Technical Blog

Engineering releases, Python SDK & MCP architecture, security advisories, and multimodal AI infrastructure from the Equilibrium team.

Oct 28, 2026 · Equilibrium Engineering · Engineering
TweekIT v1.8.0 Official Release: PyPI Python SDK, 8-Tool MCP Server, TLS/OIDC Supply-Chain Hardening, and CPUcoin MAITRIX Ultimate AI Hub Architecture
Equilibrium ships tweekit v1.8.0 on PyPI under our AMPS dba Equilibrium organization — introducing the full async Python SDK (TweekitClient & TweekitDirectClient), an expanded 8-tool MCP server with a 347-extension local preflight router backed by 450+ MediaRich engine formats powering CPUcoin's MAITRIX Ultimate AI Hub, ABI-resilient Claude Desktop bundles, and October 2026 TLS CA & PyPI release hardening.
Mar 16, 2026 · Equilibrium · Engineering
Equilibrium Launches Tweekit-MCP Server with Multi-Modal Capabilities Across the Maitrix All AI Hub
Tweekit's MCP server is now live — connecting universal file normalization and multi-modal processing to OpenAI GPT, Google Gemini, Mistral, Anthropic Claude, and every AI in the Maitrix hub via a single hosted endpoint, secured by Google Cloud and distributed across CPUcoin's PoPW network.