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EAWheel

<h2>Must know</h2>
<ul>
<li><strong>Google 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 issue: different embedding models produce incompatible vector spaces, making migration difficult and creating a hidden form of vendor lock-in, as reported on February 22, 2026. The solution involved re-embedding the entire dataset and a blue/green swap of the Qdrant collection. <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 announced Lakebase, a new PostgreSQL-compatible database specifically designed for AI workloads, on February 22, 2026. It aims to bridge operational database capabilities with Databricks’ data lakehouse architecture, offering a serverless OLTP database with features like instant data branching and pgvector support. This move signifies a growing trend in specialized database solutions for AI. <a href="https://app.daily.dev/posts/56RHAShlB" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>Linux kernel 7.0 rc1 released with succession commentary</strong>: Linus Torvalds released Linux kernel 7.0 rc1, noting the major version bump is purely due to his dislike of large numbers, not a significant feature milestone. The release includes cemented Rust support, faster cache clearing, non-disruptive kernel updates, and updated AMD/Intel silicon support. Torvalds also mused about a future maintainer, referencing the community’s recently developed succession plan. <a href="https://app.daily.dev/posts/cYP8biu57" target="_blank" rel="noopener nofollow">Read more</a></li>
</ul>
<h2>Good to know</h2>
<ul>
<li><strong>Developer productivity hindered by non-coding tasks</strong>: A developer’s 10-second code fix for <code>flash-attention</code> took over 10 hours due to non-coding tasks like fighting sandboxed test environments, CUDA conflicts, and build failures, highlighting how environmental setup and tooling overhead overshadow actual coding. <a href="https://app.daily.dev/posts/OBIqfWI7x" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>Rust RwLock can be slower than Mutex for read-heavy workloads</strong>: A hands-on investigation revealed that <code>RwLock</code> performed ~5x worse than <code>Mutex</code> for a read-heavy LRU tensor cache in Rust due to cache-line ping-pong, suggesting <code>Mutex</code> might be better for very short critical sections. <a href="https://app.daily.dev/posts/rFMs5918e" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>Open source maintainers face burnout</strong>: Open source maintainers are experiencing burnout due to unpaid labor, gift culture, and increasing demands, with AI-generated bug reports adding to the load, prompting calls for systemic support and fair compensation. <a href="https://app.daily.dev/posts/GWGLZT8P1" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>Shuru: local-first microVM sandbox for AI agents on macOS</strong>: Shuru is a new macOS tool using Apple’s Virtualization.framework to create secure, ephemeral Linux microVMs for AI agent workloads, enabling safe execution of AI-generated code without Docker. <a href="https://app.daily.dev/posts/TqgsBjEoV" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>Cybersecurity incidents highlight critical vulnerabilities</strong>: The I2P anonymity network was hit by a Sybil attack, France’s national bank database was breached, and critical zero-days in Ivanti EPMM are being actively exploited, underscoring the persistent threat landscape. <a href="https://app.daily.dev/feed-by-ids?id=BHgNwhGtj&amp;id=KwXUf6bFr&amp;id=VKUMk8xIJ&amp;id=inabaQdpD&amp;id=o7AI4eoNN&amp;id=w9X51Rgws" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>JDK 24 introduces security enhancements</strong>: JDK 24 brings significant security enhancements, including post-quantum cryptography (ML-KEM, ML-DSA), core cryptography improvements, PKI updates, and the permanent removal of the Security Manager. <a href="https://app.daily.dev/posts/TLN02dr7b" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>AI and data job market evolving, not dying</strong>: Despite claims of its demise, the data science job market saw a 130% year-over-year growth in postings, with roles specializing into analyst, ML engineer, and data engineer, though junior hiring has plateaued. <a href="https://app.daily.dev/posts/pY4KPBR3N" target="_blank" rel="noopener nofollow">Read more</a></li>
</ul>
<h2>Bullshit police</h2>
<ul>
<li><strong>Anthropic’s compiler video: more marketing than magic</strong>: Anthropic released a marketing video showcasing Claude autonomously building a C compiler capable of compiling Linux and Doom. Critics, however, are calling out the ‘dishonest framing,’ suggesting the real goal was a stress test of Claude’s extended autonomous operation, not a straightforward demonstration of compiler-building prowess. So, another day, another AI demo that’s less about groundbreaking tech and more about creative editing. <a href="https://app.daily.dev/posts/vGYk0DbTO" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>China’s kung fu robots: the next EV scare tactic</strong>: China showcased Unitree Robotics’ G1 humanoid robots performing martial arts at its Spring Festival Gala, with one article breathlessly claiming ‘China’s Kung Fu Robots Just Changed Everything.’ Apparently, they’re replicating their EV dominance playbook in robotics, targeting sub-$20,000 production costs. Because nothing says ‘technological superiority’ like a robot doing a drunken fist choreography, right? Get ready for another round of ‘the West is falling behind’ narratives. <a href="https://app.daily.dev/feed-by-ids?id=UN40kBCVc&amp;id=hPdh434Wa" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>Neiry’s bio-drones: pigeons with neural implants, what could go wrong?</strong>: Neiry, a deeptech company, announced early real-world testing of ‘bio-drones’—live pigeons fitted with neural interfaces, solar panels, and cameras, guided by mild brain stimulation. They claim ‘privacy compliance’ through on-device processing, but let’s be real, it’s pigeons with brain implants and cameras. What could possibly go wrong with a flock of surveillance birds? Nothing to see here, just ‘infrastructure inspection’ and ‘search-and-rescue.’ <a href="https://app.daily.dev/posts/m7v8MA0Dh" target="_blank" rel="noopener nofollow">Read more</a></li>
</ul>
