https://github.com/dstackai/dstack

dstack is an open-source platform that simplifies AI workload orchestration across multi-cloud and on-premises environments. [tldr; k8s alternative, vllm orchestrator]

Pros:

AI-Centric Design: Tailored specifically for AI tasks, dstack offers an intuitive experience compared to general-purpose orchestrators.

Multi-Cloud and On-Prem Support: Integrates seamlessly with various cloud providers and on-premises servers, offering flexibility in resource management.

Ease of Setup: Requires minimal configuration, allowing quick environment setup without the complexity of platforms like Kubernetes.

Cons:

Maturity and Community Support: As a newer tool, dstack may lack the extensive community support found with established platforms like Kubernetes.

Feature Set Limitations: While optimized for AI workloads, dstack might lack some advanced features found in general-purpose orchestrators, potentially limiting its applicability in non-AI scenarios.

Comparison with Docker and Kubernetes:

Docker: Focuses on building and running individual containers. dstack complements Docker by managing and orchestrating these containers specifically for AI workloads, offering features like native accelerator support and simplified deployment.

Kubernetes: Designed to manage complex, distributed applications at scale, Kubernetes can introduce unnecessary complexity for AI-specific tasks.

Integration with vLLM:

dstack can deploy models using vLLM, a high-throughput and memory-efficient inference and serving engine for large language models (LLMs). This integration allows for efficient AI model serving across various environments.

https://github.com/questdb/questdb

//gud for ohlcv, trading data, will share later review after running in prod soon

QuestDB is the fastest growing open-source time-series database offering blazingly fast, high throughput ingestion and dynamic, low-latency SQL queries. The entire high-performance codebase is built from the ground up in Java, C++ and Rust with no dependencies and zero garbage collection.

QuestDB achieve high performance via a column-oriented storage model, parallelized vector execution, SIMD instructions, and low-latency techniques. In addition, it is hardware efficient, with quick setup and operational efficiency.

https://github.com/cosmoscout/cosmoscout-vr

🌌 A virtual universe which lets you explore, analyze and present huge planetary datasets and large simulation data in real-time.

CosmoScout VR is a modular virtual universe developed at the German Aerospace Center (DLR). It lets you explore, analyze and present huge planetary data sets and large simulation data in real-time.

https://github.com/openSVM/tornado-svm
tornado cash on solana

https://github.com/google/A2A
https://soundcloud.com/rinerd/a2a

буду здесь иногда выкладывать переводы с аудио на англ

anyway imo this is extremely important topic, enjoy

i was doing some research on a2a last weeks and will be posting about it much more next month
https://soundcloud.com/rinerd/a2a-101

https://github.com/Kilo-Org/kilocode

The Kilo-Org/kilocode repository hosts Kilo Code, an open-source AI coding assistant. 🤖

This tool is designed to help developers with planning, building, and fixing code. It combines and extends the features of two other projects, Roo and Cline, into a single, more powerful application.

Key Features
AI-Powered Assistance: Utilizes the latest AI models like Claude 3 Sonnet, Opus, and Gemini 1.5 Pro to assist with coding tasks.
No API Keys Needed: Offers a free tier with access to powerful models without requiring users to provide their own API keys.
Extensible Marketplace: Includes an MCP Server Marketplace that allows users to extend the agent's capabilities with new tools and features.
System Notifications: Keeps you updated on the status of your tasks, even when the application is not in focus.

https://github.com/aristocratos/btop
install on os x / linux:

brew install btop
btop

im sorry for sharing crypto stuff even if its my own, i promised no crypto here, it won't happen again