Sunday April 27, 2025

AI-generated legal briefs face scrutiny with 30 errors found in Lindell's case, DLCodeGen boosts AI code generation with structured plans, and AgenticSeek offers a self-hosted alternative to voice-enabled AI assistants.

News

Unauthorized experiment on r/changemyview involving AI-generated comments

The provided text appears to be a post from the "changemyview" subreddit, detailing the community's rules and guidelines for posting and commenting. The post explains the purpose of the subreddit, which is to facilitate open-minded discussions and encourage users to change their views, and outlines the rules for submitting posts and comments, including the use of "deltas" to track changes in opinion.

Will the Humanities Survive Artificial Intelligence?

The humanities are facing a significant threat from the rapid advancement of artificial intelligence, which is transforming the way we access and process information, and may ultimately change the way universities approach teaching and research. As AI systems become increasingly powerful and capable of providing high-quality analysis and information, they may render traditional humanities education obsolete, forcing universities to reevaluate their approach to the liberal arts and find new ways to incorporate AI into their curriculum.

Mike Lindell's lawyers used AI to write brief–judge finds nearly 30 mistakes

Lawyers for MyPillow CEO Mike Lindell used artificial intelligence to write a brief in a defamation case, which was found to contain nearly 30 mistakes, including misquotes and citations to fictional cases. A federal judge has ordered the lawyers to explain why they should not be sanctioned or referred to disciplinary proceedings for their use of AI and the resulting errors in the brief.

AI Executives Promise Cancer Cures. Here's the Reality

While AI companies like Google and OpenAI claim that their technology can help cure diseases, the reality is that its applications are less dramatic and will likely contribute to scientific discovery in more incremental ways. Generative AI can be a useful tool for scientists, helping with tasks such as summarizing literature and generating hypotheses, but it is not a replacement for human scientists and will require careful evaluation and verification to ensure its outputs are accurate and reliable.

How to Share AI's Future Wealth

As AI advances and potentially concentrates wealth among a few, many propose universal basic income (UBI) as a solution to mitigate AI-driven job loss and inequality. However, this approach may be insufficient, as it only addresses symptoms and may be difficult to implement effectively, especially if those controlling the AI economy become too powerful to be taxed or regulated. Instead, "predistribution" - enabling equal access to income-generating resources and preventing inequality from the start - may be a more effective and just approach, by empowering individuals and spreading economic and political power more widely.

Research

Empowering AI to Generate Better AI Code: Generation of DL Projects with LLMs

Large language models struggle to generate entire deep learning projects due to their complexity and reliance on domain knowledge, often lacking coherent guidance and expertise. The proposed DLCodeGen method addresses this by predicting a structured solution plan, retrieving analogous code samples, and abstracting a code template, resulting in improved code generation performance with significant gains over baseline methods.

Nofl: A Precise Immix

The Immix collector has limitations in terms of memory reclamation, but a new design called Nofl layout allows for more precise reclamation of free space between objects. The Nofl-based collector outperforms standard copying and mark-sweep collectors in microbenchmarks, especially for smaller to moderately sized heaps.

Creation of a black hole bomb instability in an electromagnetic system

A rotating metallic cylinder can amplify and generate electromagnetic radiation, and when paired with a low-loss resonator, it becomes unstable and acts as a generator, producing an exponential runaway amplification of electromagnetic modes. This experiment demonstrates the electromagnetic analogue of the "black hole bomb" and supports theoretical investigations into black hole instabilities, with potential applications for observing quantum friction and the Zeldovich effect.

Base64 encoding and decoding at almost the speed of a memory copy (2019)

Standard base64 encoding uses 64 ASCII characters to represent images or executable code in text-only document formats, and researchers have developed a method to encode and decode base64 data at high speeds using the AVX-512 SIMD instruction set. This implementation generates fewer instructions than previous methods and can be adapted to any base64 variant, making it a more efficient and versatile solution for encoding and decoding base64 data.

Nofl: A Precise Immix [pdf]

The Immix collector has limitations in terms of memory reclamation, but a new design called Nofl layout allows for more precise reclamation of free space between objects. The Nofl-based collector outperforms standard copying and mark-sweep collectors in microbenchmarks, especially for smaller to moderately sized heaps.

Code

Show HN: AgenticSeek – Self-hosted Manus alternative

AgenticSeek is a 100% local alternative to Manus AI, a voice-enabled AI assistant that autonomously browses the web, writes code, and plans tasks while keeping all data on the user's device, ensuring complete privacy and zero cloud dependency. It offers various features such as smart web browsing, autonomous coding assistance, and task planning, and can be run locally on a user's machine with a compatible provider and model, or with an API.

Show HN: Minima AWS – RAG containers with AWS services

Minima AWS is an open-source, cloud-based Retrieval-Augmented Generation (RAG) framework that integrates with AWS services to enable efficient document retrieval and chat-based interaction with indexed data. The framework operates as a set of containerized services that work together to upload and process documents, index them for vector search, and leverage AWS Bedrock for embeddings and LLM-based querying, allowing for chat-based retrieval with an LLM using indexed documents.

Show HN: Gemini Document Processor – Generate Th Summaries from PDF/ePub with AI

The Gemini Document Processor is a powerful tool that uses Google's Gemini AI to generate high-quality Thai language summaries from PDF and EPUB files, with features such as image extraction and integration with Obsidian. The tool offers a range of features, including AI-powered summarization, multiple document formats, and advanced processing options, as well as a user-friendly web interface and customizable settings for Obsidian integration.

Show HN: MemoryCore – symbolic, peer-to-peer memory system for AI

MemoryCore Lite is a lightweight, symbolic memory compression engine that efficiently encodes and decodes text into compact symbolic bytecode, designed for ultra-lightweight AI memory, offline knowledge storage, and embedded devices. It has various potential use cases, including AI memory modules, edge devices, secure P2P networks, and archival storage, with the ultimate goal of creating a foundation for decentralized, symbolic peer-to-peer memory sharing.

Show HN: Grapheteria - A structured workflow framework for agent orchestration

Grapheteria is a structured workflow framework that brings uniformity to agent orchestration, allowing users to build complex agentic systems with visual building blocks and a consistent API. It blends code and UI seamlessly, enabling users to bounce between visual design and code customization without compromises, and features a range of tools, including visual workflow design, time-travel debugging, and built-in essentials like logging and auto-saves.