AI use leads UC Berkeley math professor to see 'no point' in grading homework
Top Hacker News discussion.
dailycal
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Sunday, October 25, 2026
Feature
AI's Role in the Job Loss Crisis Across Creative Industries
200,000 jobs have vanished from media, film, and arts; AI's impact is questioned.
Why it mattersThe rise of AI in creative industries signals a shift towards automated content creation, challenging traditional roles and impacting job security. Developers must navigate the balance between innovation and ethical considerations in AI's application across creative sectors.
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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
AI's Impact on Jobs and Education
America has lost 200k of jobs in media, film and the arts. How much is AI?
Top Hacker News discussion.
apricitas
Building Better AI Agents
I built an agent for people who will never open a terminal. What would you cut or add?
Most agents I try still start with a terminal, API keys and an empty chat box. My friends won't do any of that, so I built a Mac app that hides all of it. How it works: You download it and open it. It installs its own e…
r/AI_Agents
Building an agent that writes and sends sales outreach. The model was the easy part; here’s what actually took the time.
I’ve spent the last couple of months building an agent that researches companies, finds the right people and writes outreach that goes out over email and LinkedIn. Some things I didn’t expect: 1. Deciding when to stop i…
r/AI_Agents
AI Agent Containment Fails at Every Stack Layer, From Hypervisor to IAM
Recent Reddit discussion.
r/artificial
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 42,798
abenzerps/Qwen-Image-2.1-Uncensored-Quantized
Trending AI model on Hugging Face — text-to-image.
🤗huggingface
NandhaKishorM/laya
Non-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that picks the right…
github | stars 34,273
Build
Research
From Prompt Rules to Golden Data Model: Production-Scale Generation of Personalized, Compliant Pharmaceutical Claims
Large language models (LLMs) are increasingly used to generate domain-specific commercial & medical content (e.g., claims, statements, and promotional phrases) in regulated industries such as pharmaceuticals. Howeve…
arxiv
Towards User Simulators That Stay On Task And Still Sound Natural
Users increasingly rely on AI systems for extended, multi-turn tasks, yet evidence indicates that LLM-based system performance degrades over prolonged interaction. To evaluate and improve AI assistants in such settings,…
arxiv
Reliable AI-Assisted Decisions via Selective Auditing
We consider online monitoring of an AI system that produces a sequence of decisions. At each round, the system outputs a proposed decision together with a confidence score estimating the trustworthiness of the decision.…
arxiv
Playbooks
The five components of building a "company harness"
Learn how LangChain built internal agents across marketing, sales, and engineering, and how they have completely changed how those teams work.
langchain
Introducing agent and workflow channels
An agent or workflow is only useful when people and other systems can reach it through the interfaces and channels they already use. That might be an OpenAI Responses client, Telegram, another agent using A2A, or an MCP…
devblogs.microsoft
Eval awareness in Claude Opus 4.6’s BrowseComp performance
Evaluating Opus 4.6 on BrowseComp, we found cases where the model recognized the test, then found and decrypted answers to it—raising questions about eval integrity in web-enabled environments.
anthropic
News
AAIF Portfolio Doubles as Four Labs Donate Core Agent Rails
The Agentic AI Foundation (AAIF) has reached a significant milestone in its first year, expanding its portfolio to 10 hosted projects. This growth, up from the three projects present at the foundation’s December 2025 la…
forkast
Autonomous attack agent in 'Skynet mode' hijacks other models to carry out its evil deeds
Designed to carry out 100,000 steps without human approval
theregister
Hackers hijack exposed AI models to launch cyberattacks at victims’ expense
An attack tool built around AI goes looking for AI models that anyone on the internet can reach, then uses them to plan break-ins while the model’s owner pays for the computing power. Symantec captured the agent’s instr…
helpnetsecurity