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Necessary or Sufficient? Evaluating LLM Explanations With Behavioural Evidence
When an LLM inside an agent workflow produces a recommendation or judgment, it often comes with an explanation naming the factors that drove the decision. Operators use these explanations to monitor systems, diagnose errors, or de...
Molecular Déjà Vu: Digit-Level Retrieval of Published Values in Frontier Language Models
When an LLM reports a molecular property with a median absolute error of 0.025 kcal/mol on the FreeSolv benchmark, that number is far below the 0.6 kcal/mol experimental uncertainty assigned to the measurements. No model can predi...
When LLM Decompilers Recompile More and Preserve Less
When LLM Decompilers Pass Every Test Yet Rewrite Your Code Decompilation turns compiled binaries back into readable source code, and the stakes are high: security analysts depend on it to find vulnerabilities in malware, reverse-e...
Almost all content here is HN's own bots
A post on Hacker News claiming that almost all content on the platform is generated by its own bots was flagged and removed before generating discussion. The post, titled "Almost all content here is HN's own bots," offered no supp...
Show HN: CellularFlow – Continual-learning LLM using associative memory
Most language models face a fundamental tradeoff: they can learn new information, but they forget old information in the process. CellularFlow, an open-source neural architecture, attacks this problem by replacing the dense feed-f...
Show HN: Chrome-bridge – let any AI agent drive your real logged-in Chrome
Most AI coding agents that interact with web browsers launch their own browser instance, with their own profile, their own cookies, and their own session state. chrome-bridge takes the opposite approach: it drives the Chrome you a...
Show HN: MaskShift – a maximalist coding agent with zero NPM dependencies
Most AI coding harnesses add dependencies for every feature they support. MaskShift takes the opposite approach: it runs on Node.js 22 using only built-in modules, including the interface renderer, and ships with 149 native tools...
Bobbin: Pentest with a local LLM, so target data never leaves your machine
Penetration testers working under NDAs or data-egress rules cannot send target code to hosted language models. Bobbin solves that problem by running a coding agent entirely on local hardware, with no data leaving the machine and n...
Authors push back as publishers and agents make claims on Anthropic settlement
Authors expecting payments from Anthropic's $1.5 billion copyright settlement are discovering that publishers and literary agencies are making claims on money that should belong entirely to them. The dispute centers on two problem...
Google AI Pro vs. ChatGPT Plus: Which Is Better in 2026?
Google AI Pro and ChatGPT Plus both cost roughly $20 a month, which means price is not the deciding factor. The difference comes down to what each subscription actually includes and how the usage limits work, because the metering...