, We’re excited to share the first phase of CodeBase-280B, our next-generation language model built for performance, scalability, and advanced AI capabilities. Here’s what makes it special: 💡 Key Highlights - Mixture of Experts (MoE): 128 experts with 9 active per token, meaning the model only uses the parts it needs for efficiency and speed. - Massive Context Window: Handles up to 384,000 tokens at once, allowing it to understand extremely long documents or conversations. - Compressed Attention: Optimized memory usage with partial KV sharing to keep inference fast. - Efficient Inference: 8-bit quantization with KV cache compression reduces memory requirements without sacrificing quality. - Parallel & Distributed: Designed for multi-GPU setups with support for distributed training and mixed precision (bfloat16) for optimal performance. ## 📊 Specs at a Glance - Hidden Size: 7,168 - Layers: 75 - Attention Heads: 52 - Experts: 128 total, 9 active - Context Window: 384,000 tokens - Parameters: ~280B total (~18B active at a time) - Vocabulary: 51,200 tokens ## 🛠️ Project Structure & Usage CodeBase-280B includes everything you need to train, test, and run inference on the model, including: - Transformer architecture and MoE modules - Compressed attention and RoPE positional encoding - Quantization utilities for memory-efficient inference - Training scripts with multi-GPU support - Open-source configuration for customization Installation is simple: clone the repo and install dependencies via pip. You can train, generate text, benchmark, or run tests with provided scripts.
# Changelog - TimekeeperV2 **Version**: 2.1.04 **Date**: 2025-12-02 ## Overview: TimekeeperV2 has reached a mature and stable state. All planned core features are now implemented. Going forward, the focus will be on maintaining performance, reliability, and improving existing features, rather than adding new functionality. ## What's New Since Last Update: - Final refinements to time tracking and scheduling features - Bug fixes and stability improvements - Optimizations for server performance - Updated user interface for easier navigation ## Maintenance Focus Moving Forward: - Ensuring TimekeeperV2 continues running smoothly across all servers - Improving response times and reliability - Fixing bugs and addressing user-reported issues promptly - Minor quality-of-life improvements to features **Notes:** TimekeeperV2 will not be receiving any major new features for the forseeable future. This allows the team to focus on quality maintenance and prepare for exciting new projects. Ping:|| @Members||
(API Key was given a filler for the time being, we're pushing updates to access your API Key as I write this)
Fixes to the website, bot, and backend have been implemented. The Account Panel officially works as well as Stripe, the API, and authentication/validation setup. ![image.png](https://cdn.discordapp.com/attachments/1425184492875681799/1445317562828324954/image.png?ex=692fe85f&is=692e96df&hm=4758ca1b9f336ad847290c78f288893f44ef7ba4460261c067af3069a2e74153&)
# 404Development – Changelog Update We’ve been hard at work improving our website and tools. Here’s what’s new: - **Support Module:** Fixed and fully optimized. - **Discord Logins:** Now available for seamless authentication. - **Priority Page Loading:** Pages now load faster for a smoother experience. - **Lazy Loading Reduced:** Content appears more quickly. - **Improved Latency:** Overall site responsiveness enhanced. - **Bot Integrations:** Support now integrates directly between Discord and the website. - **API Builder:** Phase 3 is complete and nearing deployment. - **Design Updates:** Fresh design choices applied for a modern look and feel. We’re also excited to announce the **opening of our Trello board** to track tasks and updates publicly. Thank you for your continued support and feedback!
