Software Engineering
Software Engineering news — Monday 26 October 2026
109 stories from 5 sources, every one in English. Each links to its publisher.
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Oldest GUI application that still runs on Windows 11
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The EPA Is Quietly Killing Its Web Archive
Article URL: https://www.motherjones.com/environment/2026/10/epa-online-archive-deletion-zeldin-camp-lejeune-trump-clean-power/ Comments URL: https://news.ycombinator.com/item?id=50249275 Points: 150 # Comments: 21
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A faster way to compute signed 64-bit floor division by constants
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US designates helium as a critical material
Article URL: https://apnews.com/article/energy-critical-materials-minerals-helium-43da160adc1bad389fba0b9ffbd14c3c Comments URL: https://news.ycombinator.com/item?id=50248665 Points: 122 # Comments: 63
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Type Server Protocol
Article URL: https://github.com/microsoft/pylance-release/blob/main/docs/tsp/type-server-protocol.md Comments URL: https://news.ycombinator.com/item?id=50248371 Points: 138 # Comments: 97
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GPT-6.1 Terra
Article URL: https://openai.com/index/introducing-gpt-6-1-terra/ Comments URL: https://news.ycombinator.com/item?id=50248124 Points: 372 # Comments: 225
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Meta Employees Denounce Interference in Brazilian Elections
Article URL: https://www.panamericandispatch.org/p/meta-employees-denounce-interference Comments URL: https://news.ycombinator.com/item?id=50248061 Points: 105 # Comments: 13
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Oldest GUI application that still runs on Windows 11
Article URL: https://blog.enlyth.com/posts/oldest-windows-gui-app-win-11/ Comments URL: https://news.ycombinator.com/item?id=50248055 Points: 171 # Comments: 91
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Less Is More: From 1M Lines of Firmware to 300 of Assembly
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CSS-Tricks has a new owner
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In Leaked Audio, Flock CEO Tells Cops Backlash to the Company Isn't Real
Article URL: https://www.404media.co/in-leaked-audio-flock-ceo-tells-cops-backlash-to-the-company-isnt-real/ Comments URL: https://news.ycombinator.com/item?id=50248005 Points: 176 # Comments: 94
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The result of the C++26 DIS ballot
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Pharo 14 Released
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ChatGPT Keeps Telling People 404 Media Can Solve Their Tech Support Problems
Article URL: https://www.404media.co/chatgpt-keeps-telling-people-404-media-can-solve-their-tech-support-problems/ Comments URL: https://news.ycombinator.com/item?id=50247630 Points: 175 # Comments: 57
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Concerning behavior from a popular open-weight AI model
Article URL: https://cohere.com/blog/concerning-behaviour-popular-open-weight-ai-model Comments URL: https://news.ycombinator.com/item?id=50246658 Points: 205 # Comments: 76
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Stalwart v1.0: The Fastest Mail Server on the Planet
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Web Page Crawler Revealed - Information Camouflage
The story is a technical breakdown attempting to trace a series of crawlers from Contabo GmbH. Edited the title to be more clear. This feels relevant here but I struggled with tagging this. I welcome suggestions for how to tag it better!…
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CSS-Tricks has a new owner
Article URL: https://css-tricks.com/css-tricks-has-a-new-owner/ Comments URL: https://news.ycombinator.com/item?id=50245831 Points: 311 # Comments: 69
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Heavenly delights of hashing numbers under EQUALP
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Microsoft offers mass buyouts for roughly a quarter of its workforce
Article URL: https://www.seattletimes.com/business/microsoft/microsoft-offers-mass-buyouts-for-roughly-a-quarter-of-its-workforce/ Comments URL: https://news.ycombinator.com/item?id=50245524 Points: 389 # Comments: 346
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CSS-Tricks has a new owner!
Yes, I've got the keys to the castle, so to speak. And, even after 12 years of working on the site, I'll admit I'm a little overwhelmed and nervous about that. CSS-Tricks has a new owner! originally handwritten and published with love on…
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Sebastian Raschka's from-scratch video course on building reasoning models
Article URL: https://magazine.sebastianraschka.com/p/building-reasoning-models Comments URL: https://news.ycombinator.com/item?id=50245138 Points: 468 # Comments: 64
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OLED iPad Mini
Article URL: https://www.apple.com/shop/buy-ipad/ipad-mini Comments URL: https://news.ycombinator.com/item?id=50243646 Points: 151 # Comments: 202
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Simple Sudoku Solver in Assembly
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Why is it so expensive to send an email?
