<?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
    file_put_contents(__DIR__ . '/../../SUGGESTIONS-FROM-USER.MD', $entry, FILE_APPEND | LOCK_EX);
    $submitted = true;
}
?>
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    <title>Digest — March 23, 2026</title>
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            <header class="page-header content-item">
                <span class="page-header__date">March 23, 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 networking, a Claude cost tracker, and privacy-first data extraction.</p>

            <a href="https://tobira.ai" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Tobira.ai — A network where AI agents find deals for their humans</span>
                    <span class="card__desc">Your AI agent gets a public address in a network of other agents. Agents discover each other, negotiate, and connect their humans. Works with OpenClaw and Claude Cowork. Claim your @handle before the short ones are gone.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 507</span>
                        <span>&middot;</span>
                        <span>tobira.ai</span>
                    </div>
                </div>
            </a>

            <a href="https://chromewebstore.google.com/detail/honestly/mjnniilmpkfkkeadhkcdakibbpmpaehl" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Honestly — Real reviews from Reddit &amp; YouTube when shopping online</span>
                    <span class="card__desc">Chrome extension that surfaces real product opinions from Reddit, TikTok, YouTube and Instagram directly on product pages. No ads, no AI summaries, no sponsorships &mdash; just verified human reviews where they belong.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 285</span>
                        <span>&middot;</span>
                        <span>chromewebstore.google.com</span>
                    </div>
                </div>
            </a>

            <a href="https://github.com/hamed-elfayome/Claude-Usage-Tracker" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Claude Usage Tracker — See exactly how much you spend on Claude</span>
                    <span class="card__desc">Auto-detects 9+ tools (Cursor, Claude Code, Windsurf, Cline), scans local session data, and shows daily costs, model breakdowns, heatmaps, and monthly projections in one dashboard. Native macOS app, MIT licensed, no cloud.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 222</span>
                        <span>&middot;</span>
                        <span>github.com</span>
                    </div>
                </div>
            </a>

            <a href="https://apps.apple.com/us/app/textmine-text-to-data/id6754284922" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">DataSieve 2.0 — Extract structured data from text, files and archives</span>
                    <span class="card__desc">Drop in text, files, folders, or archives and extract emails, phone numbers, URLs, dates, and financial data in one pass. Supports PDF, EPUB, CSV, JSON, Word. Define custom extractors. Everything runs locally.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 126</span>
                        <span>&middot;</span>
                        <span>apps.apple.com</span>
                    </div>
                </div>
            </a>

            <a href="https://alphaclaw.md" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">AlphaClaw Apex — OpenClaw harness and fleet manager for Mac</span>
                    <span class="card__desc">Native Mac app for managing multiple OpenClaw VPS instances. One-click Hetzner deploy, crash detection with auto-repair, hourly GitHub backups, and Telegram/Discord/Slack alerts. No SSH needed.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 115</span>
                        <span>&middot;</span>
                        <span>alphaclaw.md</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/OpenAI" class="source-tag">r/OpenAI</a>
                <a href="https://reddit.com/r/artificial" class="source-tag">r/artificial</a>
            </div>

            <p class="section-intro content-item">Jensen Huang declared AGI on the Lex Fridman podcast, Xiaomi dropped a trillion-parameter agent model out of nowhere, and Anthropic shipped phone-to-desktop computer use.</p>

            <a href="https://sherwood.news/tech/jensen-huang-lex-friedman-podcast-agi-timeline/" 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: &ldquo;I think we&rsquo;ve achieved AGI&rdquo;</span>
                </div>
                <div class="card--featured__body">
                    <p>On the Lex Fridman podcast today, the Nvidia CEO said he believes artificial general intelligence has been achieved. Cited OpenClaw autonomous agents as evidence that AI can now handle complex, open-ended tasks.</p>
                    <p>He hedged slightly &mdash; when pressed on scope, he noted the question was about running a billion-dollar company but didn&rsquo;t specify for how long. Still, the most definitive AGI claim from a major tech CEO to date.</p>
                </div>
                <div class="card--featured__meta">
                    <span>sherwood.news</span> &middot; <span>r/singularity</span>
                </div>
            </a>

            <a href="https://mimo.xiaomi.com/mimo-v2-pro" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Xiaomi MiMo-V2-Pro &mdash; phone company now #3 on global agent benchmarks</span>
                    <span class="card__desc">1T parameters (42B active), ranks behind only Opus 4.6 on agent tasks at 1/6th the price. Lead researcher came from DeepSeek. Spent a week on OpenRouter under the codename &ldquo;Hunter Alpha&rdquo; &mdash; the entire community thought it was DeepSeek V4.</span>
                </div>
            </a>

