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    <title>Digest — March 31, 2026</title>
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            <header class="page-header content-item">
                <span class="page-header__date">March 31, 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-powered tax filing, a Rust database client, and MCP tools for Google Ads. Plus Perplexity opens up its full agent stack.</p>

            <a href="https://jupid.com" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Jupid — File your taxes with Claude Code</span>
                    <span class="card__desc">Connects your bank, learns every vendor relationship once and remembers forever. Maps transactions to IRS Schedule C categories (~96% accuracy), finds missed deductions ($1,249/yr average). Works with Claude Code, Cursor, Telegram, WhatsApp. Raw bank data never touches AI providers.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 509</span>
                        <span>&middot;</span>
                        <span>jupid.com</span>
                    </div>
                </div>
            </a>

            <a href="https://qoredb.com" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">QoreDB — Fast database client built with Rust</span>
                    <span class="card__desc">One app for 9 databases: PostgreSQL, MySQL, MongoDB, Redis, SQLite, DuckDB, SQL Server, CockroachDB, MariaDB. Local-first with encrypted vault for credentials. Smooth scrolling through 100K rows, SSH tunnels, production safety guards. Core is Apache 2.0.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 100</span>
                        <span>&middot;</span>
                        <span>qoredb.com</span>
                    </div>
                </div>
            </a>

            <a href="https://www.hireotto.com/googleadsmcp" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Google Ads MCP Server — Run ads from Claude</span>
                    <span class="card__desc">Hosted, remote MCP server to launch and manage Google Ads from Claude or any MCP client. Opinionated with practitioner defaults and policy-safe settings baked in. No Google Cloud setup, no JSON edits.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 136</span>
                        <span>&middot;</span>
                        <span>hireotto.com</span>
                    </div>
                </div>
            </a>

            <a href="https://autoglm.z.ai/autoclaw" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">AutoClaw — One-click OpenClaw setup by Z.AI</span>
                    <span class="card__desc">Run OpenClaw locally with no API key required. Download and start immediately. Uses GLM-5-Turbo optimized for tool calling and multi-step tasks. Fully local &mdash; your data never leaves your machine.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 96</span>
                        <span>&middot;</span>
                        <span>z.ai</span>
                    </div>
                </div>
            </a>

            <a href="https://www.metabase.com/product/data-studio/" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Metabase Data Studio — Semantic layer for AI analytics</span>
                    <span class="card__desc">Define metrics once so everyone (including AI) uses the same definitions. Transform raw tables with SQL or Python, see dependencies before changing anything. Publish trusted metrics to your Library. Open source.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 140</span>
                        <span>&middot;</span>
                        <span>metabase.com</span>
                    </div>
                </div>
            </a>

            <a href="https://docs.perplexity.ai" class="card card--ph content-item">
                <img class="card__favicon" data-size="32" alt="">
                <div class="card__content">
                    <span class="card__title">Perplexity API Platform — Full agent stack</span>
                    <span class="card__desc">Multi-provider model access, real-time search on 200B+ URLs, and SOTA embeddings. One key, one bill, direct provider pricing. Search API, Agent API, and upcoming code execution sandbox.</span>
                    <div class="card--ph__meta">
                        <span class="card--ph__votes">&#9650; 195</span>
                        <span>&middot;</span>
                        <span>docs.perplexity.ai</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>
                <a href="https://reddit.com/r/artificial" class="source-tag">r/artificial</a>
            </div>

            <p class="section-intro content-item">Anthropic's Claude Code source code leaked via npm, the biggest AI security story of the day. OpenAI closes a record $122B round, and new 1-bit LLMs push the boundaries of local inference.</p>

