Tired of LLMs getting lost on deep, complex search tasks, and costing a fortune doing it? The REDSearcher Team presents a novel framework designed to make LLMs elite long-horizon search agents. It cleverly generates high-quality, complex search tasks, actively trains models to
LLMS
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Aletheia AI Solves Problem Without Hints from HAI Card
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You can take a look at the HAI card and the transcript. The author specified only the original problem, no hint was given to Aletheia.
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New LM Reasoning Benchmarks for Complex Mathematical Objects
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🧮New work from @AIatMeta & @LTIatCMU! LM reasoning benchmarks mostly use simple answers like numbers (AIME) or multiple-choice options (GPQA). But for complex mathematical objects, performance drops sharply. We propose a set of solutions to solve this: arxiv.org/abs/2603.18886
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LangChain Academy: Building Production-Ready Reliable Agents
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💫 New LangChain Academy Course: Building Reliable Agents 💫
— LangChain (@LangChain) 20 mars 2026
Shipping agents to production is hard. Traditional software is deterministic – when something breaks, you check the logs and fix the code. But agents rely on non-deterministic models.
Add multi-step reasoning, tool… pic.twitter.com/jqRtKVDyYiNew LangChain Academy Course: Building Reliable Agents Shipping agents to production is hard. Traditional software is deterministic – when something breaks, you check the logs and fix the code. But agents rely on non-deterministic models. Add multi-step reasoning, tool
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Codex AI: Comprehensive Solution for Everything Everywhere
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Codex is for everything, everywhere, all at once!
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Added XLSTMb Architecture to LLM Gallery
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Added https://
sebastianraschka.com/llm-architectu
re-gallery/#card-xlstm-7b
…
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LLMs vs. Neurosymbolic Approaches: A Performance Comparison
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I *think* what we are seeing here is that if you use a pure LLM breaks down but that if you add a neurosymbolic harness it can do better. but nothing is really published anymore so we don’t really know exactly what is going on.
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Perplexity Developing New Market Research AI Agent
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Perplexity is working on a new Market Research agent, powered by Perplexity Computer and premium data sources such as CB Insights, PitchBook, and Statista. TAM SAM SWOT BCG JTBD
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Genspark offers unlimited AI usage in 2026
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All of this is inside one workspace. New users sign up to try some features for free and earn credits. The wildest part: Genspark is offering unlimited usage of AI Chat and AI Image for all of 2026. Nano Banana 2, GPT Image, Flux, Seedream, Gemini 3.1 Pro, GPT-5.4, Claude Opus
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Get Started with Mistral Vibe CLI Tool
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Get started with Mistral Vibe: https://
console.mistral.ai/codestral/cli?
utm_source=sumanth&utm_medium=x&utm_campaign=vibe
… Github Repo: