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    <title>Digest &mdash; March 5, 2026</title>
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            <header class="page-header content-item">
                <span class="page-header__date">March 5, 2026</span>
                <span class="page-header__credits">AI-DIGEST BY MAURO SICARD</span>
            </header>


            <!-- ==================== PRODUCT HUNT ==================== -->

            <div class="source-header content-item">
                <img src="../../WEB/assets/producthunt-logo.svg" alt="Product Hunt" class="source-header__logo">
                <span class="source-header__label">From Product Hunt</span>
            </div>

            <div class="source-tags content-item">
                <a href="https://producthunt.com" class="source-tag">Product Hunt</a>
            </div>

            <p class="section-intro content-item">AI automation tools and Apple&rsquo;s surprise $599 MacBook headlined today, with MCP infrastructure and developer utilities rounding things out.</p>

            <a href="https://aident.ai" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Aident AI &mdash; Automate Any Business Workflow</span>
                    <span class="card__desc">AI automation platform with 1,000+ native integrations. Build multi-step workflows that connect your tools &mdash; CRM, email, databases &mdash; with MCP protocol support. Handles tasks that would require Zapier plus custom code.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 325</span>
                        <span>&middot;</span>
                        <span>aident.ai</span>
                    </div>
                </div>
            </a>

            <a href="https://www.apple.com/macbook-neo/" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Apple MacBook Neo &mdash; $599 Mac for Everyone</span>
                    <span class="card__desc">Apple&rsquo;s most affordable laptop ever. A18 Pro chip, 13-inch Liquid Retina display, 16-hour battery, aluminum body in four colors. Pre-orders live, ships March 11.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 322</span>
                        <span>&middot;</span>
                        <span>apple.com</span>
                    </div>
                </div>
            </a>

            <a href="https://golf.dev" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Golf &mdash; Enterprise MCP Control Plane</span>
                    <span class="card__desc">YC-backed platform for managing Model Context Protocol servers at scale. Discovery, access control, audit logging, and versioning for MCP tools across your organization.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 187</span>
                        <span>&middot;</span>
                        <span>golf.dev</span>
                    </div>
                </div>
            </a>

            <a href="https://once-ui.com/supa-social" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Supa Social &mdash; Self-Hosted Community Platform</span>
                    <span class="card__desc">Open-source alternative to Circle and Discord for communities. Built with Next.js and Once UI. Real-time chat, forums, events, and member management. Self-host or use their cloud.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 118</span>
                        <span>&middot;</span>
                        <span>once-ui.com</span>
                    </div>
                </div>
            </a>

            <a href="https://vois.so" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Vois &mdash; Local Text-to-Speech Studio</span>
                    <span class="card__desc">Run TTS entirely on your machine with voice cloning from 15-second samples. 63 built-in voices, Rust backend for speed. No API keys, no cloud &mdash; all processing stays local.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 94</span>
                        <span>&middot;</span>
                        <span>vois.so</span>
                    </div>
                </div>
            </a>

            <a href="https://itsyconnect.com" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Itsyconnect &mdash; App Store Connect for Your Menu Bar</span>
                    <span class="card__desc">Native macOS client for managing your App Store apps. Sales, downloads, reviews, and crash reports at a glance. Open-source (AGPL-3.0), one-time purchase &euro;19.99.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 91</span>
                        <span>&middot;</span>
                        <span>itsyconnect.com</span>
                    </div>
                </div>
            </a>


            <!-- ==================== AI & LLMs ==================== -->

            <div class="source-header content-item">
                <img src="../../WEB/assets/reddit-logo.svg" alt="Reddit" class="source-header__logo">
                <span class="source-header__label">From Reddit</span>
            </div>

            <div class="source-tags content-item">
                <a href="https://reddit.com/r/singularity" class="source-tag">r/singularity</a>
                <a href="https://reddit.com/r/openai" class="source-tag">r/openai</a>
                <a href="https://reddit.com/r/LocalLLaMA" class="source-tag">r/LocalLLaMA</a>
            </div>