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Shadow: Dummy folders, an obvious overflow, and a ROP chain
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Aggro is the Foundation (2022)
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Anthropic S-1
Article URL: https://www.sec.gov/Archives/edgar/data/2130357/000162828026067168/anthropicpbc-sx1.htm Comments URL: https://news.ycombinator.com/item?id=50242939 Points: 1335 # Comments: 1317
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Fixing Tool-Call Accuracy in vLLM
Article URL: https://www.ubicloud.com/blog/fixing-tool-call-accuracy-in-vllm Comments URL: https://news.ycombinator.com/item?id=50242870 Points: 138 # Comments: 64
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Brown student maps the hidden global labor powering AI
Article URL: https://www.brown.edu/news/2026-10-26/ai-data-workers Comments URL: https://news.ycombinator.com/item?id=50242843 Points: 159 # Comments: 138
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From impulse purchase to pocket studio: The M-Vave FM-1
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Websites Should Be Printable
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Gram 3.4.0 released
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What are you doing this week?
What are you doing this week? Feel free to share! Keep in mind it’s OK to do nothing at all, too.
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The Small Web is Huge
Speaker Page: https://pretalx.seagl.org/2026/talk/GQZEUY/ Additional Notes: https://punkto.org/blog/small_web Comments
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Wails v3.0.0 Released
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Pharo 14
Article URL: https://pharo.org/news/2026-10-26-Pharo14Release.html Comments URL: https://news.ycombinator.com/item?id=50241925 Points: 214 # Comments: 52
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Akku.scm 1.2.0 released
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MoLE Protocols
This document defines protocols that instantiate the MoLE architecture: two endorsement protocols, by which a Client proves to a Moderator that it holds an Endorsement from a trusted Anchor without revealing which one, and three credential…
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Websites Should Be Printable
Article URL: https://brennenputh.me/blog/printable-websites/ Comments URL: https://news.ycombinator.com/item?id=50241664 Points: 224 # Comments: 160
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About the compromised eMudhra intermediate CAs
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Switzerland. Block by block. At 1:1 scale
Article URL: https://blocks.manifold3d.ch/ Comments URL: https://news.ycombinator.com/item?id=50240922 Points: 438 # Comments: 208
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OpenLDK: Bringing the Java World into Common Lisp
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Two's a Crowd: Human and AI-Based Copresence for Developers with ADHD
arXiv:2609.21254v3 Announce Type: replace-cross Abstract: Effective collaboration and communication are vital to developer productivity and well-being, yet remain constrained by human factors such as attention, intrinsic motivation, and…
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Automated Multi-Line Bug Repair Using Model Checker Aided LLMs: A Case Study on RISC-V Processors
arXiv:2610.32597v1 Announce Type: cross Abstract: Functional verification of Register-Transfer Level(RTL) designs has become a critical bottleneck in modern semiconductor development, often consuming the majority of project resources…
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Trusting the Tool: Asymmetric Deference of LLM Vulnerability Auditors to Static-Analysis Evidence
arXiv:2610.32876v1 Announce Type: new Abstract: Pipelines that combine large language models (LLMs) with static analysis let the model consume the analyser's output as evidence, but whether the model distinguishes true from false evidence…
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Are LLM-Generated Formal Specifications Faithful to Their Requirements? A Study on Bimodal Formal Specification Generation
arXiv:2610.32053v1 Announce Type: new Abstract: Formal specification generation is a critical step towards formal verification and correctness assurance of software. Recently, large language models have been widely adopted in automatic…
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Improving the Energy-Efficiency of the Code Generated by LLMs through Effective Prompting
arXiv:2610.02571v2 Announce Type: replace Abstract: As AI-assisted programming becomes increasingly mainstream, the environmental impact of AI-generated software has emerged as an important consideration. This motivates evaluating…
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From Faulty Claims to Incorrect Patches: An Empirical Study of Task-Grounded Reasoning in Coding Agents
arXiv:2610.32338v1 Announce Type: new Abstract: Large language model (LLM)-based coding agents increasingly resolve real-world software engineering tasks, yet still fail on many of them. Prior trajectory studies characterize these failures…
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What Open-Source Projects Tell Their Coding Agents: A Census of AGENTS.md and CLAUDE.md
arXiv:2610.31715v1 Announce Type: new Abstract: Coding agents can be guided with instruction files in a repository. We examine this emerging practice through a census of popular, active GitHub repositories in thirteen languages, treating…
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Shorter Is Not Cheaper: A Controlled Comparison of Declarative Animation Specifications and Free-Form Code for LLM-Generated Explanations
arXiv:2610.32129v1 Announce Type: cross Abstract: Chat assistants increasingly answer conceptual questions with interactive, animated explanations, generated either as free-form HTML/JavaScript or as declarative specifications that a fixed…
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When Agents Fail: Model or Harness--Who's to Blame?
