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DesignCourse

<h2>Must know</h2>
<ul>
<li><strong>Google's embedding model deprecation causes vendor lock-in</strong>: Google deprecated its <code>text-embedding-004</code> model, rendering thousands of stored vectors unusable for a production RAG-based movie recommender. This highlights a critical vendor lock-in issue: different embedding models produce incompatible vector spaces, making migration a nightmare. The takeaway is to treat embedding models as infrastructure and design for change if you’re persisting embeddings at scale. <a href="https://app.daily.dev/posts/xhDI1zj4i" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>Databricks launches Lakebase for AI workloads</strong>: Databricks launched Lakebase, a new PostgreSQL-compatible database specifically designed for AI workloads. It aims to bridge operational database capabilities with their data lakehouse architecture, offering a serverless, PostgreSQL-based OLTP database with features like instant data branching and pgvector support. This is a significant move to integrate transactional data directly into the Databricks Data Intelligence Platform for real-time ML feature serving and AI agent memory. <a href="https://app.daily.dev/posts/56RHAShlB" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>Uber and OpenAI unveil infrastructure traffic control</strong>: Uber and OpenAI revealed their infrastructure-level traffic control platforms: Uber’s “Global Rate Limiter” handles 80 million requests per second with “probabilistic shedding,” while OpenAI’s “Access Engine” uses a “credit waterfall” for fair access. These systems are crucial for managing the immense scale and potential bottlenecks of AI-driven services, ensuring stability and resource allocation. <a href="https://app.daily.dev/posts/OVoWP2oNj" target="_blank" rel="noopener nofollow">Read more</a></li>
</ul>
<h2>Good to know</h2>
<ul>
<li><strong>OpenAI's codex team leverages AI deeply</strong>: OpenAI’s Codex team operates with deep AI integration for onboarding, PR reviews, testing, refactors, and planning, emphasizing generalists or unconventional deep domain experts in hiring. <a href="https://app.daily.dev/posts/8TOu6Vf1U" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>Shuru: a microVM sandbox for AI agents on macOS</strong>: Shuru is a new local-first microVM sandbox for macOS, designed for AI agent workloads, providing secure, ephemeral, and reproducible environments using Apple’s Virtualization.framework without Docker. <a href="https://app.daily.dev/posts/TqgsBjEoV" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>Kubernetes 1.35 enhances AI/ML workload support</strong>: Kubernetes v1.35 introduces features like workload-aware scheduling with gang scheduling (alpha) and stable in-place Pod resource resize, strengthening its role as an operating system for AI/ML workloads. <a href="https://app.daily.dev/posts/mAyDHBOpw" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>Intel's OpenVINO 2026 improves NPU and LLM support</strong>: Intel released OpenVINO 2026, bringing improved NPU handling and expanded support for large language models, marking a significant update for its open-source AI inference toolkit. <a href="https://app.daily.dev/posts/IGizSZZmf" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>ChatDetector uses LLMs for RM-API misuse detection</strong>: ChatDetector is an LLM-powered system that detects resource management API misuse in software, using a ReAct-inspired framework and two-dimensional prompting to identify security bugs with high precision. <a href="https://app.daily.dev/posts/UGo4Ea1t8" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>Fresh File Explorer for VS Code</strong>: A new VS Code extension, Fresh File Explorer, replaces the standard file explorer to display recently modified files, integrating Git history and pending changes with features like a recency heatmap and one-click restore for deleted files. <a href="https://app.daily.dev/posts/pQedWHBRB" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>Non-coding tasks hinder developer productivity</strong>: A developer's account highlights that a 10-second code fix can take over 10 hours due to non-coding tasks like fighting sandboxed test environments, CUDA version conflicts, and build system issues, which current LLM tools don’t meaningfully assist with. <a href="https://app.daily.dev/posts/OBIqfWI7x" target="_blank" rel="noopener nofollow">Read more</a></li>
</ul>
<h2>Bullshit police</h2>
<ul>
<li><strong>Anthropic's claude compiler video: all hype?</strong>: Anthropic released a marketing video showcasing Claude autonomously building a C compiler capable of compiling Linux, SQLite, Lua, and Doom. Critics, however, claim the video used “dishonest framing,” suggesting the actual goal was a stress test of Claude’s autonomy, not a straightforward compiler-building demo. So, Claude can build a compiler, but can it build a marketing video that isn’t full of it? <a href="https://app.daily.dev/posts/vGYk0DbTO" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>Neiry tests bio-drones: pigeons with neural interfaces</strong>: Neiry, a deeptech company, announced early real-world testing of ‘bio-drones’—live pigeons fitted with neural interfaces, solar panels, and cameras, claiming they can cover 400 km daily for infrastructure inspection and search-and-rescue. Because nothing says “cutting-edge tech” like strapping a neural interface to a bird and calling it a “bio-drone.” Privacy compliance? Sure, if you trust a pigeon with a camera and a brain implant. <a href="https://app.daily.dev/posts/m7v8MA0Dh" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>20-year X veteran falls for phishing scam</strong>: A developer with 20 years of experience on X lost access to their account due to a sophisticated phishing attack, admitting to five key mistakes including acting in a rush and not using an authenticator app for 2FA. It’s a cautionary tale that even seasoned pros can fall for the oldest trick in the book. Maybe next time, they’ll remember that “urgent” email from “X Support” isn’t actually urgent. <a href="https://app.daily.dev/posts/cFsXn3pdx" target="_blank" rel="noopener nofollow">Read more</a></li>
</ul>
