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    <title>Digest — Mar 11, 2026</title>
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            <header class="page-header content-item">
                <span class="page-header__date">March 11, 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">AI agent tooling dominates today — video editors, generative UI standards, and Claude Code memory tools. Plus a solid macOS text expander update.</p>

            <a href="https://www.usecardboard.com" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Cardboard — Agentic video editor</span>
                    <span class="card__desc">YC W26-backed AI video editor. Describe edits in natural language, AI proposes cuts on timeline. Browser-based with multi-track editing, shot detection, beat sync, voiceover generation, and voice cloning. Exports to Premiere/DaVinci/FCP XML.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 409</span>
                        <span>&middot;</span>
                        <span>usecardboard.com</span>
                    </div>
                </div>
            </a>

            <a href="https://www.openui.com" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">OpenUI — Open standard for Generative UI</span>
                    <span class="card__desc">LLMs respond with interactive UI components (cards, tables, forms, charts) instead of plain text. 67% fewer tokens than JSON, 3x faster rendering. Model-agnostic and framework-agnostic. Open source.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 287</span>
                        <span>&middot;</span>
                        <span>openui.com</span>
                    </div>
                </div>
            </a>

            <a href="https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-embedding-2/" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Gemini Embedding 2 — First natively multimodal embedding model</span>
                    <span class="card__desc">Maps text, images, video, audio, and documents into a single 3072-dim embedding space. Native audio embeddings without transcription. 100+ languages. Matryoshka representation learning for flexible dimensions.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 229</span>
                        <span>&middot;</span>
                        <span>blog.google</span>
                    </div>
                </div>
            </a>

            <a href="https://www.firecrawl.dev/skills" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Firecrawl CLI — Web data toolkit for AI agents</span>
                    <span class="card__desc">Scrape, search, crawl, and browse the web with results written to filesystem. 96% web coverage including JS-heavy pages. Works with Claude Code, Codex, OpenCode. 91K GitHub stars.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 177</span>
                        <span>&middot;</span>
                        <span>firecrawl.dev</span>
                    </div>
                </div>
            </a>

            <a href="https://www.hume.ai/blog/opensource-tada" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">TADA — Open-source TTS with zero hallucinations</span>
                    <span class="card__desc">Speech-language model with 1:1 text-acoustic token alignment. 5x faster than conventional LLM-based TTS. Zero hallucinations by construction. 1B English + 3B multilingual models, designed for on-device deployment.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 121</span>
                        <span>&middot;</span>
                        <span>hume.ai</span>
                    </div>
                </div>
            </a>

            <a href="https://codeyam.com" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">CodeYam CLI & Memory — Memory management for Claude Code</span>
                    <span class="card__desc">Background agent reviews coding session transcripts, identifies confusion patterns, and generates targeted Claude Rules with path scoping. Prevents repeated mistakes and stale CLAUDE.md files. Free, local, no login.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 118</span>
                        <span>&middot;</span>
                        <span>codeyam.com</span>
                    </div>
                </div>
            </a>

            <a href="https://elves.dev" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">ELVES — Multi-agent workspace for Claude Code & Codex</span>
                    <span class="card__desc">Each task in its own git worktree. SQLite-backed memory with relevance decay. Skills and MCP server management via UI. Telemetry dashboards for token usage and session timelines. All local, MIT licensed.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 107</span>
                        <span>&middot;</span>
                        <span>elves.dev</span>
                    </div>
                </div>
            </a>

            <a href="https://ergonis.com/en/typinator/" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Typinator 10 — macOS text expander, now with iOS companion</span>
                    <span class="card__desc">Major update with new iOS companion app. Multi-device sync (cloud-agnostic — iCloud, NAS, Dropbox). Apple Intelligence integration for creating and translating expansions. One-time purchase ($39.99).</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 103</span>
                        <span>&middot;</span>
                        <span>ergonis.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>
            </div>

            <p class="section-intro content-item">Anthropic's recursive self-improvement is no longer theoretical. M5 Max ships with stunning local inference numbers. Nvidia commits $26B to open-weight models.</p>

            <a href="https://time.com/article/2026/03/11/anthropic-claude-disruptive-company-pentagon/" class="card card--featured content-item">
                <div class="card--featured__header">
                    <img class="card__favicon" data-size="28" alt="">
                    <span class="card--featured__title">70-90% of Anthropic's Code Now Written by Claude</span>
                </div>
                <div class="card--featured__body">
                    <p>Behemoth TIME profile reveals recursive self-improvement is "a present phenomenon." Anthropic revenue nearly doubled to $20B annualized pace. Enterprise share hit 20% (from 4% a year ago) while OpenAI fell from 50% to 27%.</p>
                    <p>Fully automated AI research could be roughly one year away. The piece frames Anthropic as the most disruptive company in Silicon Valley right now.</p>
                </div>
                <div class="card--featured__meta">
                    <span>time.com</span> &middot; <span>r/singularity</span>
                </div>
            </a>

