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API Pipeline Development

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Security-First Approach to API Pipeline Development with Zero-Trust Architecture

arXiv:2606.09062v1 Announce Type: new Abstract: Modern enterprises face an accelerating onslaught of API-targeted threats amid a rapidly expanding attack surface. Record volumes of software vulnerabilities continue to accelerate dramatically, with 28,818 CVEs disclosed in 2023 (a 38% jump from 2022) and 40,009 CVEs in 2024 (another 38% increase), while the average time-to-exploit (TTE) of new flaws shrank to mere days (approximately 5 days in 2023, down from 32 days in 2021). At the same...

arXiv CS 1d ago

If Claude Fable stops helping you, you'll never know

I didn't expect to read this in a model card. Fable 5 model card : we’ve implemented new interventions that limit Claude’s effectiveness for requests targeting frontier LLM development (for example, on building pretraining pipelines, distributed training infrastructure, or ML accelerator design). Using Claude to develop competing models already violates our Terms of Service, but enforcing this restriction through our safeguards avoids accelerating the actors most willing to violate these terms.

Hacker News 16h ago

Gooey: A GPU-accelerated UI framework for Zig

A GPU-accelerated UI framework for Zig, targeting macOS (Metal), Linux (Vulkan/Wayland), and Browser (WASM/WebGPU). Join the Gooey discord Early Development: API is evolving. Example app built with Gooey — chat-zig, an Anthropic Claude client using the Zig 0.16 std.

Hacker News 6d ago

PlayStation Architecture

Supporting imagery A quick introduction Sony knew that 3D hardware could get very messy to develop for. Thus, their debuting console will keep its design simple and practical… Although this may come at a cost!

Hacker News 7d ago

ADK Arena: Evaluating Agent Development Kits via LLM-as-a-Developer

Announce Type: new Abstract: The rapid proliferation of Agent Development Kits (ADKs), SDK-level frameworks for building LLM-powered autonomous agents, has outpaced any empirical understanding of how framework choice affects agent performance. We propose \textbf{LLM-as-a-Developer}, a methodology that replaces human developers with an LLM coding agent that learns each framework's API from documentation, writes agent code, and iteratively repairs it through a validate-and-feedback loop until...

arXiv CS 5d ago

DRS-OSS: A Diff-Risk Scoring Tool for Continuous Integration Workflows

Announce Type: replace Abstract: Software teams need change-risk scores that can guide continuous integration decisions such as review prioritization, test scheduling, and downstream validation before risky changes are merged or released. However, open-source teams often lack deployable tools for surfacing these risk signals in everyday CI workflows. We present DRS-OSS, an open-source diff-risk scoring tool for continuous integration workflows.

arXiv CS 1d ago

Rethinking Search as Code Generation

Rethinking Search as Code Generation Evolving search from monolithic services to programmable primitives for the era of agent harnesses. Search is a core primitive for AI systems. Frontier models grow more capable by the month, but they still need access to fresh, accurate, and well-curated knowledge from the wider world.

Hacker News 7d ago

Microsoft and Mayo Clinic unveil a new ‘safe and trusted’ AI for healthcare

The organisations said the model is being initially deployed within Mayo Clinic’s clinical environment, where it can be tested and refined through real-world use. Microsoft and the nonprofit American academic medical centre Mayo Clinic are developing a new artificial intelligence (AI) model designed specifically for healthcare, in a move aimed at supporting patients, clinicians and consumers, according to an announcement. The organisations said the model will combine Mayo Clinic’s medical...

Euronews 6d ago

Flipper Zero Zig Template

A modern, production-ready template for developing Flipper Zero applications using the Zig programming language. This project provides a streamlined build system that integrates Zig with the Flipper Zero SDK, enabling developers to write type-safe, memory-safe applications for the Flipper Zero platform. This template bridges Zig's powerful build system and language features with the Flipper Zero firmware development kit.

Hacker News 9d ago

My automated doubt development process

This process originated out of a lack of trust. I lost trust early in my AI-assisted development due to allowing our LLM partners to do too much, too quickly and without the standard engineering practices I had come to internalize. Trust was regained by automating as much doubt as I could muster.

Hacker News 2d ago