This is the same with all buttons within the account panel, this stems from how the server handles `GET requests` and how typescript transpiles HTML code. Will be fixed in `2.0.5`
**Logins are currently broken** To access your account you will have to do the following: - Click `Login with Discord` - Follow the prompts - Once you get to the `Failed to GET /account`: - Return to https://timekeeper.404development.dev/ - You will now have access to your account ## Timekeeper V2 | Enterprise Time Tracking for Discord Timekeeper V2 - Enterprise-grade Discord time tracking bot with ML-powered analytics
*All markdown files will be added to the documentation page sometime this week*
**This is just Part 1 of my multi-part upgrade for this month, after this upgrade we'll be moving __towards__ a weekly update schedule**
**🎉 Enjoy the 15x performance boost and enhanced monitoring!** 🚀 **Version**: 2.0.0 **Release**: 2025-01-18 **Status**: ✅ Production Ready
## 🐛 BUG FIXES - Fixed missing `current_app` import in clock routes - Fixed `NotFoundError` requiring explicit message - Fixed circuit breaker metrics not exposed - Fixed cache metrics not being tracked - Fixed atomic operations not reporting metrics - Fixed thread pool not being monitored ## 🔮 UPCOMING FEATURES - **Export endpoints**: PDF/CSV report generation - **Streaming endpoints**: Server-Sent Events for real-time updates - **Enhanced GraphQL**: Subscriptions for live data - **Advanced caching**: Redis-backed distributed cache - **API key rotation**: Automatic key rotation system - **Expanded analytics**: More ML-powered insights ## 📞 SUPPORT ### Getting Help - **Health Issues**: Check `/health/detailed` endpoint - **Performance**: Review `/metrics` in Prometheus - **Documentation**: Visit `/api/docs` - **Migration Help**: See `FASTAPI_MIGRATION.md` ### Reporting Issues - Check logs for errors - Include `/health/detailed` output - Provide metrics snapshot if available
## 📖 DOCUMENTATION ### New Documentation Files - `FASTAPI_MIGRATION.md` - Complete migration guide - `API_V2_MIGRATION_SUMMARY.md` - v2 migration details - `INTEGRATED_API_SETUP.md` - Single-process setup guide - `MONITORING_GUIDE.md` - Complete monitoring documentation - `MONITORING_QUICK_START.md` - 5-minute monitoring setup - `SWAGGER_UI_GUIDE.md` - Enhanced Swagger UI features - `OPENAPI_ENHANCEMENTS.md` - OpenAPI configuration details ### Updated Documentation - `README.md` - Updated with v2 information - `FASTAPI_MIGRATION.md` - Reflects threading model
## 📊 METRICS ### Code Changes - **Files Modified**: 27 files - **Lines Added**: +2,033 - **Lines Removed**: -3,449 - **Net Change**: -1,416 lines (cleaner codebase!) ![image.png](https://cdn.discordapp.com/attachments/1425184492875681799/1440256879786983504/image.png?ex=691d7f3e&is=691c2dbe&hm=8bcf78492ebdcecea153de5fbd314b0d619e6b7b763311ed866935599f75befa&)
## 🔄 MODIFIED FILES ### Core Application - **`Core/Bot.py`**: - Changed from `asyncio.create_task()` to `threading.Thread()` - Added `thread_pool` (4 workers via ThreadPoolExecutor) - New `start_api_server_threaded()` method - API server runs in daemon thread with own event loop - uvloop support for enhanced performance ### API Routes (All Updated to FastAPI) - **`API/routes/auth.py`**: FastAPI router, Pydantic models, `/api/v2` prefix - **`API/routes/clock.py`**: Async endpoints, dependency injection, improved validation - **`API/routes/users.py`**: Simplified with Pydantic, better error handling - **`API/routes/admin.py`**: Admin-only routes, system health integration - **`API/routes/insights.py`**: Premium tier enforcement, async ML operations - **`API/routes/leaderboard.py`**: Async queries, better caching - **`API/routes/webhooks.py`**: Enterprise tier, HMAC signing, retry logic ### Utilities - **`Utils/timekeeper.py`** (+388 lines): - Added 3-tier LRU cache system - CircuitBreaker implementation - Operation metrics tracking - PermissionMixin integration - Atomic operations support - **`Utils/exceptions.py`**: - Added default message to `NotFoundError` - **`Utils/insights.py`**: - Enhanced ML tier support - Better error handling - **`Utils/permissions.py`**: - Mixin pattern for permissions - Async permission checks ### Commands - **`commands/insights.py`**: - Integration with new insights system - Better error messages

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