Tech News
← Home  ·  All topics

Engineering

83 GoKawiil briefs on this topic

Developer reflects on burnout as AI coding tools reshape software engineering

A programmer describes a personal breakdown driven by anxiety over generative AI's impact on creative and technical work, particularly coding. They argue AI art is easy to dismiss as inferior, but AI-assisted programming poses a harder challenge because large language models have become genuinely competent at generating code, forcing every developer to decide how to respond.

Developer revisits Apple Neural Engine reverse-engineering as M5 folds NPU into GPU

A developer who abandoned reverse-engineering Apple's Neural Engine (ANE) three years ago has resumed the project, this time focused on mapping its full internal architecture rather than making it usable via a Linux driver. The renewed effort was prompted by Apple's M5 chip, which emphasizes LLM performance and integrates ANE cores directly into the GPU, signaling the decline of the standalone neural processing unit design that began with the A11 Bionic in 2017.

Researchers warn AI systems are highly effective at manipulating people, not just machines

At Black Hat USA 2026, security researcher Fred Heiding and former US National Cyber Director Chris Inglis presented findings showing AI's growing role in social engineering scams, which the FBI says cost Americans nearly $21 billion last year. Heiding argued that while AI can be used to defend against AI-driven technical attacks, it cannot easily counter AI's ability to psychologically manipulate humans.

Developer finds GPT-6 'Astra' burns billions of tokens with no usable code output

A software engineer tested OpenAI's GPT-6 Astra model by setting up an autonomous 'software factory' where the model managed its own workflow, context and subagents to build a Python variant with virtual threads and lexical scoping. After roughly 35 hours and about 4 billion tokens consumed, the effort produced nothing usable and taught the author little about how to actually apply the model to real software engineering work.

Researchers reverse-engineer Claude Code Web's hidden Firecracker-based hosting platform

Engineers building the ArcBox sandbox platform used standard Linux debugging tools like strace and objdump inside a live Claude Code Web session to inspect its runtime. They discovered the environment runs on Firecracker microVMs, identical to the technology behind AWS Lambda and Fargate, complete with hardcoded ACPI signatures, minimal 4-vCPU/16GB instances, and an unstripped Go binary called environment-manager pointing to a previously undocumented Anthropic internal deployment platform.

Malone Lam pleads guilty in $245 million crypto theft ring formed via Minecraft meetups

Malone Lam, a 22-year-old Singaporean living in Miami, has pleaded guilty to racketeering charges tied to a cybercrime ring that allegedly stole and laundered hundreds of millions in cryptocurrency. Prosecutors say the 12-member group, which reportedly first connected through Minecraft before meeting in person in 2023, targeted wealthy crypto holders using social engineering, with individual thefts ranging from $800,000 to a single $245 million heist. Lam now faces up to 20 years in prison, with sentencing still pending.

Developer reverse-engineers Egret GT e-scooter, rewrites display firmware in Rust

A hobbyist took apart an Egret GT electric scooter, examined its Bluetooth app and firmware update mechanism, and discovered a way to bypass its PIN lock via a hidden firmware update mode. He also found the scooter silently transmits unlisted telemetry data, including driving-mode duration, motor current, battery voltage and charge history, and went on to write custom Rust firmware for the scooter's display unit.

AdaptHealth confirms 4.1 million people's data exposed in ShinyHunters breach

AdaptHealth has confirmed that a cyberattack discovered in July, linked to the ShinyHunters group, exposed personal and health data belonging to about 4.1 million patients. The company says attackers gained access on June 5 through a social engineering attack that compromised a third-party contractor's privileged account, reaching cloud-based patient management and record systems. Exposed data includes names, contact and demographic details, health insurance information, and health records.

IEEE Spectrum Careers Newsletter Offers Roadmap for Engineers Facing Layoffs

A careers newsletter produced by IEEE Spectrum in partnership with Parsity shares personal advice for engineers navigating job loss, drawing on the author's own experience of being laid off from a management role while juggling a new business and family responsibilities. The piece emphasizes emotional resilience, reminding readers that professional identity as an engineer persists beyond employment status, and outlines practical first steps such as pausing before job hunting and cutting unnecessary expenses.

Security industry's 'hacker identity' culture undermines systemic defense work

An essay contrasts two mindsets in security engineering: those who treat security as a personal identity built around cleverness and outsider status, versus those focused on systemic, structural defense work. The piece argues that the hacker ethos of prizing surprising vulnerability discoveries, while culturally dominant and rewarded at conferences and in careers, biases the field toward reactive discovery rather than durable prevention.

Reverse-engineered Stuxnet source code published on GitHub

An anonymous security researcher has reconstructed and released a reverse-engineered version of Stuxnet's source code on GitHub, complete with build instructions. Stuxnet was the malware that sabotaged centrifuges at Iran's Natanz nuclear facility by targeting Siemens industrial controllers while masking the damage from plant operators.

Long-acting drug engineering aims to replace daily pills with rare doses

Researchers are redesigning drug molecules and delivery systems so a single injection or implant can maintain therapeutic effects for weeks, months, or even years instead of requiring daily dosing. Techniques include chemical modifications that slow drug breakdown, polymer depots, and implantable devices that release medication gradually over extended periods.