<?php
// Feedback form handler - saves suggestions to markdown file
if ($_SERVER['REQUEST_METHOD'] === 'POST' && !empty($_POST['suggestion'])) {
    $suggestion = htmlspecialchars(trim($_POST['suggestion']));
    $digestDate = basename(__DIR__);
    $timestamp = date('Y-m-d H:i:s');

    $entry = "\n## From digest: $digestDate\n";
    $entry .= "**Submitted:** $timestamp\n\n";
    $entry .= "$suggestion\n\n---\n";

    // Path: from digest-archive/date/ to project root
    $suggestionsFile = __DIR__ . '/../../SUGGESTIONS-FROM-USER.MD';

    file_put_contents($suggestionsFile, $entry, FILE_APPEND | LOCK_EX);
    $submitted = true;
}
?>
<!DOCTYPE html>
<html lang="en">
<head>
    <meta charset="UTF-8">
    <meta name="viewport" content="width=device-width, initial-scale=1.0">
    <title>Digest — March 21, 2026</title>
    <link rel="preconnect" href="https://fonts.googleapis.com">
    <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
    <link href="https://fonts.googleapis.com/css2?family=Figtree:wght@300;400;500;600&display=swap" rel="stylesheet">
    <link rel="stylesheet" href="../../WEB/css/styles.css">
    <link rel="icon" type="image/png" href="../../WEB/assets/favicon.png">
</head>
<body>
    <div class="container">
        <div class="main-card">

            <header class="page-header content-item">
                <span class="page-header__date">March 21, 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">Agent-first design tools, a unified JS toolchain from Evan You, and ARM64 server hardware lead today's launches.</p>

            <a href="https://agent.lokuma.ai" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Lokuma Design Agent — The designer for your AI agents</span>
                    <span class="card__desc">A design intelligence layer for AI agents like OpenClaw, Claude Code, or Codex. Helps AI reason about layout, typography, hierarchy, and visual balance — turning raw outputs into pages that actually feel designed. Built by the creator of Readdy and Creatie (500K+ users).</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 376</span>
                        <span>&middot;</span>
                        <span>agent.lokuma.ai</span>
                    </div>
                </div>
            </a>

            <a href="https://vite.plus" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Vite+ — The Unified Toolchain for the Web</span>
                    <span class="card__desc">Evan You's single CLI for web development. Combines Vite, Vitest, Oxlint, and Oxfmt — manage runtime, package manager, linting, formatting, and build in one tool. Rust-powered core, MIT licensed, free and open source.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 236</span>
                        <span>&middot;</span>
                        <span>vite.plus</span>
                    </div>
                </div>
            </a>

            <a href="https://github.com/microlinkhq/optimo" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">optimo — Effortless media optimizer for the web</span>
                    <span class="card__desc">CLI that makes images and videos smaller using format-specific compression pipelines on top of ImageMagick and FFmpeg. Supports 15 formats including AVIF, JPEG XL, WebM. Keeps originals if optimized output isn't smaller. MIT license.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 89</span>
                        <span>&middot;</span>
                        <span>github.com</span>
                    </div>
                </div>
            </a>

            <a href="https://everest.us.com" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Everest C1 — ARM64 Server APU with IPMI</span>
                    <span class="card__desc">Snapdragon X2 Elite Extreme: 18 cores at 5 GHz, 128GB unified memory, 80+ AI TOPS NPU, enterprise IPMI. Silent, under 75W, Kubernetes-native. Built for AI inference and edge clusters at a fraction of cloud costs.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 86</span>
                        <span>&middot;</span>
                        <span>everest.us.com</span>
                    </div>
                </div>
            </a>

            <a href="https://www.producthunt.com/products/caplo" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Caplo — Real-time AI captions &amp; translation for any iOS app</span>
                    <span class="card__desc">Captures system audio and provides live subtitles in a floating PiP window. 12+ languages, works with YouTube, Zoom, Netflix. Built by a solo dev who was tired of watching foreign content without subtitles.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 93</span>
                        <span>&middot;</span>
                        <span>producthunt.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/openai" class="source-tag">r/openai</a>
                <a href="https://reddit.com/r/singularity" class="source-tag">r/singularity</a>
                <a href="https://reddit.com/r/LocalLLaMA" class="source-tag">r/LocalLLaMA</a>
                <a href="https://reddit.com/r/artificial" class="source-tag">r/artificial</a>
            </div>

            <p class="section-intro content-item">Jensen calls biology's ChatGPT moment at GTC, the Cursor/Kimi saga resolves, a key DeepSeek researcher departs, and local inference gets significantly faster on Apple Silicon and Nvidia alike.</p>