arXiv:2610.32483v1 Announce Type: cross Abstract: LLM agents combine models with execution harnesses, so agentic benchmark performance reflects their joint behavior. We argue that harnesses should therefore be evaluated through their…
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CuraLoc: Repository-Level Fault Localization via Planned Code Inspection
arXiv:2610.31809v1 Announce Type: cross Abstract: A bug report describes what went wrong, but rarely where the code should change. Existing repository-level localization methods often let language models iteratively decide what code to…
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Who Verifies the Tools? How Warped Formatters Mislead Agents and Their Verifiers
arXiv:2610.32110v1 Announce Type: cross Abstract: Agents and verifiers often rely on the text a tool prints, and that text can misrepresent what the tool actually did, even when the tool's computation is correct. We saw this happen in a…
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On the Expressive Power of Hook-Indexed State Comprehending State in the React UI Library
arXiv:2610.32925v1 Announce Type: new Abstract: React is currently the most popular JavaScript library for front-end web development. It endows UI components with state via the useState construct, through a mechanism that we name…
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Pairing Matters: Performance, Failures, and Efficiency in Lightweight Coding Agents
arXiv:2610.32131v1 Announce Type: new Abstract: Self-hosting coding agents is often necessary for software-engineering teams that must keep proprietary code and development traces within controlled infrastructure. Lightweight, open-weight…
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OpenDraco: A Platform for Engineering and Experimenting with Configurable Multi-Agent Architectures for Software Engineering
arXiv:2610.32686v1 Announce Type: new Abstract: Experimenting with LLM-based multi-agent systems (MAS) involves an iterative cycle of modeling configurations, executing and evaluating them, comparing results, and refining system designs…
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OPTARI: An open-source software framework for clinical translation of optoacoustic imaging
arXiv:2610.32468v1 Announce Type: new Abstract: Combined optoacoustic (OptA) and ultrasound imaging is a promising modality across a wide range of pathologies. Its use in clinical research, however, is limited by a lack of analysis…
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RubricCraft: Where Solutions Diverge, Criteria Emerge
arXiv:2610.31707v1 Announce Type: new Abstract: Evaluating language agents on open-ended, artifact-producing tasks is difficult: model-based graders can be inconsistent, while exhaustive programmatic checks are often impractical. Textual…
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WaitLens: Temporal VLM-Based Adaptive Waiting for Industrial GUI Testing Agents
arXiv:2610.32482v1 Announce Type: new Abstract: Improving the efficiency of GUI testing agents is important for industrial deployment. Beyond LLM inference, fixed waiting between consecutive interactions introduces substantial overhead…
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A Reduced Stochastic Model of Microservice Availability: Algorithms for Identification and Formal Analysis
arXiv:2607.00740v2 Announce Type: replace Abstract: Estimating microservice operation availability requires connecting runtime observations to completion of the required work within a deadline. Detailed architectural models provide one…
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Loop Engineering: Building Blocks, Adoption, and Impact
arXiv:2608.21884v3 Announce Type: replace Abstract: Over the past months, the way developers guide agentic AI coding tools has moved up several levels of abstraction, from phrasing prompts to engineering context to configuring the harness…
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Complexity concentration as a god-class and god-method detector: a pre-registered test of a scale-free outlier rule against tool definitions and human labels
arXiv:2610.32466v1 Announce Type: new Abstract: God-class and god-method detectors mark concentrated complexity with a raw-scale threshold, a constant fitted on a corpus and re-fitted when the population moves. This paper pre-registers a…
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Permission to Retry: A Study of Authorization and Recovery in AI Agent Workflows
arXiv:2610.31916v1 Announce Type: cross Abstract: A durable agent can resume a consequential action while its authority changes and the action's external outcome remains uncertain. We study execution-time reliability of tool-using AI…
