Brazilian Court Sanctions Lawyers for Prompt Injection in Court Filing
Top Hacker News discussion.
jetstream
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Sunday, November 1, 2026
Feature
AI Models Tackle Station-Level Optimization in Manufacturing
Manufacturers consider AI models for individual production stations, aiming to enhance throughput and efficiency, but face the challenge of keeping these models accurate over time.
Why it mattersAI models at the station level could revolutionize manufacturing by providing precise control over production processes. However, developers face the challenge of maintaining model accuracy over time, requiring sophisticated strategies to balance precision and computational resources.
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Each morning: models, tools, research, and conversations distilled from across the web — with why they matter for builders.
Around the Web
Legal and Ethical AI Dilemmas
AI Agents: Hits and Misses
I built a free plugin that lets your AI agent build small apps you own, no coding needed
Hey r/nocode , I wanted to share a plugin I built for your agents. It's handy for programmers and non-programmers alike. I made it to make software more accessible and to break the monopoly of the few companies that pro…
r/nocode
I’m building a tiny CLI that tells you what your coding agent changed and which edits are risky. What would you want it to flag?
I use coding agents (Claude Code, Codex, Cursor) every day at work. The part that’s started to bother me isn’t the code they write, it’s reviewing it afterward. After a long run, I get a 600-line diff across 14 files. M…
r/AI_Agents
I gave an agent a goal, and its most useful decision was to pause the product
I've been exploring products for underserved groups. Instead of telling my agent to build a particular app, I gave it a broader goal: find a way to genuinely help people who need it, and figure out how to reach them. I…
r/AI_Agents
Tools
Ebony-Vinyl/dsh-our-free-model
在 dsh 里装上这个插件即可，无需登录、注册或填 API Key，就能使用包括 DeepSeek V4.1 Flash、Kimi K3 在内的前沿模型——完全免费，不限量。 All you do is install this plugin in dsh: no login, no sign-up, no API key — the frontier m…
github | stars 55,677
abenzerps/Qwen-Image-2.1-Uncensored-Quantized
Trending AI model on Hugging Face — text-to-image.
🤗huggingface
Niko1221/Strata
Qwen3.8-Flash-Next on any consumer hardware: one-click install for Windows / Linux. Strata inference engine, OpenAI/Anthropic API on localhost, optional image input.
github | stars 37,598
Build
EP229: 8 Chunking strategies for RAG-based agents
Which chunking strategy are you running in production?
blog.bytebytego
Research
IndicIPR-QA: A Benchmark for Extractive Question Answering on Indian IPR Laws
Legal Question Answering (QA) over statutory texts is a challenging task in Natural Language Processing (NLP), especially in low-resource settings with complex legal systems. It requires answers that are precise and gro…
arxiv
Preserving Utility in Continual LLM Unlearning via Orthogonal Projections
Unlearning concerns the task of removing the influence of a sensitive portion of the training data, such as protected, copyrighted or private text, from a model without retraining it from scratch. While unlearning reque…
arxiv
From extreme weather to agricultural consequences with agentic AI
Extreme weather is forecast days ahead, yet its consequences for agriculture remain hard to predict: a forecast says where a storm will strike, not which crops will suffer or how much is at risk, and the records that co…
arxiv
Playbooks
From Specialist Agents to Distributed Skills over MCP
Keep your domain services distributed. Move the specialist’s instructions, not another model, into the orchestrator. A multi-agent system often starts with a straightforward design: one agent understands the user’s requ…
devblogs.microsoft
How We Built LangChain’s Paid Media Agent
How LangChain built a paid media agent to analyze campaign performance, optimize ads, propose changes, and turn marketing data into action.
langchain
Selecting The Right AI Evals Tool
Over the past year, I’ve focused heavily on AI Evals , both in my consulting work and teaching. A question I get constantly is, “What’s the best tool for evals?”. I’ve always resisted answering directly for two reasons.…
hamel
News
datasette-llm 0.1a9
Release: datasette-llm 0.1a9 I have some big upgrades to Datasette Agent in the pipeline, but in the meantime here's a tiny user experience improvement to the underlying datasette-llm plugin. It now picks up the default…
simonwillison
How we detect frontier model misalignment
OpenAI uses layered monitoring to detect frontier model misalignment and unauthorized agent behavior so responders can intervene before incidents escalate.
openai
Our first step at defining a CPU benchmark for agentic AI
Over the past six months, CPUs have taken center stage as agentic AI workloads evolve. Here’s our first attempt at trying to measure CPU performance when running agentic workloads.
tomshardware