🚀 We should be more ambitious with the software we build
As individual developers gain the ability to build more ambitious systems, trust in software quality is becoming harder to earn. Technical credibility and demonstrable engineering rigor may matter more than impressive output alone.
Dan Luu calls for greater ambition in software engineering, drawing inspiration from Michael Malis and his pgrust project. While the proliferation of AI-generated code has fueled skepticism toward ambitious new projects, Luu argues that some developers are creating genuinely valuable software. His confidence in Malis stems from firsthand knowledge of his engineering skills, not enthusiasm for AI-assisted development.
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🩺 A 10-year-old CNN outperforms frontier LLMs for skin cancer diagnosis
Medical AI should be judged by clinically meaningful outcomes, especially missed cancer diagnoses, rather than model sophistication alone. The comparison raises important questions, though its broader implications depend on dataset quality, methodology, and independent validation.
Dermatologist Dr. Magnus Lynch reports that a decade-old convolutional neural network (CNN) outperformed frontier models GPT-6 Astra and Claude Fable 5.1 in skin cancer diagnosis tests. In one striking case, both language models misclassified an invasive melanoma on the ear as seborrhoeic keratosis. The results challenge the assumption that newer general-purpose AI models necessarily surpass older, specialized systems in medical image analysis.
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🛡️ I refuse to accept a censored Internet. Join Me at FOSDEM 27
The emphasis on vulnerabilities between otherwise secure tools is especially important. For journalists and dissidents, metadata leaks and compromised infrastructure can defeat strong encryption, making end-to-end operational security essential.
The Digital Dissident Devroom at FOSDEM 2027 is calling for talks from developers, researchers, and activists building technologies to protect people against censorship and surveillance. The initiative covers the full security toolchain, including censorship circumvention, private messaging, evidence preservation, anonymous publishing, and device security. Its goal is to strengthen interoperability, establish shared threat models, and foster cross-project collaboration as authoritarian governments deploy increasingly sophisticated internet controls.
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📚 Dolly Parton’s Imagination Library
A recognizable national initiative can raise awareness, but lasting impact depends on local engagement. Community organizations play a crucial role in turning literacy goals into consistent access to books and early reading opportunities.
Dolly Parton’s Imagination Library invites communities to establish local chapters of its early childhood literacy program. The organization provides practical resources, a launch checklist, and guidance from regional and state directors to help new chapters get started. Continued expansion relies on active local participation and sustained community support.
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💸 OpenAI and Anthropic cut their LLM prices by up to 80% within a few months. Why?
Falling inference costs could fundamentally change the economics of token-intensive AI products. The key question is how much of this shift comes from efficiency gains versus competitive pressure and the race to attract developers.
Max Woolf examines steep LLM pricing reductions by OpenAI and Anthropic, with some model prices reportedly dropping by as much as 80% in just a few months. The analysis traces major model releases, including OpenAI’s June 26, 2026 launch of GPT-5.6 Sol and Luna, and explores the widening price gap between premium and lightweight models. Luna is presented as a cost-effective option for applications with tighter inference budgets.
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⌨️ Vim Classic
A human-only maintenance policy sets this fork apart in an increasingly AI-assisted development ecosystem. Its long-term success will depend on delivering security patches and compatibility updates without compromising the stability users expect.
Vim Classic is a long-term support fork of Vim 8.x focused on stability, reliability, and exclusively human-led maintenance. Its inaugural release, Vim Classic 8.3.0, was announced on June 2, 2026, alongside an explicit commitment to avoiding generative AI in development and maintenance. The project provides source code, documentation, mailing lists, and community support channels, while encouraging charitable contributions in honor of Bram Moolenaar’s legacy.
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🔍 I want my Wednesday back
Theoretical exploitability does not automatically translate into reliable attacks against production infrastructure. Emerging exploitation evidence makes patching essential, but security advisories should clearly distinguish observed compromises, attempted exploits, and worst-case scenarios.
A security researcher challenges claims that the critical php2shell vulnerability would inevitably trigger mass exploitation within minutes of disclosure. The analysis details practical obstacles involving PHP worker allocation, load balancing, build-specific constraints, production traffic, and defensive infrastructure. Updates from October 25, 2026 acknowledge exploitation against a low-traffic honeypot and an unverified report of reliable exploitation under load, while emphasizing the additional challenges of attacking busy production systems. The author advocates prompt patching while criticizing exaggerated urgency in vendor messaging.
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🔋 The Slurptop: A home-built luggable that runs on power tool batteries
A compelling example of hardware design prioritizing ergonomics, repairability, and power flexibility over conventional laptop aesthetics. Standard power-tool batteries could be particularly useful in the field, where readily available spares may outweigh portability concerns.
The Slurptop is a custom-built portable computer that combines laptop components with unconventional input devices and a modular power system. It features an AMD Ryzen 7 7730U processor, 64 GB of DDR4 RAM, a 500 GB NVMe SSD, and a 14-inch 1920×1200 display. The design also includes a custom 82-key mechanical keyboard, an integrated trackball, and replaceable Kobalt power-tool batteries, although battery swaps require powering down the system.
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🔐 Indian government sites are serving revoked eMudhra certificates
Revoked TLS certificates can disrupt public services and erode confidence in government digital infrastructure, even when websites remain reachable. Uneven remediation across agencies highlights the potential value of centralized certificate monitoring and coordinated renewal procedures.
A technical investigation identifies Indian government and public-sector websites serving revoked eMudhra TLS certificates. The report catalogs affected domains and their certificate statuses, revealing that some issues have been resolved while others remain outstanding. References to Certificate Transparency logs, SSL Labs, and certificate revocation lists provide supporting evidence for independently verifying the findings.
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