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14 results for “mystral”

  1. Mistral Has Released Mistral Large 4, Making France Home to the Most Intelligent Model Outside the US and China, by (not found or attributed):

    artificialanalysis.ai/articles

    #mistral #ai #metrics #comparisons

  2. I #DIDit and gave #Mistral Large 4 a serious try in #MistralVibe and #HermesAgent for a couple of weeks now. My subjective verdict: about where Opus 4.7 and 4.8 are, and those were a breakthrough for agentic AI and AI coding. Not frontier, but a worthy European alternative that I use every day. 🇪🇺 #DigitalSovereignty #MadeInEurope

  3. 🟠 CVE-2026-116843 - High (8.8)

    Mistral Vibe before 3.0.3 contains a remote code execution vulnerability that allows attackers to run commands by defining git filter drivers in an untrusted repository's .git/config. When started with --worktree, git worktree add applies .gitattr...

    🔗 thehackerwire.com/vulnerabilit

    #CVE #vulnerability #infosec #cybersecurity #security #Tenda #patchstack

  4. Timestral, la famille de modèles de prévision de séries temporelles de Mistral, tourne sur CPU sans GPU.
    Quatre tailles, de 5M à 209M de paramètres. Le plus gros prévoit un jour d'avance en 140 ms, le plus petit en 10 ms.
    Le 209M est premier sur GIFT-Eval en zero-shot. ⬇️
    mistral.ai/news/timestral/

    #AI #LLM

    📬 Ma veille dev, chaque vendredi par email → l.camilleroux.com/sig-Z5r

  5. KI-Streit in Europa: EU-Tech-Chefs wehren sich gegen „Kapitulation“

    In der europäischen Tech-Branche ist ein Richtungsstreit entbrannt, ob Europa den Anschluss im weltweiten Rennen um die fortschrittlichsten…
    #EuropeSays #EU #Europa #DeepL #KünstlicheIntelligenz #Mistral #Netzpolitik #UrsulavonderLeyen #USA #Wirtschaft
    europesays.com/europa/119577/

  6. KI-Streit in Europa: EU-Tech-Chefs wehren sich gegen „Kapitulation“

    EU-Spitzenpolitiker wie von der Leyen setzen bei KI neuerdings vor allem auf Anwendungen. Mistral und DeepL warnen vor verstärkter technologischer Abhängigkeit.

    heise.de/news/KI-Streit-in-Eur

    #EU #KünstlicheIntelligenz #Netzpolitik #USA #Wirtschaft #news

  7. 👋 Hey DEV Community!


    Have you ever tried setting up a WhatsApp CRM for your startup, agency, or side project?

    If you have, you’ve probably hit the grim reality of the current WhatsApp SaaS ecosystem:

    • 💸 Insane Seat-Based Pricing: Paying $50 to $150 per agent per month just to let a couple of teammates share one phone number.
    • 🔒 Aggressive Vendor Lock-In: Your customer conversations, contacts, and custom fields trapped inside closed proprietary databases.
    • 🤖 Restricted AI Gating: Rigid chatbots with heavy markups on tokens and zero ability to choose your own LLM.
    • 🏋️ Bloated Self-Hosted Alternatives: Requiring a bulky 2GB+ RAM multi-container stack just to spin up basic webhook handlers.

    I got tired of these artificial barriers. So I decided to build OpenWAB — a lightweight, 100% self-hostable WhatsApp CRM powered by a Universal Multi-Provider AI Engine.

    And the best part? Zero software subscription fees. Zero seat pricing. No middlemen. You only pay Meta’s raw API charges directly to Meta.

    I’m preparing to launch OpenWAB as a premier open-source project, and I’m looking for passionate developers, UI/UX designers, and open-source contributors to help build the future of WhatsApp automation! 🤝

    ⚡ What is OpenWAB?


    OpenWAB is a production-grade, self-hosted WhatsApp CRM designed from day one to run on ultra-affordable infrastructure (strictly engineered to run under a ~510 MB active RAM budget on a standard $5/month VPS).