            <a href="https://blogs.nvidia.com/blog/gtc-2026-news/" class="card card--featured content-item">
                <div class="card--featured__header">
                    <img class="card__favicon" data-size="28" alt="">
                    <span class="card--featured__title">Jensen Huang: "The ChatGPT Moment of Biology is Here"</span>
                </div>
                <div class="card--featured__body">
                    <p>At GTC 2026, Nvidia's CEO declared biology is entering its AI revolution moment. Advances in protein folding, drug discovery, and genomics are accelerating at a pace that could mirror what happened to programming.</p>
                    <p>With AlphaFold 4, AI-designed mRNA vaccines, and computational biology tools reaching critical mass, the convergence of AI and biology may be the next trillion-dollar transformation.</p>
                </div>
                <div class="card--featured__meta">
                    <span>nvidia.com</span> &middot; <span>r/singularity</span>
                </div>
            </a>

            <a href="https://www.engadget.com/ai/openai-reportedly-plans-to-double-its-workforce-to-8000-employees-161028377.html" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">OpenAI plans to double workforce to 8,000 by end of 2026</span>
                    <span class="card__desc">Per Financial Times, OpenAI is hiring aggressively across product, engineering, research, and sales — including new "technical ambassadors" for enterprise. The push comes as Anthropic reportedly wins 70% of initial enterprise AI purchases.</span>
                </div>
            </a>

            <a href="https://reddit.com/r/LocalLLaMA/comments/1rzu7rc/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">DeepSeek core researcher Daya Guo rumored to have resigned</span>
                    <span class="card__desc">Daya Guo, primary author of the DeepSeek-R1 paper and one of the lab's most important researchers, has reportedly left. PhD from Sun Yat-sen University, joined DeepSeek in 2023. Significant loss if confirmed — R1 was their breakthrough reasoning model.</span>
                </div>
            </a>

            <a href="https://reddit.com/r/LocalLLaMA/comments/1rzqg06/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Update: Moonshot says Cursor's use of Kimi K2.5 was authorized</span>
                    <span class="card__desc">Following yesterday's license scandal, Moonshot AI clarifies Cursor had access to K2.5 through a partnership with Fireworks AI as a reseller. The custom license may mean non-disclosure wasn't a violation. Still murky without seeing the actual contract.</span>
                </div>
            </a>

            <a href="https://github.com/ikawrakow/ik_llama.cpp" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">ik_llama.cpp delivers 26x faster prompt processing on Qwen 3.5 27B</span>
                    <span class="card__desc">The ik_llama.cpp fork shows staggering gains over mainline llama.cpp on Nvidia Blackwell: prompt eval jumps from ~43 to ~1,118 tok/sec. Uses better quantization types and optimized CUDA kernels. Token generation also improves significantly.</span>
                </div>
            </a>

            <a href="https://reddit.com/r/LocalLLaMA/comments/1rzntv5/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Multi-Token Prediction coming to mlx-lm for Qwen 3.5</span>
                    <span class="card__desc">New PR adds MTP support to Apple's mlx-lm framework. Early benchmarks: 15.3 to 23.3 tok/s (~1.5x throughput boost) with 80.6% acceptance rate on Qwen3.5-27B 4-bit on M4 Pro. Big win for Apple Silicon local inference.</span>
                </div>
            </a>

            <a href="https://techxplore.com/news/2026-03-brain-nanoelectronic-device-ai-hardware.html" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Brain-inspired nanoelectronic device could cut AI hardware energy by 70%</span>
                    <span class="card__desc">Cambridge researchers built a hafnium oxide memristor that processes and stores data in one place. Switching currents one million times lower than conventional devices, hundreds of stable conductance levels. Published in Science Advances.</span>
                </div>
            </a>

            <a href="https://reddit.com/r/LocalLLaMA/comments/1s05thz/" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Llama 8B matches 70B on multi-hop QA with structured prompting</span>
                    <span class="card__desc">Retrieval is basically solved (77-91%). The bottleneck is reasoning — structured chain-of-thought prompting closes the gap without fine-tuning.</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">LTX 2.3 earns community praise as the best local video model overall, ComfyUI gets a proper pose editor, and Alibaba drops a new personalized video model.</p>

            <a href="https://reddit.com/r/StableDiffusion/comments/1rzjel2/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Community consensus: LTX 2.3 is now the best local video model</span>
                    <span class="card__desc">Lightricks turned LTX around from "the worst of all models" to the community's pick for best overall local video generation. While not better than WAN 2.2 in every way, when factoring speed, quality, and VRAM requirements together, it wins. Generation time measured in minutes, not hours.</span>
                </div>
            </a>

