SShortSingh.
Back to feed

Anthropic AI builds bootable OS kernel from scratch in 38 minutes unassisted

0
·1 views

An Anthropic AI model constructed a minimal but functional operating-system kernel starting from an empty folder, completing the task in approximately 38 minutes across around 200 autonomous iterations. The kernel successfully boots inside an emulator and passes its own built-in tests — work that typically demands months of effort from specialist engineers. The model operated in an agentic loop, writing code, reading compiler errors, and self-correcting until the kernel ran, with no human intervention. Notably, the session had to switch to an older model midway because the original had been export-suspended by regulators — the very capability demonstrated being a reason for its withdrawal. Experts caution that this represents a single documented success story, and questions remain about reliability, failure rates, and performance on real hardware.

Read the full story at DEV Community

This is an AI-generated summary. ShortSingh links to the original source for the complete article.

Discussion (0)

Log in to join the discussion and vote.

Log in

Related stories

0
ProgrammingDEV Community ·

AI Will Reshape Software Development Roles, Not Replace Developers

A developer opinion piece argues that AI tools will not replace software engineers but will significantly transform their responsibilities. While modern AI can write code, fix bugs, generate tests, and review pull requests, it still lacks the judgment needed for architectural decisions, stakeholder communication, and understanding business context. The author contends that coding is often the easiest part of software engineering, and that higher-order skills like system design, security, and product thinking will grow in importance. Developers who actively leverage AI for repetitive tasks are expected to gain a productivity edge over those who do not. The piece frames AI as the latest in a long line of technological shifts — similar to the move from assembly language to cloud infrastructure — that redefine rather than eliminate the developer role.

0
ProgrammingDEV Community ·

Developer Builds Free English-Assamese Dictionary With 293,000 Words on Edge Infrastructure

A developer has launched AssameseDictionary.org, a free bilingual digital lexicon mapping over 293,000 English and Assamese words, including translations, phonetic transliterations, definitions, usage examples, and synonyms. To handle the dataset's scale without latency or high server costs, the platform was built on Cloudflare Workers and a global Key-Value store, routing queries to edge locations nearest to each user. The frontend uses vanilla HTML5, ES6 JavaScript, and Tailwind CSS hosted on Cloudflare Pages, avoiding heavy frameworks to keep performance lean. The platform also functions as a Progressive Web App, enabling offline access via service workers for users in low-connectivity environments. A native Android app built on the same serverless architecture is currently in development and expected to reach the Google Play Store soon.

0
ProgrammingDEV Community ·

Critical RCE Flaw in Progress Kemp LoadMaster Allows Pre-Auth System Takeover

A critical remote code execution vulnerability, tracked as CVE-2026-8037, has been identified in Progress Kemp LoadMaster, a widely used enterprise load balancing and application delivery solution. The flaw originates from uninitialized heap memory, which attackers can exploit to corrupt data structures and redirect program execution without requiring valid credentials. Because the exploit requires no prior authentication, conventional perimeter defenses offer little protection against it. Successful exploitation could lead to full system compromise, including data theft, ransomware deployment, and operational disruption. Organizations running affected versions are urged to apply patches immediately to close the exposure window.

0
ProgrammingDEV Community ·

Developer Details GraphQL and CQRS Architecture Used in Production EMR System

Software developer Erwin Wilson Ceniza published a technical deep dive on July 2, 2026, detailing the GraphQL architecture powering a production electronic medical records system. The system uses HotChocolate's code-first approach to serve three separate portals from a single unified schema. Key architectural decisions include BatchDataLoaders to prevent N+1 query problems and a CQRS pattern combined with a transactional outbox for handling mutations reliably. Security is enforced at the resolver level through custom middleware attributes, while Apollo Federation is employed to future-proof the graph for scalability. The article also covers GraphQL client implementation on mobile using Ionic, sharing query logic across all three portals.

Anthropic AI builds bootable OS kernel from scratch in 38 minutes unassisted · ShortSingh