            <a href="https://reddit.com/r/LocalLLaMA/comments/1rqnpvj/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Apple M5 Max Ships Today — First LLM Benchmarks</span>
                    <span class="card__desc">Qwen3.5-122B-A10B 4-bit: 881 t/s prompt processing, 65.9 t/s generation at 4K context on M5 Max 128GB. Massive upgrade for local inference. Community benchmarking in full swing.</span>
                </div>
            </a>

            <a href="https://www.wired.com/story/nvidia-investing-26-billion-open-source-models/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Nvidia Disclosed $26B Investment in Open-Weight AI Models</span>
                    <span class="card__desc">Largest single commitment to open-weight model development in AI history. Strategy: commoditize your product's complement — free models keep CUDA as the default inference target.</span>
                </div>
            </a>

            <a href="https://developer.nvidia.com/blog/introducing-nemotron-3-super-an-open-hybrid-mamba-transformer-moe-for-agentic-reasoning/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Nemotron 3 Super — 120B MoE Hybrid Mamba-Transformer</span>
                    <span class="card__desc">12B active params, 5x throughput vs previous. 1M token context via Mamba-2 linear-time layers. Pretrained on 25T tokens in NVFP4 (Blackwell-optimized). Fully open: weights, datasets, and recipes.</span>
                </div>
            </a>

            <a href="https://9to5mac.com/2026/03/11/perplexitys-personal-computer-is-a-cloud-based-ai-agent-running-on-mac-mini/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Perplexity's "Personal Computer" — Always-On Mac Agent</span>
                    <span class="card__desc">AI agent running on Mac mini with local file and app access, AI processing on Perplexity servers. Controllable from any device. Perplexity Max subscribers only ($200/mo), waitlist.</span>
                </div>
            </a>

            <a href="https://github.com/ggml-org/llama.cpp/commit/acb7c790698fa28a0fbfc0468804926815b94de3" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">llama.cpp Adds Reasoning Budget Support</span>
                    <span class="card__desc">Counts thinking tokens and forces termination at budget. Prevents reasoning models from spiraling into 2000-token think loops on simple questions.</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's Anima model gets a major upgrade, LTX Desktop adds Linux support, and Xiaohongshu drops a competitive open-source image editor.</p>

            <a href="https://huggingface.co/circlestone-labs/Anima" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Anima Preview 2 — ComfyUI's In-House Model Gets Major Upgrade</span>
                    <span class="card__desc">2B text-to-image model from Comfy Org. Preview 2 brings better natural language comprehension, improved finetuning robustness, and longer training for character knowledge. Community reports significant improvement in creativity and steerability.</span>
                </div>
            </a>

            <a href="https://ltx.io/ltx-desktop" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">LTX Desktop — Linux Support Coming, Community Fork Hits 6GB VRAM</span>
                    <span class="card__desc">Update: Official team shipping Linux support and IC-LoRA integration. Community's WanGP fork reduces VRAM requirement from 32GB to 6GB. Adding Claude Code skills for contributor alignment.</span>
                </div>
            </a>

            <a href="https://github.com/FireRedTeam/FireRed-Image-Edit" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">FireRed Image Edit 1.1 — Open-Source SOTA Image Editing</span>
                    <span class="card__desc">Xiaohongshu's editing model based on Qwen Image. SOTA identity consistency, 10+ element fusion, comprehensive portrait makeup. Results rival closed-source models. Free ComfyUI workflow available.</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">macOS utilities and open-source updates — a Tahoe-native clipboard manager, Apple Intelligence as a local API server, and OBS gets a big streaming upgrade.</p>

            <a href="https://apps.apple.com/nl/app/clipdoc/id6759217885?mt=12" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">ClipDoc — macOS 26 Clipboard Manager</span>
                    <span class="card__desc">Built exclusively for macOS Tahoe. OCR for images, file copy/move from Finder, preview/save/share, drag-as-files. Freemium with $2.99 one-time for unlimited storage.</span>
                </div>
            </a>

            <a href="https://github.com/gety-ai/apple-on-device-openai" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Apple Intelligence as an OpenAI-Compatible API Server</span>
                    <span class="card__desc">SwiftUI app turns Apple Intelligence into a local OpenAI-compatible API. Point any client at localhost:11535 — no API key, fully on-device. Runs as GUI app to avoid Apple's CLI rate limits. Free, open source.</span>
                </div>
            </a>

            <a href="https://www.drivevault.io/" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">DriveVault — Offline Hard Drive Cataloging for macOS</span>
                    <span class="card__desc">Scan external drives once, search forever. Visual previews, metadata capture, drive comparison. Modern alternative to CDFinder/NeoFinder.</span>
                </div>
            </a>

            <a href="https://github.com/obsproject/obs-studio/releases/tag/32.1.0" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">OBS Studio 32.1.0 Adds WebRTC Simulcast</span>
                    <span class="card__desc">Stream multiple quality tiers without server-side transcoding. Cheaper self-hosted streaming with E2E encryption support.</span>
                </div>
            </a>

            <a href="https://devpadapp.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">devPad — Slide-Out Dev Panel for macOS</span>
                    <span class="card__desc">Split browser, code editor, AI chat, and 14 built-in developer tools in one slide-out panel. Lifetime license.</span>
                </div>
            </a>


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