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StateMirror: Pre-Execution Detection of Hallucinated Tool Calls in Coding Agents
arXiv:2610.32648v1 Announce Type: new Abstract: Large language model (LLM)-based coding agents may propose invalid actions that are not applicable in the execution environment, such as accessing non-existent paths or missing packages. We…
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Beyond Correctness: How Novice Software Engineering Students Exercise Oversight of Generative AI
arXiv:2610.32118v1 Announce Type: new Abstract: Generative AI (GenAI) is shifting software engineering students' work from producing artefacts towards evaluating and supervising AI-generated outputs. However, little is known about what…
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Beyond Coverage and Mutation: A Blind-Spot Analysis of LLM-Generated Unit Tests
arXiv:2610.32548v1 Announce Type: new Abstract: Existing evaluation protocols for unit tests rely on aggregate metrics such as branch coverage and mutation score. These metrics quantify the extent to which a test suite exercises program…
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Guard Analysis and Safe Erasure Gradual Typing: a Type System for Elixir
arXiv:2408.14345v5 Announce Type: replace Abstract: We formalize a new type system for Elixir, a dynamically typed functional programming language of growing popularity that runs on the Erlang virtual machine. Our system combines gradual…
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Mining the Design Space of Multi-Agent Workflows
arXiv:2610.31709v1 Announce Type: new Abstract: Designing large language model (LLM) multi-agent systems (MAS) still relies on trial and error and informal "folk wisdom." Manual studies test only a few communication structures or…
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Can AI Agents Help Robotic Engineers? Lessons from Two Focus Days in Industry
arXiv:2610.32636v1 Announce Type: new Abstract: Software developers increasingly use AI agents that execute multi-step programming tasks on their own. However, it is unclear if and how this transfers to robotic engineering, where engineers…
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On the Expressiveness of Asynchronous Processes with Nested Session Types
arXiv:2610.32558v1 Announce Type: new Abstract: Session types are a type-based approach to correct message-passing programs, where types specify protocols for channels and type checking guarantees communication correctness. Traditional…
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Are LLM-Generated Formal Specifications Faithful to Their Requirements? A Study on Bimodal Formal Specification Generation
arXiv:2610.32053v1 Announce Type: cross Abstract: Formal specification generation is a critical step towards formal verification and correctness assurance of software. Recently, large language models have been widely adopted in automatic…
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GLP Networking API Specification
arXiv:2610.32583v1 Announce Type: cross Abstract: Multiagent deterministic GLP (madGLP) runs Grassroots Logic Programs (GLP) as agents that communicate solely by asynchronous message passing, and assumes fair delivery: every message sent…
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Before the Ticket: Grounding HPC User Support in Documentation and Resolved Tickets with an Agentic LLM Assistant
arXiv:2610.31703v1 Announce Type: new Abstract: Most questions that reach an HPC help desk have already been answered in the center's user guides or in a ticket someone else filed last semester; users still file new tickets because the…
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MBABench-2.0: Evaluating AI Agents on Constructing Financial Spreadsheets Beyond Simple Verifiability
arXiv:2610.31711v1 Announce Type: new Abstract: Spreadsheets are the lingua franca of modern finance, driving valuation, forecast, audit, and many other core workflows of the industry. As LLM agents advance to automate knowledge work…
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CrowdStrike Channel File 291: An Engineering Analysis of a Global Endpoint Outage
arXiv:2610.32078v1 Announce Type: new Abstract: On July 19, 2024, a CrowdStrike Falcon content update caused Windows systems to crash, affecting about 8.5 million devices according to a Microsoft estimate. The immediate defect was an…
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Knowing When to Stop: The Evidence-Action Gap in Coding Agents
