<?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";

    file_put_contents(__DIR__ . '/../../SUGGESTIONS-FROM-USER.MD', $entry, FILE_APPEND | LOCK_EX);
    $submitted = true;
}
?>
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    <title>Digest — Mar 10, 2026</title>
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            <header class="page-header content-item">
                <span class="page-header__date">March 10, 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">Claude Code gets multi-agent code review, Fish Audio drops an expressive open-source TTS, and a handful of developer tools worth bookmarking.</p>

            <a href="https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/code-review" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Claude Code Review — Multi-agent code review for PRs</span>
                    <span class="card__desc">Anthropic's multi-agent code review system for GitHub PRs. Spawns Claude Code agents that analyze PRs with full repo context. Part of the Claude Code ecosystem for AI-assisted development workflows.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 406</span>
                        <span>&middot;</span>
                        <span>anthropic.com</span>
                    </div>
                </div>
            </a>

            <a href="https://fish.audio" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Fish Audio S2 — Expressive open-source TTS</span>
                    <span class="card__desc">4B-parameter dual-autoregressive TTS trained on 10M+ hours across 50 languages. Voice cloning from 10-30s samples, fine-grained control via natural language instructions like [whisper in small voice]. 100ms time-to-first-audio on H200.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 289</span>
                        <span>&middot;</span>
                        <span>fish.audio</span>
                    </div>
                </div>
            </a>

            <a href="https://agentskill.sh" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Agent Skills — Directory of 110K+ AI agent skills</span>
                    <span class="card__desc">Browse and install extensible skills for Claude Code, Cursor, Copilot, Windsurf, Zed, and 20+ AI coding tools. Each skill includes security audits and trust scores. Install via /learn command. Free.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 163</span>
                        <span>&middot;</span>
                        <span>agentskill.sh</span>
                    </div>
                </div>
            </a>

            <a href="https://sonarly.dev" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Sonarly — AI that triages alerts and fixes prod</span>
                    <span class="card__desc">Autonomously triages production alerts and fixes bugs with full context of your system. Developer-focused incident resolution tool. Free tier available.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 139</span>
                        <span>&middot;</span>
                        <span>sonarly.dev</span>
                    </div>
                </div>
            </a>

            <a href="https://refero.design" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Refero MCP — Design references for AI coding agents</span>
                    <span class="card__desc">MCP server that gives AI agents access to a curated library of real product interfaces and UX patterns. Helps agents "study before they build." Works with Claude Code, Cursor, Windsurf. Requires Refero Pro.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 117</span>
                        <span>&middot;</span>
                        <span>refero.design</span>
                    </div>
                </div>
            </a>

            <a href="https://macquit.app" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">MacQuit — Quit all Mac apps in one click</span>
                    <span class="card__desc">macOS menu bar utility to quit all running apps at once. Simple, focused utility. $4.99 one-time purchase.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 112</span>
                        <span>&middot;</span>
                        <span>macquit.app</span>
                    </div>
                </div>
            </a>

            <a href="https://chromewebstore.google.com/detail/brutal-reader" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Brutal Reader — Strips webpages to just the article</span>
                    <span class="card__desc">Chrome extension that strips webpages down to article text. Open-source minimalist reader mode alternative.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 91</span>
                        <span>&middot;</span>
                        <span>Chrome Web Store</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">Yann LeCun left Meta to start a $1B AI lab, Karpathy's AI agent autonomously optimized its own training, and GPT-5.4 may have cracked an open math problem.</p>

            <a href="https://x.com/ylecun/status/2031268686984527936" class="card card--featured content-item">
                <div class="card--featured__header">
                    <img class="card__favicon" data-size="28" alt="">
                    <span class="card--featured__title">Yann LeCun leaves Meta, co-founds AMI Labs with $1.03B</span>
                </div>
                <div class="card--featured__body">
                    <p>Yann LeCun left Meta and co-founded AMI Labs with Alexandre LeBrun (Wit.ai founder). Building world models via JEPA architecture. $1.03B raised from Nvidia, Samsung, Bezos Expeditions, Eric Schmidt, Mark Cuban, and Tim Berners-Lee.</p>
                    <p>All models will be open source. Hubs in Paris, New York, Montreal, and Singapore. This is fundamental research aimed at solving hallucination at its root through world modeling.</p>
                </div>
                <div class="card--featured__meta">
                    <span>x.com</span> &middot; <span>r/singularity</span>
                </div>
            </a>

            <a href="https://github.com/karpathy/nanochat" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Update: Karpathy's autoresearch agent ran autonomously for 2 days</span>
                    <span class="card__desc">Following yesterday's coverage of autoresearch, Karpathy's AI agent ran for 2 days on nanochat, found 20 optimizations, and made training ~11% faster. First AI to fully execute a complete research loop autonomously.</span>
                </div>
            </a>

            <a href="https://epochai.substack.com/p/gpt-54-set-a-new-record-on-frontiermath" 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 may have solved an open FrontierMath problem</span>
                    <span class="card__desc">GPT-5.4 Pro reportedly solved an EpochAI FrontierMath open problem — potentially the first AI to contribute to unsolved mathematical research. Awaiting verification from the problem author.</span>
                </div>
            </a>

