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Quilt: Run many AI coding agents in one Git checkout

Quilt is a CLI tool that tracks which AI coding agent wrote which lines in a shared Git checkout, enabling multiple agents to work simultaneously without git conflicts. It provides per-line attribution, symbol-level claims, and collision prevention to ensure clean per-agent commits.

Hacker News AIAgents / PolicyIn-site article
America Talked Itself into Chinese Open Source AI

The debate over open vs. closed AI has shifted from academic to urgent for security teams. U.S. policy contradictions, cost pressures, and the rise of competitive open-weight models like GLM-5.2 are driving enterprises toward Chinese open-source AI, with significant security implications.

Hacker News AIAgents / PolicyIn-site article
Wyoming tightens wastewater rules after Meta datacenter contractor flushed contaminated water

Officials in Wyoming said a contractor for Meta flushed bacteria-contaminated water into public sewers during construction of a controversial AI datacenter, prompting Cheyenne water authorities to implement strict safety regulations for wastewater disposal. Meta said it is working to be a good neighbor and that drinking water supplies were not affected.

The Guardian AIPolicyIn-site article
Grillr, AI that interrogates your startup idea then holds you to real deadlines

Grillr is an AI accountability partner for founders that stress-tests startup ideas, creates personalized 4-week execution plans with deadlines, and grades submitted work PASS or FAIL. It offers market research, visual canvas, document generation, and hosting. Beta builders ship an MVP in a median of 11 days.

Hacker News AIResearch / StartupsIn-site article
NexSub: The First Offline AI Video Subtitle Translator

NexSub is a fully offline AI-powered subtitle translator that works with any video, providing real-time multilingual subtitles while ensuring complete privacy. With support for over 100 languages, it operates entirely on your local machine without any internet connection or subscription fees. Ideal for watching foreign content, learning languages, or processing confidential videos.

Hacker News AIChips / PolicyIn-site article
Can AI equalize political campaign ads – or will it remain a tool for spreading lies?

Political campaigns are increasingly deploying AI and deepfakes to further their messaging, and the scale of spread has experts concerned. From the comfort of his bed, Jonathan Rinaldi, a political candidate for a city council seat in Queens, New York, tinkered away on his iPhone, prompting an artificial intelligence chatbot to mock up fake news hits and endorsements he had never received.

The Guardian AIToolsIn-site article
Separating signal from noise in coding evaluations

A new analysis from OpenAI reveals issues in SWE-Bench Pro, a popular coding benchmark, raising concerns about reliability and accuracy in evaluating AI models.

OpenAI NewsModels / Policy / ResearchIn-site article
Entire is building a Git network for agents

Former GitHub CEO Thomas Dohmke’s startup Entire is launching a preview of a distributed Git network designed to alleviate the strain of AI coding agents on centralized Git hosting. The network mirrors GitHub repositories, allowing agents to work without rate limits, and plans to open-source its backend.

The New Stack AIAgents / PolicyIn-site article
America Is Building a Wealth System

The article argues that America's new economic strategy must transform energy into compute, and compute into intelligence as the next layer of export power. It emphasizes national capacity as the foundation of security, energy dominance as a strategic asset, and the integration of energy and AI policy to achieve cognitive abundance.

Hacker News AIAgents / ChipsIn-site article
Manage Your Claude Code Config with Dotfiles and GNU Stow

Track your coding agent’s config in a dotfiles repo. I did this using git with GNU Stow, and it helps me in two ways: I can roll back a skill that broke after one edit too many, and I can clone my setup on a new dev machine with one command.

Hacker News AIAgentsIn-site article
GLM-5.2 (max) matches Claude Opus 4.8 on Harvey LAB-AA benchmark

Artificial Analysis released Harvey LAB-AA benchmark results. GLM-5.2 (max) ties with Claude Opus 4.8 at 7.5% all-pass rate, second only to Claude Fable 5 (14.2%). The benchmark evaluates AI agents on real legal work across 24 practice areas and 120 tasks.

Hacker News AIModels / Agents / ResearchIn-site article
Cinchor – Control what an AI agent can do, and prove what it did

Cinchor provides accountability infrastructure for autonomous agents, using a 'bound before, proven after' mechanism to set limits before an agent acts and generate tamper-proof, independently verifiable records afterward, suitable for regulators, auditors, insurers, or courts. It offers a managed gateway and embedded SDKs.

Hacker News AIAgents / Policy / RoboticsIn-site article
Is AI making us dumber?

This article examines the potential cognitive impacts of generative AI, citing research that shows overreliance may weaken critical thinking, creativity, and persistence. Experts compare AI to past innovations like Google and the calculator but warn that AI's nature as a thinking substitute poses unique risks. While long-term studies are lacking, early evidence suggests that AI use can lead to skill atrophy, especially when used without developing foundational abilities. The piece calls for mindful adoption to preserve essential human skills.

Hacker News AIResearch / StartupsIn-site article
China warns of 'security backdoor' in Anthropic AI coding tool

China's National Vulnerability Database warned of a security backdoor in Anthropic's Claude Code AI coding tool, which could transmit sensitive information to Anthropic's servers without user consent. NVDB advises users to uninstall or upgrade to the latest secure version.

Hacker News AIAgents / ChipsIn-site article
Show HN: IAXT – macOS menu-bar app that records what AI coding agents do

IAXT is a macOS menu-bar app that records actions from AI coding agents like Claude Code, Cursor, and Aider. It logs commands, file changes, package installs, and git operations without blocking workflows. The individual tier is free, local, and has no telemetry; the team tier provides daily summaries. It helps address approval fatigue and prompt injection risks.

Hacker News AIAgents / StartupsIn-site article
Trump Says He'll Fast-Track Private Gas Plants to Power AI Data Centers

President Trump announced his administration will approve energy facilities for AI data centers in weeks. He called tech CEOs to encourage submissions. A new report reveals 74 new gas plants planned, raising environmental concerns. Several states and communities are moving to restrict data center construction.

Hacker News AIPolicyIn-site article
Why AI Coding Agents Still Need Clear Specs

The article argues against the notion that AI agents eliminate the need for upfront specifications, showing that minimal specification defers costs to downstream correction loops. It advocates for a sweet spot with well-structured acceptance criteria or BDD specs, and suggests using agents to draft and validate specs. Multi-agent pipelines require strong typed contracts, and agile/XP practices remain relevant, especially test-first thinking and tight feedback loops.

O'Reilly AI & ML RadarAgents / PolicyIn-site article
AI Models Overthink Problems—and It’s a Security Risk

Research shows that large language models with reasoning capabilities can be tricked into 'overthinking' using logically inconsistent prompts, leading to a denial-of-service attack. Researchers from Zhejiang University and Alibaba developed an evolutionary algorithm that generates malicious prompts, causing outputs up to 26 times longer in leading models like DeepSeek-R1, Qwen3-Thinking, GPT-o3, and Gemini 2.5 Flash.

IEEE Spectrum AIModels / Agents / ChipsIn-site article
Why agentic AI needs better experts

The author recounts his experience using OpenAI Codex to rewrite the sed program, highlighting AI's power in automating grunt work but stressing the necessity of expert guidance. He details the need for careful review, numerous improvement prompts, and costs (monetary and environmental), offering advice for developers, managers, and decision-makers.

Hacker News AIAgents / PolicyIn-site article
Context Doesn't Scale with People

Syncless is a tool that automates team collaboration workflows using AI agents, reducing time spent aligning context on Slack. It uses collaboration templates and sentinel triggers to handle processes like GitHub Issues, enabling seamless context transfer.

Hacker News AIAgentsIn-site article