<?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 27, 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">

            <!-- PAGE HEADER -->
            <header class="page-header content-item">
                <span class="page-header__date">March 27, 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">Developer tools dominated today. A visual feedback layer for AI agents, Stripe's full-stack CLI, and a couple of solid macOS utilities.</p>

            <a href="https://www.agentation.com/" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Agentation — Visual feedback tool for AI agents</span>
                    <span class="card__desc">Give Claude Code, Codex, and other AI agents visual context. Click UI elements, annotate screenshots, and paste structured output back to your agent. MCP integration built in. Free for individuals.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 363</span>
                        <span>&middot;</span>
                        <span>agentation.com</span>
                    </div>
                </div>
            </a>

            <a href="https://projects.dev" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Stripe Projects — Production-ready dev stack from CLI</span>
                    <span class="card__desc">Provision hosting, databases, auth, AI, and analytics from the command line. Credentials sync automatically. Everything billed through a single Stripe account.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 167</span>
                        <span>&middot;</span>
                        <span>projects.dev</span>
                    </div>
                </div>
            </a>

            <a href="https://github.com/team-unstablers/SiriusProtocol" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Noctiluca — Remote desktop for macOS on custom QUIC</span>
                    <span class="card__desc">Built on Sirius, an open-source protocol using custom QUIC. Hardware-accelerated H.265/H.264 encoding, multi-display support, and SSH key authentication. Free cross-platform clients.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 108</span>
                        <span>&middot;</span>
                        <span>github.com</span>
                    </div>
                </div>
            </a>

            <a href="https://www.dashpane.pro/" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">DashPane — Lightning-fast window switcher for macOS</span>
                    <span class="card__desc">Fuzzy search across individual windows, not just apps. Finally a switcher that understands you have 12 browser windows open. $4.99 one-time.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 102</span>
                        <span>&middot;</span>
                        <span>dashpane.pro</span>
                    </div>
                </div>
            </a>

            <a href="https://1devtool.com" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">1DevTool — Multi-project IDE with persistent terminals</span>
                    <span class="card__desc">Persistent tmux terminals, built-in browser, API client, database viewer, and AI agents all sharing context. One workspace for everything.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 102</span>
                        <span>&middot;</span>
                        <span>1devtool.com</span>
                    </div>
                </div>
            </a>

            <a href="https://stakpak.dev" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Stakpak Autopilot — Open-source self-healing infra agent</span>
                    <span class="card__desc">A Rust binary that watches your apps, auto-fixes issues, and escalates to humans when it can't. Cedar policy engine for guardrails. Runs Docker-sandboxed.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 100</span>
                        <span>&middot;</span>
                        <span>stakpak.dev</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/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">Big one today. An accidental data leak revealed Anthropic's next model, GLM-5.1 is closing the gap with frontier models, and TurboQuant is making waves in the local LLM scene.</p>

            <a href="https://fortune.com/2026/03/26/anthropic-says-testing-mythos-powerful-new-ai-model-after-data-leak-reveals-its-existence-step-change-in-capabilities/" class="card card--featured content-item">
                <div class="card--featured__header">
                    <img class="card__favicon" data-size="28" alt="">
                    <span class="card--featured__title">Anthropic's "Claude Mythos" leaked — a tier above Opus</span>
                </div>
                <div class="card--featured__body">
                    <p>Fortune exclusively reported that Anthropic accidentally left details of an unreleased model called "Claude Mythos" (codename "Capybara") in a publicly accessible CMS data store. Around 3,000 unpublished assets were exposed.</p>
                    <p>An Anthropic spokesperson confirmed it represents "a step change" in performance and is "the most capable we've built to date," with "unprecedented cybersecurity risks." Benchmarks show dramatically higher scores on coding, reasoning, and cybersecurity tasks compared to Opus 4.6. Currently in early access testing.</p>
                </div>
                <div class="card--featured__meta">
                    <span>fortune.com</span> &middot; <span>r/singularity</span>
                </div>
            </a>

            <a href="https://bigmodel.cn" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">GLM-5.1 released — 94.6% of Opus 4.6 on coding benchmarks</span>
                    <span class="card__desc">Zhipu AI's new flagship: 744B total parameters, 40B active (MoE). 200K context window, 128K output. Trained entirely on Huawei Ascend chips. Weights dropping April 6-7. Coding plan starts at $3/month.</span>
                </div>
            </a>

            <a href="https://www.bbc.com/news/articles/cvg4p02lvd0o" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Judge blocks Pentagon's Anthropic supply chain risk label</span>
                    <span class="card__desc">Update: Federal Judge Rita Lin issued a 43-page ruling indefinitely blocking the designation. Called it "classic illegal First Amendment retaliation" and rejected the "Orwellian notion that an American company may be branded a potential adversary for expressing disagreement with the government."</span>
                </div>
            </a>