arXiv:2610.31895v1 Announce Type: new Abstract: Coding agents are trained to complete tasks, and they keep trying even when the environment makes completion impossible. The evidence that only outside help can restore progress usually…
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Tool-Calling LLM Agents Under Realistic MCP Faults: Scale Does Not Purchase Fault Tolerance
arXiv:2610.32555v1 Announce Type: new Abstract: LLM agents increasingly rely on external tools exposed via the Model Context Protocol (MCP), yet current benchmarks assume tools respond correctly and on time, leaving agent resilience to…
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Lessons Outlive Their Failures: A Case Study of Rules for AI Coding Agents
arXiv:2610.32578v1 Announce Type: new Abstract: AI coding agents increasingly work inside a harness: rule files such as AGENTS.md, on-demand skills, runtime hooks and automated checks. Most studies of harnesses look at a single point in…
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Runtime BiDi Structural Verification Catches Right-to-Left Layout Defects that Accessibility, Actionability, and Logical-Property Linting Miss
arXiv:2610.32934v1 Announce Type: new Abstract: Bidirectional (right-to-left, RTL) layout defects arise when interfaces authored with physical directional CSS (margin-left, border-left, text-align:left) are rendered under dir="rtl" without…
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Green Code or Costly Code? Evaluating the Energy Costs of Iterative LLM-Based Code Optimizations
arXiv:2610.32891v1 Announce Type: new Abstract: Large Language Models (LLMs) are increasingly used to optimize code for performance. This practice often assumes that improvements in execution speed naturally translate into overall lower…
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daVinci-Env: Open SWE Environment Synthesis at Scale
arXiv:2603.13023v3 Announce Type: replace Abstract: Training capable software engineering (SWE) agents demands large-scale, executable, and verifiable environments that provide dynamic feedback loops for iterative code editing, test…
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From Research to Practice: An Interactive Rapid Review of Autonomous Driving System Testing in Industry
arXiv:2605.00531v2 Announce Type: replace Abstract: Autonomous driving systems (ADS) are increasingly deployed in real traffic, yet testing remains fundamentally challenging due to open environments, complex scenarios, and the lack of…
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SANE: Automated Scorer-Specific Metamorphic Testing for LLM Judges
arXiv:2610.28886v2 Announce Type: replace-cross Abstract: LLM judges increasingly mediate benchmark evaluation, model selection, data curation, and training. Their decisions are useful only when each judge responds reliably to changes…
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DeepAVR: Deep Analysis via Multi-Agent Collaboration for Automated Vulnerability Repair
arXiv:2610.32345v1 Announce Type: new Abstract: Automated Vulnerability Repair (AVR) has emerged as a critical defense against software security flaws, aiming to triage and fix bugs autonomously. Early LLM-based approaches focused on patch…
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Compact-Bench: Measuring What Context Compaction Costs Long-Horizon Coding Agents
arXiv:2610.31710v1 Announce Type: new Abstract: Context compaction lets long-horizon coding agents continue beyond their context windows, but can erase the state needed to finish a task. Prior evaluations measure efficiency, retained…
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Ulysses: A Security Harness For Synthesizing Verifiable Web Exploits
arXiv:2610.31831v1 Announce Type: cross Abstract: How can an AI agent automatically discover security vulnerabilities in any software repository? Existing approaches use LLMs to generate software vulnerability exploits. However, it is…
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Interaction-as-a-Judge
arXiv:2610.17895v3 Announce Type: replace-cross Abstract: Coding agents are tasked with producing sophisticated interactive applications such as websites, desktop applications, and games. While humans assess these applications…
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Understanding Tool-Mediated Interaction Failures in Agentic GUI Software: An Empirical Study
arXiv:2610.31698v1 Announce Type: new Abstract: Large language model (LLM) agents increasingly complete tasks through live graphical user interfaces (GUIs). Because the model cannot directly operate the GUI, these systems often rely on…
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SWE-Clar: Can Coding Agents Clarify Incomplete Client Requirements and Deliver Greenfield Software?