    It connects directly to the official Meta WhatsApp Cloud API, avoiding unofficial web scrapers, QR code hacks, and risk-prone reverse-engineered protocols.

    +----------------------------------------------------------------------------+
    | OpenWAB Flow |
    +----------------------------------------------------------------------------+
    | |
    | 📱 WhatsApp Customer |
    | │ |
    | ▼ (Webhook < 50ms) |
    | ⚡ Next.js 16 Webhook Ingestion ────► 🔒 HMAC SHA-256 Signature Guard |
    | │ |
    | ▼ (BullMQ Queues + Redis) |
    | 📦 Message Worker ──────────────► 🐘 PostgreSQL + Drizzle ORM |
    | │ │ |
    | ├─────────────────────────┐ ▼ |
    | ▼ ▼ 📡 SSE Real-Time Broker |
    | 🤖 Universal AI Worker 📥 Media Download │ |
    | (OpenAI/Anthropic/ (Encrypted Temp) ▼ |
    | Gemini/Groq/Ollama) 💻 Shared Agent Inbox |
    | |
    +----------------------------------------------------------------------------+

    🔥 Features Built & Running Today


    Here is what's already built, tested, and running under the hood:

    1. 💬 Real-Time Shared Agent Inbox


    • Multi-Agent Collaboration: Your entire support or sales team can work together on a single official WhatsApp Business number.
    • Server-Sent Events (SSE) Streaming: Ultra-lean, zero-polling live updates powered by an in-memory Pub/Sub broker — no heavy WebSocket server needed.
    • Human-in-the-Loop Takeover: Instant toggle allows agents to pause AI auto-replies on the fly and resume manual customer conversations with zero latency.
    • Threaded Quoted Replies: Send outbound messages quoting specific customer messages natively.


    2. 🧠 Universal Multi-Provider AI Engine (BYOK)


    • Bring Your Own Key (BYOK): Plug in your own API keys for OpenAI, Anthropic Claude, Google Gemini, Groq, OpenRouter, Mistral, Ollama, and DeepSeek.
    • Reasoning Token Suppression: Strips internal Chain-of-Thought (<think>...</think>) reasoning tokens so customers never see messy internal model thoughts.
    • Sliding-Window Burst Debouncing: When a customer sends 3–4 rapid-fire messages ("Hi", "I have a question", "Are you available?"), OpenWAB pauses for 4 seconds, combines them into one context payload, and generates a single thoughtful reply.
    • Dynamic Failover: If your primary model hits rate limits or service hiccups, it seamlessly falls back to your configured secondary model.


    3. 🛡️ Military-Grade Security & Vault Architecture


    • Hardware-Grade AES-256-GCM Vault: Meta access tokens, App secrets, and AI provider keys are encrypted at rest with authenticated encryption.
    • Webhook HMAC-SHA256 Verification: Pre-deserialization HMAC verification defends against DoS and memory exhaustion attacks.
    • Zero Client Leaks: Encrypted secrets never touch the browser bundle or client-side telemetry.


    4. ⚙️ Robust WhatsApp Cloud API Engineering


    • Monotonic Message Status Ladder: Prevents out-of-order webhook deliveries (read arriving before delivered) from regressing message checkmarks backwards.
    • 24-Hour Messaging Window Guard: Warns agents when Meta's 24-hour customer care window has elapsed, prompting pre-approved template messages.
    • Asynchronous Media Mirroring: Inbound photos, voice notes, documents, and videos are automatically downloaded into encrypted storage before Meta’s short-lived CDN URLs expire.
    • Interactive Messages: Built-in validator for WhatsApp reply buttons (1–3 buttons) and interactive list menus.


    5. 🗃️ Lightweight Data Layer


    • Drizzle ORM + PostgreSQL: Blazing-fast, type-safe queries with minimal memory overhead compared to heavier ORMs.
    • Better-Auth: Secure, session-based authentication with role-based access.
    • BullMQ & Redis: Distributed background workers (message, ai, media, broadcast, outbound) ensuring zero dropped webhooks during traffic spikes.


