A research team has released Einstein, an exploitation pipeline that automatically builds data-only attacks by tracking attacker-controllable data flowing into security-sensitive syscall arguments, such as execve or write. Rather than modeling application-specific logic, Einstein works generically against any program's syscall interface, and the team reports it can generate a surprisingly large number of working exploits against real-world software.
usenix.org
· 2026-09-23
Linear's engineering team reworked its continuous integration system after the CTO flagged rising costs and slow test cycles, a problem intensified by developers using AI agents to write code far faster than CI could validate it. By switching to faster third-party runners and adopting the native TypeScript compiler tsgo, along with reducing redundant setup and optimizing gating jobs, Linear cut pull request wait times from over six minutes to just over five and roughly halved runner time per test, even as its test suite nearly quadrupled in size.
linear.app
· 2026-09-21
A leadership commentary argues that many organizations' hiring struggles stem not from a shortage of qualified candidates but from internal systems designed to filter people out rather than develop them. The piece draws on executive-coaching insight that current hiring outcomes are simply the predictable result of how the system was built.
fastcompany.com
· 2026-09-18
Tangle is a new tool that lets users visually construct, clone, and edit machine learning pipelines through a drag-and-drop interface. It offers a library of reusable components that users can combine or customize, and also supports adding custom modules to fit specific workflows.
tangleml.com
· 2026-09-02
Moniepoint's Cloud Engineering team, led by Celestina Amadi, migrated its Kafka deployment from manually managed VMs running Docker Compose to Strimzi, a Kubernetes-native way of running Kafka. The change was made proactively, not in response to an outage, after the team recognized that the VM-based setup—which required SSH access and manual port-forwarding for even small configuration changes—could not scale to support Moniepoint's payment and savings products.
engineering.moniepoint.com
· 2026-08-28
Amazon is shutting down Mechanical Turk, the marketplace it launched in 2005 where businesses paid workers small sums to complete tasks like data labeling and surveys. The platform quietly built the infrastructure and workforce model that later became essential for training AI systems on human-generated data.
fastcompany.com
· 2026-08-26
A proposed technique lets websites detect AI agents through HTTP Accept headers and respond with stripped-down Markdown instead of full HTML pages. This version omits navigation bars, stylesheets, scripts, and layout elements, leaving only the core textual content for automated systems to process.
acceptmarkdown.com
· 2026-08-26
GoKawiil