Stop guessing which models fit in your VRAM! llmfit is a CLI tool that auto-detects your hardware and ranks 206 models by what actually runs on your system. You download a 70B model and hope it fits. Or you estimate memory requirements across quantization levels and still end
@sumanth_077
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Pipecat: Open-source framework for real-time voice AI agents
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Open-source framework for building real-time voice AI agents! Pipecat is a Python framework for orchestrating audio, video, AI services, transports, and conversation pipelines. Voice-first architecture with pluggable components. What you can build: voice assistants, AI
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Supertonic: A High-Performance On-Device Multilingual TTS System
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Lightning-fast Multilingual TTS that runs entirely on your device! Supertonic is a lightning-fast, on-device multilingual text-to-speech system designed for local inference with minimal overhead. The model runs via ONNX Runtime with 66M parameters. Generates speech up to 167x
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LandingAI Launches ADE Classify API for Intelligent Document Processing
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Stop parsing documents you don't need! LandingAI just released ADE Classify, a page-level classification API that sits before your parser. It labels every page in a document so you only parse what matters. The problem: Enterprise workflows get mixed bundles. A 50-page mortgage
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optillm: Proxy tool for optimizing LLM reasoning without fine-tuning
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Your LLM can reason better without any fine-tuning! optillm is an OpenAI API-compatible proxy that implements 20+ optimization techniques to improve LLM accuracy on reasoning tasks without training or fine-tuning. The concept: Instead of one API call, optillm makes multiple
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Claude Cowork’s Federated MCP Performance Benchmark
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Claude Cowork just got 10x more powerful!
— Sumanth (@Sumanth_077) 15 mai 2026
Glean benchmarked centralized vs federated MCP in Claude Cowork. Same harness, same model, same queries, different context layer.
The federated approach: Each data source (Gmail, Slack, Drive, Salesforce) has its own MCP server. Claude… pic.twitter.com/0lSWyHsKriClaude Cowork just got 10x more powerful! Glean benchmarked centralized vs federated MCP in Claude Cowork. Same harness, same model, same queries, different context layer. The federated approach: Each data source (Gmail, Slack, Drive, Salesforce) has its own MCP server. Claude
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Evolutionary Optimization for AI Prompt Engineering and Evaluation
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Stop testing and rewriting prompts manually! Most teams run evals, look at failures, guess what's wrong, rewrite the prompt, then repeat. It's slow and you never know if your rewrite actually fixes the root issue. The better way is evolutionary optimization. Instead of manual
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Tolaria: A New Mac App for Markdown Knowledge Bases Inspired by Karpathy
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Karpathy's LLM wiki idea just became a real Mac app! Tolaria is a Mac app for managing markdown knowledge bases. Your notes are plain markdown files stored in a git repository. No cloud, no subscriptions, completely offline. The core idea: knowledge bases work better when
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HuggingFace releases autonomous ML engineer
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HuggingFace released ml-intern, an autonomous ML engineer! ml-intern is an agent that reads papers, writes ML code, trains models, and ships production-ready models using the Hugging Face ecosystem. The workflow: You give it a task like "fine-tune Llama on my dataset." It
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Apify adds autonomous agent payments
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Give your AI agents a wallet! Apify just released mcpc with support for autonomous agentic payments. The problem: Your agent needs to call a paid API. You set up credentials, manage API keys, configure billing, approve every transaction. Manual overhead for every tool. mcpc