            <a href="https://techcrunch.com/2026/03/10/meta-acquired-moltbook-the-ai-agent-social-network-that-went-viral-because-of-fake-posts/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Meta acquires Moltbook, the AI agent social network</span>
                    <span class="card__desc">Meta acquired Moltbook, which hosts ~3M AI agents in a social network. Community skeptical of Meta's intentions. Wiz flagged a security flaw exposing 1M+ agent credentials.</span>
                </div>
            </a>

            <a href="https://dnhkng.github.io/posts/rys/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Duplicating ~7 middle layers in Qwen2-72B took #1 on Open LLM Leaderboard</span>
                    <span class="card__desc">Simply duplicating middle transformer layers (no weight changes) topped the leaderboard. Top 4 models still use this technique 2 years later. Done on 2x 4090s. Suggests pretraining carves discrete functional "reasoning circuits."</span>
                </div>
            </a>

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

            <a href="https://www.cnbc.com/2026/03/10/amazon-wins-court-order-to-block-perplexitys-ai-shopping-agent.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">Amazon wins court order to block Perplexity's AI shopping agent</span>
                    <span class="card__desc">Sets legal precedent for AI agents in e-commerce vs basic web scraping.</span>
                </div>
            </a>

            <a href="https://arstechnica.com/ai/2026/03/after-outages-amazon-to-make-senior-engineers-sign-off-on-ai-assisted-changes/" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Amazon requires senior engineer sign-off on all AI-assisted code</span>
                    <span class="card__desc">After outages from AI-generated code, Amazon mandates senior review before deployment.</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">ComfyUI gets a huge accessibility upgrade, Nvidia brings real-time 4K upscaling to ComfyUI, and LTX-2.3 gets consumer-friendly GGUFs.</p>

            <a href="https://blog.comfy.org/p/from-workflow-to-app-introducing" class="card card--featured content-item">
                <div class="card--featured__header">
                    <img class="card__favicon" data-size="28" alt="">
                    <span class="card--featured__title">ComfyUI launches App Mode, App Builder, and ComfyHub</span>
                </div>
                <div class="card--featured__body">
                    <p>App Mode turns any ComfyUI workflow into a clean simple UI with one click — the node graph disappears, replaced by just the inputs users need. App Builder lets workflow authors configure what inputs and outputs appear.</p>
                    <p>ComfyHub is a new marketplace where creators can share finished apps and workflows. Launched in preview with curated workflows, broader creator access rolling out soon.</p>
                </div>
                <div class="card--featured__meta">
                    <span>blog.comfy.org</span> &middot; <span>r/StableDiffusion</span>
                </div>
            </a>

            <a href="https://blogs.nvidia.com/blog/rtx-ai-garage-flux-ltx-video-comfyui-gdc/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Nvidia RTX Video Super Resolution node for ComfyUI</span>
                    <span class="card__desc">Official Nvidia RTX nodes for ComfyUI including real-time 4K video upscaling (30x faster than local alternatives) and NVFP4/FP8 model quantization variants. RTX GPU required. Available via ComfyUI Manager.</span>
                </div>
            </a>

            <a href="https://huggingface.co/unsloth/LTX-2.3-GGUF" 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 Dynamic GGUFs by Unsloth</span>
                    <span class="card__desc">Unsloth's Dynamic 2.0 GGUF quantization of LTX-2.3 video+audio model. Important layers upcasted for best quality. Makes LTX-2.3 accessible on consumer hardware. 31K+ downloads already.</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>
                <a href="https://reddit.com/r/opensource" class="source-tag">r/opensource</a>
            </div>

            <p class="section-intro content-item">A vim-driven dual-pane file manager, a lightweight Google Drive sync, keyboard layers without custom hardware, and FancyZones for Mac.</p>

            <a href="https://www.captains-deck.com/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Captain's Deck — Dual-pane file manager with Vim navigation</span>
                    <span class="card__desc">macOS file manager with vim-style hjkl navigation, built-in terminal synced to current directory, SFTP/FTP/S3 remote connections, and Spotlight-fast search with content grep. Free trial, then a one-time purchase.</span>
                </div>
            </a>

            <a href="https://github.com/saihgupr/GoogleDriveSync" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">GoogleDriveSync — Lightweight native Google Drive sync</span>
                    <span class="card__desc">Open-source macOS menu bar app for Google Drive sync. ~80MB vs Google's official 800MB app. Multi-account support with rclone-based filtering. Handles volume remounts gracefully.</span>
                </div>
            </a>

            <a href="https://holdtap.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">Holdtap — QMK/ZMK keyboard layers on any Mac keyboard</span>
                    <span class="card__desc">Hold keys to activate layers, alternate characters, and shortcuts on your MacBook or Magic Keyboard. No custom hardware needed. Runs locally.</span>
                </div>
            </a>

            <a href="https://macsyzones.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">MacsyZones v2.2 — FancyZones for macOS</span>
                    <span class="card__desc">Open-source window management with custom grid layouts, draw-to-snap, and per-workspace zones. Free.</span>
                </div>
            </a>

            <!-- ==================== FEEDBACK ==================== -->
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                    <p style="margin: 0.5rem 0 0; opacity: 0.7; font-size: 0.875rem;">I'll review it for tomorrow's digest.</p>
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