Claims are awash on X about how the latest Kimi Model K2 beats Grok 4. My verdict ... try it for yourself ! l also noticed that some models are better in certain contexts than others but fail in other context where others excel. So my take is to know which is which for yourself .. don' t just rely on Benchmarks, social media posters and such ... Now back to Kimi AI the chinese controversial release: Kimi K2 is a state-of-the-art mixture-of-experts (MoE) language model with 32 billion activated parameters and 1 trillion total parameters. Trained with the Muon optimizer, Kimi K2 achieves exceptional performance across frontier knowledge, reasoning, and coding tasks while being meticulously optimized for agentic capabilities. Key Features Large-Scale Training: Pre-trained a 1T parameter MoE model on 15.5T tokens with zero training instability. MuonClip Optimizer: We apply the Muon optimizer to an unprecedented scale, and develop novel optimization techniques to resolve instabilities while scaling up. Agentic Intelligence: Specifically designed for tool use, reasoning, and autonomous problem-solving. Model Variants Kimi-K2-Base: The foundation model, a strong start for researchers and builders who want full control for fine-tuning and custom solutions. Kimi-K2-Instruct: The post-trained model best for drop-in, general-purpose chat and agentic experiences. It is a reflex-grade model without long thinking. https://github.com/MoonshotAI/Kimi-K2 https://www.moonshot.ai/ https://platform.moonshot.ai/docs/introduction#text-generation-model https://github.com/MoonshotAI/Kimi-K2/blob/main/docs/deploy_guidance.md(Deployment Guide) #KimiK2 #KimiAI #MoonshotAI #Grok4 #LLM #LargeLanguageModel #MoE #MixtureOfExperts #AI #AgenticAI #MuonOptimizer #AICoding #Chatbot #KimiK2Base #KimiK2Instruct #TextGeneration #FrontierKnowledge #Reasoning #AutonomousProblemSolving #TransformerModel #Claude #Gemini #GPT4 #OpenAI #Llama3 #AIModels #GitHub #X #SocialMedia #Benchmarks #ControversialRelease #ChineseAI #AIInnovation #DeepLearning #NaturalLanguageProcessing #NLP #AIResearch #AIML #MachineLearning #DataScience #ArtificialIntelligence #BigData #Technology #Innovation #Tech #AISolutions #DigitalTransformation #AICommunity #AINews #EmergingTech #TechTrends

PLINY THE PROMPTER Discusses various advancements in the field of autonomous red teaming, specifically focusing on jailbreak techniques for language models. It highlights the contributions of a prominent figure, Pliny the Prompter, in developing effective jailbreak prompts and attack strategies. Additionally, it addresses ongoing research aimed at enhancing defenses against these vulnerabilities, emphasizing the importance of understanding and mitigating jailbreak risks through comprehensive studies and innovative methodologies. Key Points The document introduces "AutoRedTeamer," emphasizing its capacity for lifelong attack integration in red teaming. "Pliny the Prompter" is credited with devising a highly effective jailbreak prompt that deepens the understanding of language model vulnerabilities. The L1B3RT4S project demonstrates manual attack methods using leetspeak encoding, contributing to broader jailbreak techniques. Current research on bijection learning attacks presents competitive alternatives to established jailbreak methods pioneered by Pliny. The "DeepSeek-R1" project illustrates how behavior modification can be tailored through mixtures of tunable experts, drawing on existing jailbreak strategies. Research on constitutional classifiers is focused on defending against universal jailbreaks by leveraging insights from extensive red teaming exercises. The RoboPAIR platform investigates jailbreaking within LLM-controlled robotic systems, expanding the application of prompt-based attacks beyond traditional language models. https://pliny.gg/ #PlinyThePrompter #AutoRedTeamer #L1B3RT4S #DeepSeekR1 #RoboPAIR #JailbreakLLM #AISecurity #RedTeaming #PromptEngineering #LanguageModels #LLMVulnerability #AIJailbreak #ConstitutionalAI #AdversarialAI #BijectionLearning #AISafety #LLMSecurity #AIResearch

