Web2BigTable A Bi-Level Multi-Agent LLM System for Internet-Scale Information Search and Extraction paper: https://
huggingface.co/papers/2604.27
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SOFTWARE
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Web2BigTable: Bi-Level Multi-Agent LLM System for Web-Scale Information Extraction
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Local LLMs Web Stack Setup With SearXNG Firecrawl and Camofox
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PRO TIP Using local LLMs? Give them a web stack My setup: – SearXNG: candidate source discovery – Firecrawl: known-URL scraping and crawling – Camofox: browser fallback when JS/interaction gets annoying Search → Extract → Interact Tell your favorite agent to set this up,
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MLX vs llama.cpp for Inference on Apple Silicon
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MLX is often better on Apple Silicon from my experience llama.cpp is my fallback method
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Vapi AI Showcases Voice API for Enterprise Phone Operations
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Visit @Vapi_AI at Interrupt! Swing by their booth during our agent conference and see how their API helps enterprises build voice AI products and scale phone operations.
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Config Migration Fix for Gateway requireMention Setting 2026.5.3
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This looks like a config migration issue in 2026.5.3. Until 2026.5.4 is out later today, put requireMention under groups, not at the top level, then restart the gateway. (we add automatic migration in the next version) Telegram:
channels.telegram.groups["*"].requireMention = -
Run Local AI Easily Using Codex CLI and Optimized Inference
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Let me make local AI easy for you Give Codex Cli the tweet below & tell it: – Infer the right Inference Engine from your hardware + tweet content below
– Use uv+venv
– Pick the right kernels
– Tune flags, batching, KVCache, etc
– Optimize for your hardware & chosen model Enjoy -
Build Full Pitch Decks in Replit With AI Chat and Export
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You can build a full pitch deck in Replit without touching a single slide.
— Replit ⠕ (@Replit) 4 mai 2026
Just describe what you want, iterate in chat, edit visually, then export to PPTX, Google Slides, or PDF (or publish a live URL).
Here's how it works👇 pic.twitter.com/P1LPk6aJtYYou can build a full pitch deck in Replit without touching a single slide. Just describe what you want, iterate in chat, edit visually, then export to PPTX, Google Slides, or PDF (or publish a live URL). Here's how it works
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User Shares Codex Workflow and Cross-Device Limitation
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I'm using Codex directly more and more as well. Biggest downside is that I can't pick up conversations from my phone or laptop when I'm away from my main computer.
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LangChain Fleet Agents Now Support Multiple AI Models at Scale
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No longer are Fleet agents constrained to a single model.
— LangChain (@LangChain) 4 mai 2026
With multi-model support, you can build more efficient agents at scalehttps://t.co/YJI6Y7SjK0 https://t.co/5cK3wOOadiNo longer are Fleet agents constrained to a single model. With multi-model support, you can build more efficient agents at scale http://
langchain.com/langsmith/fleet -
User Frustrated with OpenClaw AI Agent After Four Months
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I don't know if this is a skill issue or something… But I've been playing with OpenClaw a ton for the past 4ish months. I feel like lately I'm spending more time troubleshooting issues with it and telling it what it's doing wrong than I am actually getting valuable use from it.