<h2>Must know</h2>
<ul>
<li><strong>AI-generated code is a mess, creating more work for developers</strong>: Turns out, AI isn’t quite the productivity panacea we were promised. Startups and small businesses are now hiring developers specifically to clean up the error-prone, insecure, and inefficient code churned out by AI tools, according to multiple reports. Developers are spending more time reviewing and refactoring this ‘AI slop’ than if they’d just written it themselves, leading to increased technical debt. It seems AI is great for boilerplate, but anything complex still needs human brains.</li>
<li><strong>Security vulnerabilities pop up in AI systems and apps</strong>: Several new security flaws highlight the ongoing struggle to secure rapidly evolving tech. An event planning app, Partiful, exposed users’ exact GPS coordinates via profile photo metadata, as reported by TechCrunch. Separately, Perplexity’s Comet AI browser was found vulnerable to ‘CometJacking,’ a prompt injection attack that could extract sensitive user data. Even OpenAI’s Sora AI system has a jailbreak vulnerability, allowing access to sensitive audio recordings, raising questions about AI system robustness.</li>
<li><strong>India’s tech talent pipeline is sputtering</strong>: India’s tech sector is seeing a dramatic drop in entry-level hiring, with graduate placements plummeting from 600,000 to 150,000 in just two years, according to The Register. AI automation is eliminating routine coding jobs, and companies now prefer experienced specialists. This shift is forcing universities to revamp curricula towards AI/ML skills, but it’s a tough road for new grads.</li>
</ul>
<h2>Good to know</h2>
<ul>
<li><strong>Netlify adds AI agents and gateway for developers</strong>: Netlify rolled out Agent Runners, AI agents designed to automate code fixes, updates, and deployments directly from its dashboard, supporting models like Claude, OpenAI, and Gemini, alongside an AI Gateway to consolidate inference management.</li>
<li><strong>Linux 6.18 brings persistent caching and IOMMU updates</strong>: The Linux 6.18 kernel introduces new DeviceMapper (DM) changes, including DM-PCACHE for persistent block device caching, and IOMMU driver updates for Intel, AMD, Apple, and RISC-V platforms, enhancing virtualization and memory management.</li>
<li><strong>Intel orphans numerous Linux software packages</strong>: Following internal restructuring, Intel has orphaned many of its software packages on Debian and Ubuntu, including tools for accelerators, performance monitoring, and power management, raising concerns about future support and compatibility.</li>
<li><strong>Frontend development shifts back to web standards</strong>: A critique of functional programming’s influence on frontend development argues that frameworks like React led to abstractions that fought native browser features, with a recent industry shift towards tools like HTMX and Astro leveraging web standards instead.</li>
<li><strong>Ada and Rust compared for safety and type systems</strong>: An analysis comparing Ada and Rust for Advent of Code puzzles highlights their differing approaches to safety: Ada’s compile-time contracts versus Rust’s ownership and Result/Option types, both aiming for robust software.</li>
<li><strong>C# readonly vs const: a performance lesson</strong>: A production incident revealed that improper use of <code>readonly</code> in C# can cause unexpected memory allocations and performance degradation, emphasizing subtle but critical differences from <code>const</code> that many developers overlook.</li>
<li><strong>Interactive systemd management tool ISD 0.6 released</strong>: ISD 0.6, a text-based user interface for managing systemd units on Linux, has been released with significant bug fixes and stability improvements, making systemd interaction more user-friendly.</li>
</ul>
<h2>Bullshit police</h2>
<ul>
<li><strong>Flock’s gunshot detection now listening for human screams</strong>: Flock Safety, the company behind those highly effective (read: 99% false positive rate) gunshot detection systems, is now expanding its Raven microphones to listen for human distress sounds. Because nothing says ‘public safety’ like ubiquitous audio surveillance that barely works and faces mounting legal challenges for violating eavesdropping laws. What could possibly go wrong when police are alerted by a machine that can’t tell fireworks from gunfire, as happened in Chicago?</li>
<li><strong>Instacrops to demo water-saving AI at TechCrunch Disrupt</strong>: Instacrops, a startup that uses AI and IoT to help farms save water and boost yields, is heading to TechCrunch Disrupt. They claim to process 15 million data points an hour to tell farmers how to irrigate via WhatsApp. Because nothing screams ‘disruption’ like an AI that tells you when to water your plants, especially when it’s backed by the ever-reliable hype machine of TechCrunch.</li>
</ul>