            <a href="https://gizmodo.com/source-code-for-anthropics-claude-code-leaks-at-the-exact-wrong-time-2000740379" 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 Code source code leaked via npm sourcemap</span>
                </div>
                <div class="card--featured__body">
                    <p>Anthropic accidentally shipped a 59.8MB .map file in Claude Code v2.1.88 on npm, exposing ~512,000 lines of TypeScript across 1,900 files. Discovered by a Solayer Labs intern at 4:23am ET and mirrored across GitHub within hours.</p>
                    <p>The leak revealed internal model codenames (Capybara = Claude 4.6 variant, Fennec = Opus 4.6, Numbat still in testing), the full multi-agent orchestration architecture, coordinator mode, tool system, and extensive telemetry/sentiment tracking. Community members have already rebuilt working executables from the source. Second major Anthropic data exposure in days, following the Mythos/Capybara CMS leak.</p>
                </div>
                <div class="card--featured__meta">
                    <span>gizmodo.com</span> &middot; <span>r/LocalLLaMA</span>
                </div>
            </a>

            <a href="https://www.cnbc.com/2026/03/31/openai-funding-round-ipo.html" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">OpenAI closes record $122B funding round at $852B valuation</span>
                    <span class="card__desc">Update: The $110B round expanded to $122B with Amazon, Nvidia, and SoftBank participating. Largest private funding round in Silicon Valley history. IPO anticipation growing. Valuation up from $840B to $852B.</span>
                </div>
            </a>

            <a href="https://fortune.com/2026/03/31/anthropic-source-code-claude-code-data-leak-second-security-lapse-days-after-accidentally-revealing-mythos/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Claude Mythos benchmarks surface amid Anthropic's rough week</span>
                    <span class="card__desc">Following the Mythos CMS data leak last week, alleged benchmark scores for Anthropic's unreleased model appeared on X today. Combined with the Claude Code source leak, Anthropic faces its biggest security crisis yet.</span>
                </div>
            </a>

            <a href="https://prismml.com/news/bonsai-8b" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">PrismML Bonsai 8B — First commercially viable 1-bit LLM</span>
                    <span class="card__desc">True 1-bit quantization across the entire network (embeddings, attention, MLPs, output). Fits in 1.15GB of memory &mdash; 12-14x smaller than peers. Runs at 440 tok/s on a 4090, 136 tok/s on M4 Pro, ~44 tok/s on iPhone. 4-5x more energy efficient. Apache 2.0. 4B and 1.7B variants also released.</span>
                </div>
            </a>

            <a href="https://huggingface.co/agentscope-ai/CoPaw-Flash-9B" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">CoPaw-9B — Alibaba's official agentic finetune of Qwen3.5 9B</span>
                    <span class="card__desc">On par with Qwen3.5-Plus on some benchmarks despite being a 9B model. Built for tool calling and agent workflows. Available on HuggingFace from the AgentScope team.</span>
                </div>
            </a>

            <a href="https://huggingface.co/LiquidAI/LFM2.5-350M" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Liquid AI LFM2.5-350M — Agentic loops at 350M parameters</span>
                    <span class="card__desc">Under 500MB quantized. Trained on 28T tokens with scaled RL. Outperforms Qwen3.5-0.8B on most benchmarks while being faster and more memory efficient. Reliable function calling and agent workflows on CPU, GPU, and mobile.</span>
                </div>
            </a>

            <p class="section-intro content-item">Quick hits from AI research and policy.</p>

            <a href="https://www.livescience.com/technology/quantum/quantum-computers-need-just-10-000-qubits-not-the-millions-we-assumed-to-break-the-worlds-most-secure-encryption-algorithms" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Quantum computers need just 10,000 qubits to break encryption</span>
                    <span class="card__desc">New research dramatically lowers the qubit threshold for breaking current encryption, from millions to just 10,000. Significant implications for post-quantum cryptography timelines.</span>
                </div>
            </a>