            <a href="https://github.com/andreszs/ComfyUI-OpenPose-Studio" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">ComfyUI OpenPose Studio — rebuilt visual pose editor</span>
                    <span class="card__desc">Modern replacement for the old OpenPose Editor built from scratch. Visual pose editing inside ComfyUI, pose gallery with previews, collections for organization, JSON import/export, and full legacy format compatibility.</span>
                </div>
            </a>

            <a href="https://github.com/alibaba-damo-academy/Lumos-Custom/tree/main/LumosX" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">LumosX by Alibaba — multi-identity personalized video generation</span>
                    <span class="card__desc">Solves face-attribute alignment across multiple characters in generated video. Fine-grained control over foreground and background elements.</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>
            </div>

            <p class="section-intro content-item">macOS notch utilities, a supply chain security alert for Docker users, and self-hosted tools for trip planning and notifications.</p>

            <a href="https://www.bleepingcomputer.com/news/security/trivy-vulnerability-scanner-breach-pushed-infostealer-via-github-actions/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">PSA: Trivy container scanner v0.69.4 compromised</span>
                    <span class="card__desc">All versions of Trivy 0.69.4 were compromised through credential theft. An infostealer was pushed via GitHub Actions. Anyone who used this version should consider their environment breached and rotate credentials immediately.</span>
                </div>
            </a>

            <a href="https://resurf.so" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Resurf — macOS capture tool for your digital second brain</span>
                    <span class="card__desc">Local-first personal library for thoughts, links, images, and voice. Grab anything with a keyboard shortcut — everything stays on your Mac. Built by a design engineer who clearly understands macOS conventions. Currently in beta, $29 one-time purchase.</span>
                </div>
            </a>

            <a href="https://github.com/jpomykala/NotchPrompter" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">NotchPrompter 2.0 — free, open-source macOS teleprompter</span>
                    <span class="card__desc">Sits in your MacBook notch for natural eye contact with the camera. Always-on-top floating text with adjustable speed and pause on hover. MIT license, free forever. Now supports voice scrolling control.</span>
                </div>
            </a>

            <a href="https://github.com/Ebullioscopic/Atoll" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Atoll v2.1.0 — Dynamic Island for macOS with external display control</span>
                    <span class="card__desc">Open-source notch utility now supports BetterDisplay and Lunar for external monitors. New extension system with Dino (Chrome dinosaur game in the notch). Media controls, system monitoring, clipboard history. GPL v3.</span>
                </div>
            </a>

            <a href="https://github.com/itskovacs/trip" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">TRIP — minimalist self-hosted POI tracker and trip planner</span>
                    <span class="card__desc">Interactive map for points of interest, collaborative planning, checklists, packing lists, and expense tracking. Docker-ready, MIT license. No telemetry, no tracking, no ads, free forever.</span>
                </div>
            </a>

            <a href="https://appriseit.com/tools/url-builder/" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Apprise URL Builder — visual notification URL generator</span>
                    <span class="card__desc">The Apprise developer built a proper URL builder for the library that supports 100+ notification services. Biggest pain point finally solved.</span>
                </div>
            </a>

            <!-- ==================== FEEDBACK ==================== -->
            <?php if (!empty($submitted)): ?>
                <div class="feedback feedback--success content-item" style="text-align: center; padding: 2rem;">
                    <div style="font-size: 2.5rem; margin-bottom: 0.5rem;">&#10003;</div>
                    <p style="margin: 0; font-weight: 500;">Thanks! Your suggestion has been saved.</p>
                    <p style="margin: 0.5rem 0 0; opacity: 0.7; font-size: 0.875rem;">I'll review it for tomorrow's digest.</p>
                </div>
            <?php else: ?>
                <form method="POST" class="feedback content-item" data-feedback>
                    <button type="button" class="feedback__trigger" data-feedback-trigger>
                        Tell me what to change for tomorrow
                    </button>
                    <div class="feedback__content" data-feedback-content>
                        <textarea name="suggestion" class="feedback__textarea" placeholder="What would you like me to change? More of something, less of another, different topics..."></textarea>
                        <div class="feedback__actions">
                            <button type="button" class="btn btn--secondary" data-feedback-cancel>Cancel</button>
                            <button type="submit" class="btn btn--primary">Send</button>
                        </div>
                    </div>
                </form>
            <?php endif; ?>

        </div>
    </div>
    <script src="../../WEB/js/app.js"></script>
</body>
</html>