            <p class="section-intro content-item">A landmark day. GPT-5.4 officially drops with native computer use and 1M token context, FlashAttention-4 pushes GPU utilization past 70%, and the Pentagon formally labels Anthropic a supply chain risk &mdash; a first for any American company.</p>

            <a href="https://openai.com/index/introducing-gpt-5-4/" class="card card--featured content-item">
                <div class="card--featured__header">
                    <img class="card__favicon" data-size="28" alt="">
                    <span class="card--featured__title">OpenAI Releases GPT-5.4 with Native Computer Use and 1M Token Context</span>
                </div>
                <div class="card--featured__body">
                    <p>GPT-5.4 is officially here &mdash; OpenAI&rsquo;s most capable model to date. It scores 75% on OSWorld (beating the human baseline of 72.4%), 83.3% on ARC-AGI-2 Pro, and comes with native computer use baked into the API. Context window jumps to 1M tokens.</p>
                    <p>Available in three variants: standard GPT-5.4, GPT-5.4 Thinking (extended reasoning for Plus/Pro users), and GPT-5.4 Pro via API. OpenAI claims 33% fewer factual errors per claim and 18% fewer responses containing any errors vs. GPT-5.2.</p>
                </div>
                <div class="card--featured__meta">
                    <span>openai.com</span> &middot; <span>r/singularity</span> &middot; <span>r/openai</span> &middot; <span>r/LocalLLaMA</span>
                </div>
            </a>

            <a href="https://www.together.ai/blog/flashattention-4" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">FlashAttention-4 Hits 1,605 TFLOPs/s &mdash; 71% GPU Utilization on B200</span>
                    <span class="card__desc">Together AI&rsquo;s next-gen attention kernel achieves 1.3&times; faster than cuDNN 9.13 and 4&times; faster at long sequences. Designed for Hopper and Blackwell GPUs with fully asynchronous MMA and larger tile sizes. Published alongside Together&rsquo;s first AI Native Conference.</span>
                </div>
            </a>

            <a href="https://techcrunch.com/2026/03/05/its-official-the-pentagon-has-labeled-anthropic-a-supply-chain-risk/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Pentagon Formally Designates Anthropic a Supply Chain Risk</span>
                    <span class="card__desc">The DOD sent Anthropic formal notification that it&rsquo;s now designated a supply chain risk &mdash; the first time an American company has received this label. Defense contractors must certify they don&rsquo;t use Anthropic products. Dario Amodei says they&rsquo;ll challenge it in court.</span>
                </div>
            </a>

            <p class="section-intro content-item">Quick hits from the AI world.</p>

            <a href="https://www.scmp.com/tech/big-tech/article/3339765/alibaba-reaffirms-open-source-ai-commitment-tech-giant-hails-qwen-achievements" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Alibaba CEO Personally Takes Over Qwen After Lead Departs</span>
                    <span class="card__desc">Following Junyang Lin&rsquo;s exit, CEO Eddie Wu is personally leading a new AI task force. Alibaba reaffirmed its open-source commitment and pledged more compute and researchers.</span>
                </div>
            </a>

            <a href="https://huggingface.co/allenai/Olmo-Hybrid-7B" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">OLMo Hybrid 7B &mdash; 49% More Token-Efficient via RNN-Attention Mix</span>
                    <span class="card__desc">AllenAI&rsquo;s hybrid model interleaves Gated DeltaNet with attention at a 3:1 ratio. Matches OLMo 3 7B quality with half the training tokens. Fully open-source.</span>
                </div>
            </a>

            <a href="https://www.techloy.com/openai-hits-25-billion-in-annualized-revenue-while-anthropic-surges-to-19-billion/" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">OpenAI Hits $25B Revenue; Anthropic at $19B and Closing Fast</span>
                    <span class="card__desc">OpenAI&rsquo;s annualized revenue crossed $25B, up 17% from year-end. Anthropic surged to $19B, growing at 10&times; per year. Could cross over by mid-2026.</span>
                </div>
            </a>