            <a href="https://reddit.com/r/LocalLLaMA/comments/1s56g07/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">TurboQuant in llama.cpp: +22.8% decode speed at 32K context</span>
                    <span class="card__desc">Developer implemented TurboQuant for KV cache in llama.cpp. On M5 Max at 32K context, dequant was eating 40% of decode time. After trying 14 different approaches, Flash Attention's tiled access pattern lets you skip 90% of dequant work.</span>
                </div>
            </a>

            <a href="https://www.cnbc.com/2026/03/26/ai-bots-humans-internet.html" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">AI bots officially overtaking humans on the internet</span>
                    <span class="card__desc">Human Security's "State of AI Traffic" report: automated traffic grew 8x faster than human activity, with AI-driven traffic surging 187% year-over-year. Cloudflare's CEO predicts bots will exceed human traffic by 2027.</span>
                </div>
            </a>

            <p class="section-intro content-item">Quick hits from the local LLM scene.</p>

            <a href="https://reddit.com/r/LocalLLaMA/comments/1s5kdu0/" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">TurboQuant enables Qwen 3.5-9B on MacBook Air M4 16GB</span>
                    <span class="card__desc">20K context on hardware that couldn't run it before. Patched llama.cpp makes it possible.</span>
                </div>
            </a>

            <a href="https://github.com/unslothai/unsloth" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Unsloth Studio ships 50+ features in one week</span>
                    <span class="card__desc">Pre-compiled llama.cpp binaries, auto-detection of local models, 20-30% faster inference.</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">Interactive world models are getting real, LTX keeps improving, and someone built proper film emulation for ComfyUI.</p>

            <a href="https://huggingface.co/Skywork/Matrix-Game-3.0" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Matrix-Game 3.0 — Real-time interactive world models</span>
                    <span class="card__desc">Skywork AI's new release runs at 720p @ 40FPS with the 5B model. MIT license. Minute-long memory consistency using Unreal, AAA, and real-world training data. Scales up to 28B MoE.</span>
                </div>
            </a>

            <a href="https://github.com/daydreamlive/scope" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">LTX 2.3 running real-time on a single RTX 4090</span>
                    <span class="card__desc">Achieved using Scope, an open-source real-time AI pipeline tool. Real-time video generation on consumer hardware is getting closer to practical.</span>
                </div>
            </a>

            <a href="https://reddit.com/r/StableDiffusion/comments/1s50fji/" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">LTX 2.3 audio fix: swap scheduler for clean output</span>
                    <span class="card__desc">Replacing LTXV's built-in scheduler with BasicScheduler fixes the metallic hiss issue.</span>
                </div>
            </a>

            <a href="https://reddit.com/r/comfyui/comments/1s4xdfz/" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">ComfyUI-Darkroom — Real film emulation from Capture One data</span>
                    <span class="card__desc">11 nodes with 161 film stocks parsed from 586 real Capture One XML curve files. Color and B&W separation.</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">A massive self-hosting guide went viral, some great new homelab tools, and a macOS notch app that actually looks useful.</p>

            <a href="https://reddit.com/r/selfhosted/comments/1s51bg1/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Free 750-page self-hosting production guide</span>
                    <span class="card__desc">Comprehensive guide from a decade-long self-hoster covering everything from basics to handling production traffic. Hand-written, no AI slop. The kind of resource you bookmark permanently.</span>
                </div>
            </a>

            <a href="https://github.com/Pouzor/homelable" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Homelable — Interactive homelab infrastructure visualizer</span>
                    <span class="card__desc">Live network diagrams with real-time status monitoring. Includes MCP integration for AI clients. Docker one-line install.</span>
                </div>
            </a>

            <a href="https://github.com/mauriceboe/NOMAD" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">NOMAD — Self-hosted trip planner</span>
                    <span class="card__desc">Real-time collaboration, interactive maps, budgets, and packing lists. Docker deployment. Replaces the mess of Google Docs and WhatsApp group chats for trip planning.</span>
                </div>
            </a>

            <a href="https://getdroppy.app" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Droppy — Turn the macOS notch into a productivity hub</span>
                    <span class="card__desc">Native app with file shelf, floating basket, clipboard manager, media player, AirPods HUD, volume/brightness controls, and 16+ extensions. Lifetime purchase.</span>
                </div>
            </a>

            <a href="https://github.com/JudoChinX/rangarr" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Rangarr — Security-hardened Huntarr replacement</span>
                    <span class="card__desc">Ground-up rewrite after Huntarr's security meltdown. No telemetry, three auditable source files.</span>
                </div>
            </a>

            <a href="https://apps.apple.com/us/app/subscription-day-calendar/id6743316600" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Subscription Day — Track paid subscriptions</span>
                    <span class="card__desc">Completely rewritten in Swift. iOS and iPad with sync. Lifetime purchase.</span>
                </div>
            </a>

            <a href="https://github.com/rana-gmbh/netfluss" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Netfluss — Open-source menubar network utility</span>
                    <span class="card__desc">DNS switcher with Unifi, OpenWRT, and Fritzbox router support. Free and lightweight.</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>
