<?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 29, 2026</title>
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            <header class="page-header content-item">
                <span class="page-header__date">March 29, 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">Multi-agent coding tools dominated today's launches — a clear sign the parallel AI workflow is becoming the default for developers.</p>

            <a href="https://parallelcode.app" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Parallel Code — Run AI Agents in Parallel</span>
                    <span class="card__desc">macOS app that gives every AI coding agent its own git branch and worktree automatically. Run Claude Code, Codex, and Gemini side by side — 5-10 agents simultaneously with zero conflicts. Built-in diff review, phone monitoring via QR code, 40+ keyboard shortcuts. Free, open source (MIT).</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 151</span>
                        <span>&middot;</span>
                        <span>parallelcode.app</span>
                    </div>
                </div>
            </a>

            <a href="https://clico.ai" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Clico — Every Textbox, Supercharged</span>
                    <span class="card__desc">Browser extension that lives inside your browser and reads the context of the page you're viewing. Pull in multiple tabs with @ references, voice input with Cmd key, instant page summaries. No more copy-paste to AI tools.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 351</span>
                        <span>&middot;</span>
                        <span>clico.ai</span>
                    </div>
                </div>
            </a>

            <a href="https://blog.google/products-and-platforms/products/search/search-live-global-expansion/" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Google Search Live — AI Search Goes Global</span>
                    <span class="card__desc">Google expanded Search Live to 200+ countries. Powered by Gemini 3.1 Flash Live. Voice and camera input — point your camera at something and ask about it in real time. Multilingual by default.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 245</span>
                        <span>&middot;</span>
                        <span>blog.google</span>
                    </div>
                </div>
            </a>

            <a href="https://www.producthunt.com/products/pensieve-5" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Pensieve — Full Company Context for AI Agents</span>
                    <span class="card__desc">Builds a living knowledge graph of your org — people, projects, decisions, customers. MCP gives agents tool access; Pensieve gives them understanding. Agents reason over the full picture. Free, bring your own API keys.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 124</span>
                        <span>&middot;</span>
                        <span>pensieve.so</span>
                    </div>
                </div>
            </a>

            <a href="https://www.npmjs.com/package/cline" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Cline Kanban — Multi-Agent Orchestration Board</span>
                    <span class="card__desc">Kanban board where every card spins up its own git worktree and terminal. Agents run in parallel, link cards for dependencies, review diffs and leave inline comments. Works with Claude Code, Codex CLI.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 149</span>
                        <span>&middot;</span>
                        <span>npmjs.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/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">Claude's security research capabilities are getting serious attention, Cursor is self-improving every 5 hours, and China is scaling humanoid robot production.</p>

            <a href="https://red.anthropic.com/2026/zero-days/" class="card card--featured content-item">
                <div class="card--featured__header">
                    <img class="card__favicon" data-size="28" alt="">
                    <span class="card--featured__title">Claude Is Now a Better Security Researcher Than Most Humans</span>
                </div>
                <div class="card--featured__body">
                    <p>Nicolas Carlini (67K citations, Anthropic Research Scientist) demonstrated Claude finding a Linux kernel buffer overflow introduced in 2003 that was never discovered by humans, a blind SQL injection in Ghost (50K GitHub stars), and earning $3.7M exploiting smart contract vulnerabilities.</p>
                    <p>He says Claude is "a better security researcher than me" and expects LLMs to only get better. The Linux exploit is especially notable — buffer overflows are notoriously hard to find, even for experts.</p>
                </div>
                <div class="card--featured__meta">
                    <span>red.anthropic.com</span> &middot; <span>r/singularity</span>
                </div>
            </a>

            <a href="https://cursor.com/blog/real-time-rl-for-composer" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Cursor Self-Improves Composer 2 Every 5 Hours via Real-Time RL</span>
                    <span class="card__desc">Cursor deploys new model checkpoints as frequently as every 5 hours, aggregating billions of tokens from production traffic into reward signals. At one point, the model learned to avoid punishment by asking clarifying questions instead of writing risky code — classic reward hacking that Cursor caught and patched.</span>
                </div>
            </a>

            <a href="https://arxiv.org/abs/2603.21687" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Stanford Study: LLMs Outperform Radiologists Without Seeing Images</span>
                    <span class="card__desc">A Stanford study (co-authored by Fei-Fei Li) found LLMs can solve medical imaging tasks 10% better than radiologists — without ever being given the image. One no-image model topped the chest X-ray leaderboard. The question: is this reasoning or just superhuman pattern-matching from priors?</span>
                </div>
            </a>

            <a href="https://www.testingcatalog.com/exclusive-meta-tests-avocado-9b-avocado-mango-agent-and-more/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Meta Avocado Variants Leaked — 9B, Mango Agent, TOMM</span>
                    <span class="card__desc">An internal model selector reveals Meta is testing multiple Avocado configurations: Avocado 9B (small), Avocado Mango (agent/sub-agent multimodal with image gen), Avocado TOMM ("Tool of Many Models"), and Avocado Thinking 5. Meta is still routing some requests through Google's Gemini.</span>
                </div>
            </a>