How can you run many powerful coding agent for your app safely in a secure customizable Sandbox ? VibeKit VibeKit is an SDK that allows developers to safely run powerful coding agents like Codex, Gemini CLI, and Claude Code in secure, customizable sandboxes. It provides a drop-in solution for executing code in the cloud, with features like GitHub automation, prompt history, and real-time output streaming. Embed Claude Code, OpenAI Codex, Gemini CLI, and Opencode directly into your app with sandboxing, streaming output, and built-in GitHub automation. 100% Opensource. https://www.vibekit.sh/ #VibeKit #Codex #GeminiCLI #ClaudeCode #codingagents #SDK #sandboxing #githubautomation #opencode #realtimeoutput #promptengineering #securecoding #cloudcoding #opensource #airesearch #AItools #codeexecution #LangChain #AutoGPT

RA.Aid (pronounced "raid") helps you develop software autonomously. It is a standalone coding agent built on LangGraph's agent-based task execution framework. The tool provides an intelligent assistant that can help with research, planning, and implementation of multi-step development tasks. RA.Aid can optionally integrate with aider (https://aider.chat/) via the --use-aider flag to leverage its specialized code editing capabilities. The result is near-fully-autonomous software development. https://www.ra-aid.ai/ #RAAid #LangGraph #Aider #autonomouscoding #codingagent #aidev #airesearch #aiplanning #aiimplementation #softwaredevelopment #aidevelopment #autonomoussoftware #aiderchat

Apple is reportedly considering acquiring Perplexity AI, a deal potentially valued around $14 billion. This move signifies Apple's interest in building advanced AI capabilities, potentially including a chatbot, and marks a significant step in its AI strategy. Discussions have been held internally regarding this acquisition. The acquisition would allow Apple to build what could become the world's first comprehensive AI. #PerplexityAI #Apple #AIacquisition #Chatbot #ArtificialIntelligence #AIstrategy #BigTech #AIMerger #DeepLearning #MachineLearning #GenerativeAI #LLMs #SearchEngine #AIresearch #Siri #Bard #ChatGPT #Gemini https://techfundingnews.com/apple-considering-14b-perplexity-acquisition/

And of course someone just had .. just had to try it out ! This guy literally recreated the entire system usng N8N ! Check this out ! The article explains how the author recreated Anthropic’s recently published multi-agent research system entirely with the low-code automation platform n8n, eliminating the need for traditional software engineering. Central to the solution is a clearly separated set of AI agents—Customer Support, Lead (Orchestrator), multiple parallel Search Subagents, and a Copywriter—that collaborate through n8n workflows, external APIs, and structured JSON outputs to turn a vague user request into a polished, PDF research report in about seven minutes. By sharing the architecture, tools (e.g., Brave Search, ScrapingAnt, OpenRouter, Markdown Master), and a ready-to-use template, the author encourages product managers to develop AI intuition, automate knowledge-heavy tasks, and build impressive portfolio projects. #n8n #anthropic #multiagent #lowcode #automation #zapier #makecom #aiagents #orchestrator #bravesearch #scrapingant #openrouter #markdownmaster #workflowautomation #nocode #aiworkflow #productmanager #airesearch #pdfgeneration #jsonoutput #aiportfolio #knowledgeautomation #aicollaboration #workflowbuilder #aiintegration https://www.productcompass.pm/p/multi-agent-research-system

