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    <title>Digest &mdash; March 8, 2026</title>
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            <header class="page-header content-item">
                <span class="page-header__date">March 8, 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">An enterprise AI marketplace from Anthropic, a native macOS PR reviewer, and creative tools across Apple platforms stood out today.</p>

            <a href="https://claude.com/platform/marketplace" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Claude Marketplace &mdash; Enterprise AI Tool Store</span>
                    <span class="card__desc">Anthropic&rsquo;s marketplace where businesses can purchase Claude-powered AI tools from partners like GitLab, Harvey, Lovable, Replit, and Snowflake using their existing Anthropic spending commitment.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 421</span>
                        <span>&middot;</span>
                        <span>claude.com</span>
                    </div>
                </div>
            </a>

            <a href="https://www.natic.app/pulldog" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Pulldog &mdash; Native macOS PR Review Client</span>
                    <span class="card__desc">Native macOS client for reviewing GitHub and GitLab pull requests. Aggregated inbox, smart queries, Spotlight actions, widgets, and Apple Intelligence support.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 184</span>
                        <span>&middot;</span>
                        <span>natic.app</span>
                    </div>
                </div>
            </a>

            <a href="https://www.songsweeper.com/" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Song Sweeper &mdash; Clean Up Your Apple Music Library</span>
                    <span class="card__desc">iPhone app for cleaning up messy Apple Music libraries. Finds duplicates, unifies album editions, and surfaces songs you no longer listen to.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 150</span>
                        <span>&middot;</span>
                        <span>songsweeper.com</span>
                    </div>
                </div>
            </a>

            <a href="https://github.com/illegalstudio/lazyagent" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Lazy Agent &mdash; TUI for Claude Code Sessions</span>
                    <span class="card__desc">Open-source terminal UI for monitoring Claude Code agent sessions. View logs, track progress, and manage multiple running agents from a single dashboard.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 7</span>
                        <span>&middot;</span>
                        <span>github.com</span>
                    </div>
                </div>
            </a>

            <a href="https://velxio.dev/" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Velxio &mdash; Arduino IDE with AVR8 Emulator</span>
                    <span class="card__desc">Write Arduino sketches, compile with arduino-cli, and simulate circuits with a real AVR8 CPU emulator and interactive electronic components. All in the browser.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 6</span>
                        <span>&middot;</span>
                        <span>velxio.dev</span>
                    </div>
                </div>
            </a>

            <a href="https://papervault.xyz/" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">PaperVault &mdash; Offline Vault for Digital Secrets</span>
                    <span class="card__desc">100% offline vault for crypto keys, passwords, and recovery codes. Creates encrypted backups stored as printed keys distributed across trusted locations.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 8</span>
                        <span>&middot;</span>
                        <span>papervault.xyz</span>
                    </div>
                </div>
            </a>

            <a href="https://unenhanced.app/" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Unenhanced &mdash; Photos Without the Processed Look</span>
                    <span class="card__desc">Camera app that reduces extra sharpening, contrast, and color adjustments to capture more natural, true-to-life photos on iPhone.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 11</span>
                        <span>&middot;</span>
                        <span>unenhanced.app</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>
            </div>

            <p class="section-intro content-item">Claude&rsquo;s role in the Iran campaign reached a new scale, a fruit fly brain walked in simulation, and researchers coined a new term for AI-induced fatigue.</p>

            <a href="https://responsiblestatecraft.org/ai-war-iran/" 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 Identified Over 1,000 Targets in First 24 Hours of Iran Campaign</span>
                </div>
                <div class="card--featured__body">
                    <p>Update: Following this week&rsquo;s Pentagon/Anthropic coverage, the Washington Post reveals Claude partnered with the military&rsquo;s Maven Smart System to generate approximately 1,000 prioritized targets on the first day of operations &mdash; synthesizing satellite imagery, signals intelligence, and surveillance feeds in real time to produce target lists with precise GPS coordinates.</p>
                    <p>The AI turned operations planning that used to take weeks into a near real-time process, marking the most significant use of a commercial LLM in active warfare to date.</p>
                </div>
                <div class="card--featured__meta">
                    <span>responsiblestatecraft.org</span> &middot; <span>r/singularity</span>
                </div>
            </a>

            <a href="https://theinnermostloop.substack.com/p/the-first-multi-behavior-brain-upload" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Eon Systems Uploads a Fly Brain &mdash; It Walks, Grooms, and Feeds</span>
                    <span class="card__desc">First whole-brain emulation with closed-loop perception-to-action. Eon Systems integrated a 125,000-neuron connectome-based brain emulation with a physics-simulated body in MuJoCo. The emulated brain drives multiple distinct behaviors entirely from its own circuit dynamics &mdash; no scripted behavior, no shortcuts.</span>
                </div>
            </a>

            <a href="https://hbr.org/2026/03/when-using-ai-leads-to-brain-fry" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">When Using AI Leads to &ldquo;Brain Fry&rdquo;</span>
                    <span class="card__desc">BCG and UC Riverside study of 1,500 workers finds 14% of AI users experience &ldquo;brain fry&rdquo; &mdash; mental fatigue from excessive AI tool oversight. Affected workers show 33% more decision fatigue and nearly 10% higher intent to quit. Early adopters and multi-tool users are most at risk.</span>
                </div>
            </a>