            <!-- ==================== GenAI & Media ==================== -->

            <div class="source-header content-item">
                <img src="../../WEB/assets/reddit-logo.svg" alt="Reddit" class="source-header__logo">
                <span class="source-header__label">From Reddit</span>
            </div>

            <div class="source-tags content-item">
                <a href="https://reddit.com/r/StableDiffusion" class="source-tag">r/StableDiffusion</a>
                <a href="https://reddit.com/r/comfyui" class="source-tag">r/comfyui</a>
            </div>

            <p class="section-intro content-item">Lightricks drops a major video model upgrade with a free desktop app, and Google turns NotebookLM into a video studio.</p>

            <a href="https://github.com/Lightricks/LTX-2" class="card card--featured content-item">
                <div class="card--featured__header">
                    <img class="card__favicon" data-size="28" alt="">
                    <span class="card--featured__title">LTX-2.3: 22B Video Model with Rebuilt VAE, Portrait Mode, and Free Desktop App</span>
                </div>
                <div class="card--featured__body">
                    <p>Major update to Lightricks&rsquo; open-source video model. The 22B-parameter DiT now ships with a completely rebuilt VAE for sharper details, improved image-to-video quality, last-frame interpolation, and native 9:16 portrait support at 24/48 FPS.</p>
                    <p>Alongside the model, Lightricks released LTX Desktop &mdash; a free local video generation app. Three model variants available: full dev (for fine-tuning), distilled (faster inference), and a LoRA adapter. Apache-2.0 licensed.</p>
                </div>
                <div class="card--featured__meta">
                    <span>github.com</span> &middot; <span>r/StableDiffusion</span> &middot; <span>r/comfyui</span>
                </div>
            </a>

            <a href="https://blog.google/innovation-and-ai/products/notebooklm/generate-your-own-cinematic-video-overviews-in-notebooklm/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">NotebookLM Now Creates Cinematic AI Videos from Your Notes</span>
                    <span class="card__desc">Google&rsquo;s NotebookLM upgrades from narrated slides to fully cinematic video overviews. Powered by Gemini 3 and Veo 3, it generates animated visuals tailored to your uploaded documents. Available for AI Ultra subscribers.</span>
                </div>
            </a>


            <!-- ==================== Apps & Software ==================== -->

            <div class="source-header content-item">
                <img src="../../WEB/assets/reddit-logo.svg" alt="Reddit" class="source-header__logo">
                <span class="source-header__label">From Reddit</span>
            </div>

            <div class="source-tags content-item">
                <a href="https://reddit.com/r/macapps" class="source-tag">r/macapps</a>
                <a href="https://reddit.com/r/selfhosted" class="source-tag">r/selfhosted</a>
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            </div>

            <p class="section-intro content-item">A clever macOS file converter, an open-source CRM, and a critical security patch for Uptime Kuma.</p>

            <a href="https://getconsul.app/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Consul 1.0 &mdash; Rename to Convert on macOS</span>
                    <span class="card__desc">Change a file&rsquo;s extension and Consul automatically converts it to that format. Rename .png to .jpg and it re-encodes the image. Supports images, audio, video, and documents. Native macOS app, one-time purchase.</span>
                </div>
            </a>

            <a href="https://github.com/Relaticle/relaticle" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Relaticle &mdash; Open-Source Self-Hosted CRM</span>
                    <span class="card__desc">Full-featured CRM built on Laravel and Filament. Contacts, companies, deals, activities, and pipeline views. Self-host with a single Docker command. MIT licensed.</span>
                </div>
            </a>

            <a href="https://github.com/louislam/uptime-kuma/releases/tag/2.2.0" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Uptime Kuma 2.2.0 &mdash; Security Patch for v2</span>
                    <span class="card__desc">Addresses a moderate security vulnerability affecting all v2.0&ndash;2.1.3 installs. Update recommended.</span>
                </div>
            </a>


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