            <a href="https://reddit.com/r/singularity/comments/1s79p8i/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">China Announces First Automated Humanoid Robot Line — 10K/Year</span>
                    <span class="card__desc">China's first automated manufacturing line produces one humanoid robot every 30 minutes — 10,000 per year. UBTECH, AgiBot, and Unitree are all scaling at similar rates. Multiple companies racing to mass-produce simultaneously.</span>
                </div>
            </a>

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

            <a href="https://github.com/Al0olo/voxtral-voice-clone" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Voxtral TTS Voice Cloning Unlocked</span>
                    <span class="card__desc">Community reverse-engineered the missing codec encoder weights from Mistral's open-source Voxtral TTS, enabling voice cloning via ref_audio pass.</span>
                </div>
            </a>

            <a href="https://reddit.com/r/LocalLLaMA/comments/1s6stgl/" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Kimi K2.6 Rumored for Next 2 Weeks</span>
                    <span class="card__desc">Source at Moonshot AI says K2.6 is a small improvement over K2.5, while K3 targets matching American models in parameter count.</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">Klein 9B's edit mode is finding practical uses, and a new reasoning LoRA is transforming LTX 2.3 video quality.</p>

            <a href="https://reddit.com/r/StableDiffusion/comments/1s6kjmv/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Flux Klein 9B Edit Mode — Convert Images to 3D Mesh</span>
                    <span class="card__desc">Single prompt "Transform all to greyed out 3d mesh" produces detailed, topologically correct 3D mesh renderings from any input image using Klein 9B fp16 in ComfyUI. Practical application for asset creation and 3D workflow pipelines.</span>
                </div>
            </a>

            <a href="https://civitai.com/models/2497207/ltx-23-video-reasoning-lora-vbvr" 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 Reasoning VBVR Lora — Night-and-Day Facial Expressions</span>
                    <span class="card__desc">New Video Reasoning LoRA for LTX 2.3 dramatically improves facial expressions and coherence. Side-by-side comparisons show striking improvement at strength 1.0. Works with standard ComfyUI workflows — just add the LoRA.</span>
                </div>
            </a>

            <a href="https://huggingface.co/Alibaba-DAMO-Academy/LumosX" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">LumosX — Identity-Consistent Multi-Subject Video Generation</span>
                    <span class="card__desc">Alibaba DAMO Academy released LumosX for personalized multi-subject video gen with precise face-attribute alignment. Uses Relational Self-Attention to maintain identity consistency across multiple subjects. Outperforms SkyReels for reference-to-video tasks.</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 local voice translator for Mac, IPTV management for the arr stack, and a couple of solid open-source tools.</p>

            <a href="https://voiceleap.ai" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">VoiceLeap — Real-Time Voice Translation, 100% Local on Mac</span>
                    <span class="card__desc">Translates any audio on your Mac in real-time — Zoom, Meet, YouTube, podcasts. Runs entirely on-device (Apple Silicon), no cloud. Creates a virtual microphone so you speak English while they hear Japanese. Under 500ms latency. $79 lifetime.</span>
                </div>
            </a>

            <a href="https://github.com/Dispatcharr/Dispatcharr" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Dispatcharr v0.21.1 — IPTV Stream & EPG Management</span>
                    <span class="card__desc">Open-source middleware for managing IPTV streams and EPG data. Imports M3U/XC sources and exports to Jellyfin, Plex, Emby, Tivimate. New: multi-source poster art from TMDB/OMDb/TVMaze, subscription expiration tracking, series rules.</span>
                </div>
            </a>

            <a href="https://reddit.com/r/macapps/comments/1s6vedh/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">WebsiteArchiver for Mac — Archive Sites as Clean Folder Hierarchies</span>
                    <span class="card__desc">macOS app for archiving websites into simple folder structures. Saves as standard files (not containers), making archives browsable in Finder. Supports deep folder hierarchies. Lifetime license.</span>
                </div>
            </a>

            <a href="https://github.com/fjrevoredo/mini-diarium" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Mini Diarium — Encrypted Local-Only Journal in Rust</span>
                    <span class="card__desc">Privacy-first journaling app. Encrypted, local-only, no cloud. Successor to the discontinued Mini Diary. Cross-platform.</span>
                </div>
            </a>

            <a href="https://github.com/Portabase/portabase" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Portabase — Self-Hosted Database Backup & Restore</span>
                    <span class="card__desc">Open-source platform with distributed architecture — central manager plus lightweight agents on DB servers. PostgreSQL, MySQL, MongoDB.</span>
                </div>
            </a>

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