            <a href="https://github.com/karpathy/autoresearch" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Karpathy&rsquo;s Autoresearch &mdash; Overnight AI Experiments on a Single GPU</span>
                    <span class="card__desc">Minimal 630-line repo that gives an AI agent a real LLM training setup and lets it experiment autonomously. Modifies code, trains for 5 minutes, checks if val_bpb improved, keeps or discards, repeats. Roughly 100 experiments while you sleep.</span>
                </div>
            </a>

            <p class="section-intro content-item">Quick hits &mdash; hardware and practical applications.</p>

            <a href="https://dev.to/soytuber/i-built-a-free-patent-search-engine-with-35m-us-patents-no-login-powered-by-sqlite-fts5-48e4" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Free Patent Search Engine &mdash; 3.5M US Patents, Powered by Local Nemotron 9B</span>
                    <span class="card__desc">Developer processed 4 million patents with Nemotron 9B on an RTX 5090 for query expansion. SQLite FTS5 backend, no login, completely free.</span>
                </div>
            </a>

            <a href="https://wccftech.com/intel-confirms-arc-pro-b70-workstation-gpu-via-llm-scaler-vllm-ai-release-notes/" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Intel Confirms Arc Pro B70 &mdash; 32GB VRAM Workstation GPU</span>
                    <span class="card__desc">Full BMG-G31 GPU with 32 Xe2 cores and 32GB GDDR6 on a 256-bit bus. Built for local AI workloads. Gaming variant (B770) canceled to prioritize AI.</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 Desktop got an unofficial Linux port, and open-source video editing frameworks keep maturing.</p>

            <a href="https://github.com/imraf/LTX-Desktop/releases" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">LTX Desktop Ported to Linux &mdash; AppImage Available</span>
                    <span class="card__desc">Update: Community fork brings LTX Desktop to Linux as an AppImage. Adds configurable model folder and adjustable inference step count. Works on Ubuntu and Debian derivatives with NVIDIA GPUs.</span>
                </div>
            </a>

            <a href="https://github.com/showlab/Kiwi-Edit" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Kiwi-Edit &mdash; Open-Source Instruction-Guided Video Editing</span>
                    <span class="card__desc">Unified framework coupling a Multimodal LLM with a Diffusion Transformer for video editing via natural language. Supports global and local edits, background replacement, and reference-guided editing at 720p. MIT license, code and models on GitHub.</span>
                </div>
            </a>

            <a href="https://github.com/00quebec/Synthid-Bypass" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">SynthID Bypass V2 &mdash; Watermark Robustness Research Tool</span>
                    <span class="card__desc">Open-source ComfyUI workflow for testing Google SynthID watermark robustness. V2 adds resolution-aware denoise and face reconstruction in a single pipeline.</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/SideProject" class="source-tag">r/SideProject</a>
            </div>

            <p class="section-intro content-item">A macOS focus tool that blurs background windows, a window manager directory, and local-first transcription.</p>

            <a href="https://www.getmuffle.com/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Muffle &mdash; Blur Everything Except Your Active Window</span>
                    <span class="card__desc">Lightweight Swift app that blurs background windows on macOS. Alternative to HazeOver (dims only) and Monocle (performance issues). Toggle by mouse shake or menu bar. Not vibecoded, no data collected.</span>
                </div>
            </a>

            <a href="https://github.com/homelab-00/TranscriptionSuite" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">TranscriptionSuite &mdash; 100% Local Audio Transcription</span>
                    <span class="card__desc">Fully local Speech-to-Text with speaker diarization, Audio Notebook mode, and LM Studio integration. Supports WhisperX, NVIDIA NeMo, and VibeVoice-ASR. Cross-platform, Dockerized, half an hour of audio transcribed in under a minute.</span>
                </div>
            </a>

            <a href="https://macoswm.com/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">macOS Window Managers &mdash; The Complete Directory</span>
                    <span class="card__desc">Free, comprehensive directory of every macOS window manager, plus related tools for scripting and menu bars. Useful reference for comparing tiling WMs, scripting tools, and workspace utilities.</span>
                </div>
            </a>

            <p class="section-intro content-item">Quick hits &mdash; self-hosted tools and lightweight clients.</p>

            <a href="https://github.com/alam00000/bentopdf" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">BentoPDF Docker Namespace Restored</span>
                    <span class="card__desc">Original Docker Hub namespace recovered after investigation. No malicious activity found. Self-hosted PDF toolkit for merge, split, convert, and watermark.</span>
                </div>
            </a>

            <a href="https://github.com/ralph/Spotifly" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Spotifly &mdash; Lightweight Spotify Player for macOS</span>
                    <span class="card__desc">Native SwiftUI Spotify client with recently played, queue management, and search. Installable via Homebrew.</span>
                </div>
            </a>


            <!-- ==================== FEEDBACK ==================== -->

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