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Related Articles from SNS

Taming System Complexity: Demystifying Software Engineering Agents in Diagnosing Linux Kernel Faults

Announce Type: replace Abstract: The Linux kernel is a critical system, serving as the foundation for numerous systems. Bugs in the Linux kernel can cause serious consequences, affecting billions of users. Fault localization (FL), which aims at identifying the buggy code elements in software, plays an essential role in software quality assurance.

arXiv CS 8d ago

Tokenomics: Quantifying Where Tokens Are Used in Agentic Software Engineering

Computer Science > Software Engineering [Submitted on 20 Jan 2026] Title:Tokenomics: Quantifying Where Tokens Are Used in Agentic Software Engineering View PDF HTML (experimental)Abstract:LLM-based Multi-Agent (LLM-MA) systems are increasingly applied to automate complex software engineering tasks such as requirements engineering, code generation, and testing.

Hacker News 3d ago

Trustworthy AI Software Engineers

arXiv:2602.06310v2 Announce Type: replace Abstract: With the rapid rise of AI coding agents, the fundamental premise of what it means to be a software engineer is in question. In this vision paper, we examine what it means for an AI agent to be considered a software engineer and then critically think about what makes such an agent trustworthy. Grounded in established definitions of SE (SE) and informed by recent research on agentic AI systems, we conceptualise AI software engineers as...

arXiv CS 6d ago

SPOQ: Specialist Orchestrated Queuing for Multi-Agent Software Engineering

Announce Type: new Abstract: Multi-agent AI systems show promise for automating software engineering tasks, yet existing approaches suffer from coordination overhead, quality control gaps, and limited human oversight. We introduce SPOQ (Specialist Orchestrated Queuing), a methodology combining three innovations: (1) wave-based topological dispatch that computes parallel execution waves from task dependency graphs; (2) dual validation gates applying quality metrics before execution (planning...

arXiv CS 7d ago

The End of Software Engineering: How AI Agents Are Fundamentally Restructuring the Software Paradigm

arXiv:2606.05608v1 Announce Type: new Abstract: For over half a century, software engineering has operated on a foundational premise: human engineers decompose problems, encode decision logic into static code, and manually adapt that code as requirements evolve. This paper argues that the emergence of AI agents -- systems where large language models serve as the primary reasoning engine, dynamically generating and discarding code as an instrumental resource -- constitutes not an incremental...

arXiv CS 5d ago

Debugging the Debuggers: Failure-Anchored Structured Recovery for Software Engineering Agents

arXiv:2605.08717v2 Announce Type: replace Abstract: Software engineering agents are increasingly deployed in evaluable engineering environments, yet post-failure recovery remains costly, manual, and ad hoc. Existing systems expose traces or generate follow-up feedback, but they do not convert heterogeneous runtime evidence into grounded, bounded recovery guidance for a subsequent attempt. We present PROBE, a failure-anchored framework for structured recovery in software engineering agents.

arXiv CS 2d ago

Investigating Detection and Obfuscation of Prompt Injection Attacks Against Software Reverse Engineering AI Agents

arXiv:2605.30677v1 Announce Type: new Abstract: Agentic software reverse engineering systems are vulnerable to prompt injection attacks placed into the source code of executable binary files. This research demonstrates defensive tactics for detecting the presences of prompt injection strings in the decompiler output of adversarial example programs.

arXiv CS 9d ago

Federal data on H-1B visa reveals how much base pay Nvidia offers its employees

Federal data on H-1B visas reveals how much Nvidia is paying foreign workers across key roles, underscoring the chipmaker’s determination to attract top talent despite a broader slowdown in tech immigration, according to a report by Business Insider. While rivals like Google and Amazon have back on sponsorship amid the Trump administration’s crackdown, Nvidia obtained certification for roughly 1,200 H‑1B positions in the first half of fiscal 2026 which is up from 1,000 a year earlier. As per...

Times of India 8d ago

Piramidal (YC W24) – Software Engineers – NYC Onsite

We're looking for senior software engineers - frontend, backend, and infra - who are excited about solving difficult problems at the boundary of Foundational AI and Neuroscience. Our core backend and infra stack is Python, Go, and Terraform deployed to various cloud and on-prem, while our frontend stack is React and TypeScript. Bonus points for either: standing up and maintaining reliable streaming systems with a production/ops mindset; or building smooth, data-intensive React UIs with...

Hacker News 7d ago

Human-AI Collaboration and the Transformation of Software Engineering Work

Announce Type: new Abstract: The integration of Generative AI (GenAI) and Agentic AI into software development is reconfiguring software engineering from an activity centered on human authorship of code into a discipline centered on directing, verifying, and governing autonomous and semi-autonomous systems. Drawing on a curated, multi-source evidence base of recent peer-reviewed and archival studies -- including large-scale empirical observations of autonomous coding agents contributing...

arXiv CS 7d ago