    🛠️ The Tech Stack


    We intentionally selected a modern, developer-friendly, and lightweight stack:

    LayerTechnologyFrameworkNext.js 16 (App Router + Turbopack Standalone)LanguageTypeScript (Strict mode)StylingVanilla CSS / Modern Tailwind CSS v4 & Radix PrimitivesDatabasePostgreSQL + Drizzle ORMQueuing & CacheRedis + BullMQAuthenticationBetter-AuthRealtimeHTTP/2 Server-Sent Events (SSE) BrokerAI IntegrationUniversal Streaming Client (Multi-Provider BYOK)

    🗺️ What We're Building Next (Roadmap)


    This is where YOU come in! Here are the big features on our upcoming development roadmap:

    • [ ] 🤖 Model Context Protocol (MCP) Server: Allow external AI agents (like Claude Desktop, Cursor, and Antigravity) to query contacts and trigger messages via standard MCP tools.
    • [ ] 📊 Kanban Sales Deals Pipeline: Drag-and-drop sales pipeline stages directly linked to WhatsApp chat threads.
    • [ ] 🏢 Multi-WABA & Multi-Phone Support: Route multiple WhatsApp phone numbers across multiple internal workspaces.
    • [ ] 🔑 Scoped Public REST API (/api/v1): Secure API keys with fine-grained permissions for external webhooks, Zapier, and n8n integrations.
    • [ ] 🦾 And Much more features.


    💡 Why Contribute?


    By contributing to OpenWAB, you will:

    1. Work with modern tech: Production Next.js 16, BullMQ concurrency, Drizzle ORM, and high-performance AI streaming.
    2. Solve real-world distributed challenges: Webhook deduplication, HMAC cryptography, sliding-window debouncing, and monotonic state machines.
    3. Shape an open-source alternative: Help break the monopoly of expensive SaaS WhatsApp platforms and empower indie hackers, small businesses, and agencies worldwide.


    🙋 How to Get Involved


    Whether you are a frontend wizard, a backend specialist, a DevOps enthusiast, or a technical writer, we would love your help!

    We're looking for contributors in:


    • Frontend / UI: Refining the message composer, chat bubbles, audio player waveforms, and responsive mobile views.
    • Automations: Building the React Flow canvas for visual automations.
    • DevOps: Creating 1-click deploy templates for Docker Compose, Coolify, Railway, and Dokploy.
    • Integrations: Adding connectors for Shopify, WooCommerce, Supabase, and Webhooks.


    💬 Let's Discuss in the Comments!


    • What is the #1 feature you miss in existing WhatsApp CRMs?
    • What AI model would you use for automated customer replies?
    • Are you interested in contributing to the upcoming open-source release?

    Drop a comment below, leave your feedback, or share what you'd like to see added. Let’s build something incredible together! 🚀🔥

    Note : I have vibe coded this whole project cuz i am a lazy developer but i have checked code for any tweaks and fixes, surprisingly AI wrote code more efficiently and optimal. So basically for further development i need other developers support and contribution to make this platform more effective.

    #opensource #webdev #nextjs #ai #software #coding #development #engineering #inclusive #community
    🚀 I Built a Self-Hosted, Low-Memory WhatsApp CRM with Universal AI (And I’m Looking for Contributors!)

  8. @doener Kontakte der #NoAfD
    zu Terrororganisationen! Wo bleibt die Empörung, der Aufschrei?! Wo die Wut der #CDU? Wo die Brandrede von #Merz?! Kommt bestimmt noch :thaenkin:

  9. @dgspsoa wertvolle Unterstützung! Tolle Dynamik pro Verbotsverfahren gerade. Nieder mit der #NoAfD! #AfDverbot #AfD

  10. @OmasgR ja! Es geht mindestens um den sekundären #Antisemitismus der #NoAfD: Die Verharmlosung des Holocaust. Welch ein Schlag ins Gesicht für JEDEN jüdischen Menschen und nicht nur den, den Nationalsozialismus als eine Epoche in der deutschen Geschichte wie viele andere hinzustellen!

  11. @hart leider gibts auch den rotweintrinkenden Akademiker im feinen Zwirn, der #AfD wählt! #Demokratie #Menschenrechte

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