The ever-so careful Anthropic ! Meticulously daling with the fundamentals the complete exact opposite of OpenAI (Oh wait they are ex-OpenAI emplyess by the way .. right ?) Anthropic’s new Research feature adopts a multi-agent architecture where a lead Claude model orchestrates specialized subagents that search the web and other tools in parallel, enabling dynamic, breadth-first investigations that outperform single-agent approaches. Achieving dependable performance required careful prompt engineering—teaching agents how to delegate, scale effort, choose tools, and think aloud—as well as bespoke evaluation methods that combine LLM-as-judge metrics with human review. While the system delivers significant accuracy and speed gains, it also introduces engineering and economic challenges such as heavy token consumption, stateful error handling, and complex deployment, all of which demand rigorous observability, iterative testing, and robust production safeguards. #claude #anthropic #research #multiagent #airesearch #webresearch #perplexity #searchgpt #tavily #aiagents #promptengineering #llmasajudge #aiorchestration #parallelprocessing #breadthfirst #tokenoptimization #aiobservability #productionai #aitools #aievaluation https://www.anthropic.com/engineering/built-multi-agent-research-system

Unlock the potential of AI with Anthropic's guide to prompt engineering for Claude! 🌟 This comprehensive resource helps developers craft effective prompts to maximize Claude's capabilities in various applications. Learn key strategies for optimizing your prompts to improve response quality and relevance, whether you're focused on creative writing, coding assistance, or more specialized tasks. With practical examples and detailed tips, you'll gain the insights needed to create powerful interactions with AI. Start enhancing your projects with Claude's advanced capabilities today! 🤖✨ #AIPromptEngineering #ClaudeAI #MachineLearning #TechInnovation #Anthropic#anthropic #claude #promptengineering #ai #artificialintelligence #promptdesign #machinelearning #largeLanguageModels #llm #nlp #naturalLanguageProcessing #promptoptimization #airesearch #aitools #googlebard #chatgpt #gemini #aiwriting #aicoding #aichatbot https://docs.anthropic.com/en/docs/build-with-claude/prompt-engineering/overview

**NotebookLM: Your AI-Powered Research and Learning Assistant** NotebookLM, developed by Google, is an AI-powered tool designed to supercharge your research and learning process. It allows you to upload source materials like documents, notes, and articles, and then uses AI to generate summaries, answer questions, and even brainstorm new ideas based on your content. This helps users quickly grasp key concepts, identify connections, and overcome writer's block. Whether you're a student, researcher, or professional, NotebookLM streamlines information analysis and unlocks deeper insights from your research materials. #NotebookLM #GoogleAI #AIResearch #AILearning #ResearchAssistant #StudyTools #NoteTaking #AIForStudents #InformationAnalysis #DeepLearning #GoogleForEducation #AIWriting https://www.kdnuggets.com/notebooklm-deep-research-the-ultimate-learning-hack

Open Deep Research is an open-source research assistant designed to automate deep research and generate comprehensive reports. It aims to expedite complex and time-consuming web research by allowing users to query a topic and receive AI-generated reports based on search results. This tool appears to be an alternative to traditional research methods, potentially saving users time and effort by automating the information gathering and synthesis process. It highlights the potential of AI to assist in research endeavors. https://github.com/langchain-ai/open_deep_research #AIResearch #OpenSourceTools #ResearchSimplified #TechForGood #FutureOfResearch #SmartResearch #ProductivityTools #AIInnovation #ResearchAssistant #EfficiencyBoost #TechSolutions #AIForEveryone #DeepResearch #TimeSaver #DigitalTools

Dia AI refers to two distinct AI applications. The first is the 'Dia' AI browser developed by The Browser Company, offering features such as tab interaction, writing assistance, and enhanced shopping experiences while prioritizing privacy. The second is 'Dia TTS AI,' an open-source text-to-speech model by Nari Labs, which specializes in generating realistic dialogue, incorporating emotional nuances, and expressing non-verbal cues like laughter. Both utilize AI to improve user experience in different ways. https://www.diabrowser.com/ #AI #ArtificialIntelligence #TechInnovation #AIApplications #PrivacyAI #TextToSpeech #TTS #VoiceTech #AIResearch #OpenSourceAI