            <a href="https://epoch.ai/frontiermath/open-problems/ramsey-hypergraphs" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">GPT-5.4 Pro solves a previously unsolved math problem</span>
                    <span class="card__desc">Epoch AI and the original problem author confirmed GPT-5.4 Pro solved a Ramsey-style problem on hypergraphs from FrontierMath&rsquo;s Open Problems set. Solution to be written up for publication. A second open problem was also solved by GPT-5.2 Pro in a separate harness.</span>
                </div>
            </a>

            <a href="https://claude.com/blog/dispatch-and-computer-use" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Anthropic Dispatch &mdash; control Claude from your phone, computer use on Mac</span>
                    <span class="card__desc">Dispatch lets you send instructions from your phone while Claude executes on your Mac desktop. Also shipped native computer use: Claude opens apps, navigates browsers, fills spreadsheets. Research preview for Pro and Max subscribers.</span>
                </div>
            </a>

            <a href="https://www.anthropic.com/research/vibe-physics" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Vibe Physics &mdash; a Harvard professor used Claude as an AI grad student</span>
                    <span class="card__desc">Physics professor Matthew Schwartz guided Claude through a real theoretical physics paper without ever touching a file. 110 drafts, 36M tokens, 40+ hours of CPU compute. Two weeks instead of the usual year. &ldquo;Impressively capable, but sloppy enough that domain expertise was essential.&rdquo;</span>
                </div>
            </a>

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

            <a href="https://arxiv.org/abs/2603.05451" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">FlashAttention-4 hits 1,613 TFLOPs/s on B200</span>
                    <span class="card__desc">71% GPU utilization. Attention is at matmul speed now. 2.7x faster than Triton, 1.3x faster than cuDNN. Already in vLLM 0.17.0.</span>
                </div>
            </a>

            <a href="https://www.yahoo.com/news/articles/chinas-open-source-dominance-threatens-120155957.html" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">China&rsquo;s open-source dominance threatens US AI lead, advisory body warns</span>
                    <span class="card__desc">Reuters: US advisory body warns Chinese open-source models now dominate the open-weight landscape, threatening American AI leadership.</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">Practical workflow hacks &mdash; a voice cloner built from a video model, and raster-to-vector generation.</p>

            <a href="https://reddit.com/r/StableDiffusion/comments/1s1qrsy/" 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 hacked into a multilingual TTS voice cloner</span>
                    <span class="card__desc">Creative ComfyUI workflow repurposes LTX 2.3&rsquo;s audio capabilities for voice cloning. Generates a tiny 64&times;64 video with input audio, masks the audio latent space after 10 seconds, then the model continues speech in the cloned voice. Works with 20-second voice samples.</span>
                </div>
            </a>

            <a href="https://reddit.com/r/comfyui/comments/1s21jx0/" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Flux.2 Klein Raster-to-Vector workflow for ComfyUI</span>
                    <span class="card__desc">Generates raster images with Flux.2 Klein (4B or 9B), then converts to SVG on the fly. Great for illustrations, stickers, and cartoons.</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">Dropzone got a big Tahoe redesign, a free system-wide EQ worth trying, and self-hosted tools for the stack.</p>

            <a href="https://aptonic.com" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Dropzone 5 &mdash; completely redesigned for macOS Tahoe</span>
                    <span class="card__desc">New translucent glass look, brand-new grid selector for switching between context-specific Dropzone grids, and revamped Tahoe toolbar style. Available on Setapp. Lifetime license $25 at launch price, 50% upgrade discount for Dropzone 4 users.</span>
                </div>
            </a>

            <a href="https://www.radioform.app" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Radioform &mdash; free, open-source system-wide EQ for macOS</span>
                    <span class="card__desc">10 fully parametric bands, 20Hz&ndash;20kHz, zero latency. Native Swift/SwiftUI menu bar app that plugs directly into CoreAudio. Not Electron. Open source on GitHub.</span>
                </div>
            </a>

            <a href="https://github.com/dmunozv04/iSponsorBlockTV" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">iSponsorBlockTV &mdash; skip YouTube sponsors and ads on any TV app</span>
                    <span class="card__desc">Self-hosted app that auto-skips sponsor segments using SponsorBlock API and presses &ldquo;Skip Ad&rdquo; the moment it appears. Works with Apple TV, PlayStation, Nintendo Switch, smart TVs. Docker install, no sideloading needed.</span>
                </div>
            </a>

            <a href="https://github.com/lemker/unifi-os-server" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">UniFi OS Server in Docker</span>
                    <span class="card__desc">UniFi is deprecating the standalone Network Controller. This project runs OS Server natively in Docker/Kubernetes with unprivileged containers and reverse proxy support.</span>
                </div>
            </a>

            <a href="https://nextcloud.com" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Nextcloud Winter 26 &mdash; finally fast enough to daily-drive</span>
                    <span class="card__desc">Major performance overhaul. Self-hosters report it&rsquo;s finally fast enough to replace Google Workspace. Dramatically improved setup experience.</span>
                </div>
            </a>


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