            <a href="https://ktla.com/news/california/newsom-signs-executive-order-requiring-ai-companies-to-have-safety-privacy-guardrails/" class="card card--link is-compact content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Newsom signs AI safety and privacy executive order</span>
                    <span class="card__desc">California governor signs executive order requiring AI companies to implement safety and privacy guardrails.</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">Real-time Deforum is here, a lightweight on-device diffusion model, and a clever VRAM paging tool for ComfyUI.</p>

            <a href="https://reddit.com/r/StableDiffusion/comments/1s8zt9o/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Real-time Deforum has been achieved</span>
                    <span class="card__desc">The Deforum team announces they've achieved real-time generation internally. A major milestone for AI-driven animation workflows that previously required minutes per frame.</span>
                </div>
            </a>

            <a href="https://github.com/ByteVisionLab/DreamLite" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">DreamLite — 0.39B on-device diffusion model</span>
                    <span class="card__desc">Lightweight unified model supporting both text-to-image generation and text-guided image editing in a single network. Built on pruned mobile U-Net backbone. Small enough to run on phones.</span>
                </div>
            </a>

            <a href="https://github.com/willjriley/vram-pager" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">vram-pager — Run full-precision models on 16GB GPUs</span>
                    <span class="card__desc">Open-source ComfyUI node that compresses model weights to INT8 for PCIe transfer and decompresses on GPU. Got Wan 2.2 14B running on a 4090 16GB where it was previously crashing. Works with LoRAs.</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">Critical Jellyfin security patch, a self-hosted Tailscale alternative, and the growing OpenClaw security crisis.</p>

            <a href="https://github.com/jellyfin/jellyfin/releases/tag/v10.11.7" class="card card--featured content-item">
                <div class="card--featured__header">
                    <img class="card__favicon" data-size="28" alt="">
                    <span class="card--featured__title">Jellyfin 10.11.7 — Critical security fixes, update immediately</span>
                </div>
                <div class="card--featured__body">
                    <p>The Jellyfin team dropped v10.11.7 with a stark warning: "This release contains several extremely important security fixes." Vulnerabilities will be disclosed in 14 days per their security policy. All versions prior to 10.11.7 are affected.</p>
                </div>
                <div class="card--featured__meta">
                    <span>github.com</span> &middot; <span>r/selfhosted</span>
                </div>
            </a>

            <a href="https://github.com/octelium/octelium" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">Octelium v0.29 — Self-hosted alternative to Teleport, Tailscale, and Cloudflare Tunnel</span>
                    <span class="card__desc">Now with web console for management and real-time monitoring, SIEM, DNS/TLS management, SCIM, and encryption at rest. Enterprise version moved to public GitHub repo. Unified zero-trust access for all your services.</span>
                </div>
            </a>

            <a href="https://reddit.com/r/selfhosted/comments/1s9786d/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">500,000 OpenClaw instances exposed on the public internet</span>
                    <span class="card__desc">30,000 with known security risks, 15,000 exploitable. 341 malicious skills found on ClawHub. A UK CEO's instance sold on BreachForums for $25K &mdash; included email, calendar, and file access. Security audit also found 33 vulnerabilities in the framework itself.</span>
                </div>
            </a>

            <a href="https://github.com/argon-analytik/axios-macos-scan" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">axios-macos-scan — Check your Mac for the npm supply chain compromise</span>
                    <span class="card__desc">Free, open-source macOS tool to detect signs of the recent Axios/npm supply chain attack. Simple first-pass check for developers using npm or JavaScript tooling on Mac.</span>
                </div>
            </a>

            <a href="https://reddit.com/r/macapps/comments/1s8i40c/" class="card card--link content-item">
                <img class="card__favicon" data-size="18" alt="">
                <div class="card__content">
                    <span class="card__title">TranscribeX v5.5 — Qwen ASR V3 for local macOS transcription</span>
                    <span class="card__desc">Major accuracy upgrade with Qwen ASR V3 + Aligner. Privacy-focused &mdash; all transcription runs locally. Supports Whisper and Qwen models. 40% off lifetime license.</span>
                </div>
            </a>

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