arXiv:2610.31854v1 Announce Type: new Abstract: Greenfield software development in freelance settings requires coding agents to turn incomplete client requests into working software. This makes requirement clarification essential, yet…
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From Regulation to Engineering: Organizational Privacy Climate as Mediator
arXiv:2610.32576v1 Announce Type: cross Abstract: Data protection legislation aims to protect privacy rights by regulating how information systems store and process personal information. While such legislation defines legal obligations…
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Memoir: Learning, Verifying, and Evolving False-Positive Memories for Static Application Security Testing Tools
arXiv:2608.09181v2 Announce Type: replace Abstract: Static Application Security Testing (SAST) tools have become indispensable in modern secure software devel- opment. However, these tools often generate false-positive (FP) alerts…
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Contextual Memory Virtualisation: DAG-Based State Management and Structurally Lossless Trimming for LLM Agents
arXiv:2602.22402v2 Announce Type: replace Abstract: As large language models engage in extended reasoning tasks, they accumulate significant state -- architectural mappings, trade-off decisions, codebase conventions -- within the context…
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The Influence of Code Smells in Efferent Neighbors on Class Stability
arXiv:2602.12950v3 Announce Type: replace Abstract: Understanding what drives code instability is essential for effective software maintenance, as unstable classes require larger or more frequent edits and increase the risk of unintended…
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Autoregressive Multimodal Anomaly Detection with Large Language Models for Microservice Systems
arXiv:2610.31722v1 Announce Type: cross Abstract: Microservice systems have become a dominant architecture for large-scale cloud applications, enabling rapid deployment and elastic scaling. However, ensuring the reliability and…
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Large-Scale Study of GitHub Copilot Trajectories
arXiv:2610.32313v1 Announce Type: new Abstract: AI coding agents are increasingly integrated into software development workflows. However, most coding agent studies rely on benchmarks similar to SWE-bench, which assume autonomous agents…
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Search-Based Testing of Modality Sensitivity in Vision Language Models
arXiv:2610.32360v1 Announce Type: cross Abstract: Vision-language models (VLMs) process images and text jointly, yet robustness evaluations often perturb these inputs separately or assess only predefined corruption levels. Such evaluations…
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Reuse, Rewrite, or Reject: Evidence-Constrained Trace Reuse for Repeated Mobile GUI Control
arXiv:2610.31712v1 Announce Type: new Abstract: Mobile GUI agents frequently perform repetitive tasks with similar interaction procedures. Reusing previous executions can reduce redundant LLM inference and execution overhead, but…
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CC4Q Workbench: From Quantum Repositories to Analyzable Code Comments
arXiv:2610.32651v1 Announce Type: new Abstract: Quantum software development kits (SDKs) expose high-level APIs whose use requires an understanding of underlying mathematical principles, circuit semantics, and hardware properties. Code…
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Behind the scenes at the NeXT Computer office
Article URL: https://exhibits.stanford.edu/menuez/browse/next-computer-inc?per_page=96&sort=pub_year_isi+asc%2C+title_sort+asc&view=masonry Comments URL: https://news.ycombinator.com/item?id=50238763 Points: 232 # Comments: 139
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PaperPilot – Zero-Cloud, Pure-Rust PDF Engine with WASM and MCP
Article URL: https://github.com/KrushnaVardhanReddy/PaperPilot Comments URL: https://news.ycombinator.com/item?id=50238739 Points: 222 # Comments: 77
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Show HN: TitleArt – Make text like it's 1997
Article URL: https://titleart.dvy.io/ Comments URL: https://news.ycombinator.com/item?id=50238708 Points: 376 # Comments: 69
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The State of Context Engineering
This was interesting to me because I was under the naïve impression that context management was a thing of the past, but in actuality it's the opposite: context is here to stay, and managing it has different problems now than it did in the…
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writing about pratt parsing so I remember it
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IBM CEO says open weight models are now good and cheap on-prem
Article URL: https://www.theregister.com/systems/2026/10/22/ibm-ceo-says-open-weight-models-are-now-irresistibly-good-and-cheap-on-prem/5304640 Comments URL: https://news.ycombinator.com/item?id=50238088 Points: 345 # Comments: 248
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Removing Next.js Got My Blog to 100 on Every Lighthouse Category
Article URL: https://korindiehacker.bloffy.blog/en/removing-nextjs-got-my-blog-to-100-on-every-lighthouse-category Comments URL: https://news.ycombinator.com/item?id=50237712 Points: 142 # Comments: 79
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Lula wins election after final votes tallied
Article URL: https://www.reuters.com/live/brazil-election-live-lula-bolsonaro-face-off-presidential-runoff-2026-10-25/ Comments URL: https://news.ycombinator.com/item?id=50237485 Points: 364 # Comments: 338
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“AI Skills” are worthless in 2026
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Steal My Bitcoin CTF PoC
Article URL: https://github.com/KillaBoi/StealMyBitcoin-PoC Comments URL: https://news.ycombinator.com/item?id=50237379 Points: 141 # Comments: 36