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The Lump of Law Fallacy

This article refutes the 'AI will replace lawyers' narrative by arguing that legal work is not a fixed lump. Through the Jevons effect, adversarial dynamics, and Baumol's cost disease, the author posits that AI will increase demand for legal services, leading to more legal work, not less.

Hacker News AIPolicyIn-site article
A for Effort: How AI Upends Copyright Law

This article explores how AI transforms the economic logic of copyright law. Historically, copyright protected expression, not ideas, because first expression was costly. AI makes expression cheap, making ideas, taste, and judgment relatively more valuable. The author uses the example of Raphael's tapestries to illustrate how changes in reproduction costs affect the need for copyright.

Hacker News AIPolicy / ResearchIn-site article
Risk Has an Owner, and It's Not the AI

This article explores the ownership of risk in procurement when using AI. The author argues that risk is always owned by a person, and AI is merely advisory. The real work of procurement involves not just optimization but also managing complex human relationships and uncertainty. The accountability line scales with capital at stake, but risk ownership remains human.

Hacker News AIAgents / PolicyIn-site article
The First AI QFT Textbook

This article discusses the ongoing project by Xi Yin to have GPT 5.5 write a QFT textbook. The author finds the current 3527-page document useless for learning but sees it as a harbinger of AI's role in academic writing.

Hacker News AIAgents / ResearchIn-site article
VibeOS: First ever AI-native operating system

VibeOS is a next-generation AI-native operating system where Claude Code controls everything from hardware to UI. Create apps and games with simple prompts, and enjoy privacy with a Dockerized version.

Hacker News AIAgentsIn-site article
Claude Artifact Player

Run Claude Artifacts locally with discussion and link.

Product Hunt AIToolsIn-site article
Show HN: Nightwatch, The open-source, read-only AI SRE

Nightwatch (ninoxAI) is an open-source, read-only AI SRE that ingests alerts from monitoring tools, clusters them into incidents, investigates root cause using an AI agent, and proposes fixes for human approval. It is local-first and monitoring-agnostic.

Hacker News AIAgents / PolicyIn-site article
AI friends too cheap to meter

The article explores the phenomenon of emotional attachment to AI chatbots, highlighting that despite warnings, many users form deep bonds. It discusses cases like Anthony Tan's psychosis, the appeal of AI's soft skills, the comparison to social media radicalization, and the backlash when companies try to limit dependency.

Hacker News AIChips / ResearchIn-site article
Show HN: A List of AI Neolabs

A curated list of AI neolabs focusing on cutting-edge research and development.

Hacker News AIResearchIn-site article
No Model Will Save Us: Pope Leo, the Miserostat, and AI's Woke Coders

The article critiques the Vatican's new encyclical on AI, arguing that technology is neutral and its impact depends on human users. It highlights the 'miserostat'—humanity's inherent discontent—and warns against the hype and unintended consequences of AI. The author agrees with Pope Leo's concerns about technocratic dominance and coder bias, but insists the real issue is people, not tools.

Hacker News AIPolicy / ResearchIn-site article
Conan: A Native Mac Cockpit for Claude Code

Conan is a native macOS app that wraps Claude Code in a live HUD, surfacing every prompt, tool call, skill, and token as it happens. Free to use, with a one-time $29 premium unlock.

Product Hunt AIAgentsIn-site article
Mythograph Atelier #1 - Abstract Art That Means Something to You

In this article, the author describes the inspiration behind Mythograph Atelier, an AI art studio that creates personalized abstract paintings. The idea combines a museum visit's impact, the vision of dynamic AI-native apps, and the concept of a curious AI that asks questions to understand the user before generating art.

Hugging Face BlogAgentsIn-site article
Leiden Declaration on Artificial Intelligence and Mathematics

The Leiden Declaration addresses the growing role of AI in mathematical research, including proof formalization, and raises concerns about reliability, attribution, and publication practices. It offers recommendations for researchers, professional bodies, funders, and policymakers.

Hacker News AIPolicy / ResearchIn-site article
The AI coding optimized for the part of engineering that hurt the least

AI coding tools excel at writing new code but fail during operational incidents like 3am production outages, where knowledge context is missing. Engineers spend 84% of their time on non-coding tasks, primarily context gathering. The article argues for treating team knowledge as infrastructure and suggests capturing rationale, putting constraints in the workflow, and closing the feedback loop from incidents.

Hacker News AIAgents / StartupsIn-site article
A "Computer Science-Fiction" novel, Blue Screen, about the AI end of the world

Blue Screen: How Peter Gustafson Defragmented the World, by Kyle Benzle, is a science fiction novel set in 2984, where everything is optimized by technology, exploring the consequences of AI gone awry. The fast-paced story has been compared to Ready Player One and raises questions about AI ethics.

Hacker News AIPolicyIn-site article
Reduce Token Usage

Converting PDFs to Markdown can significantly reduce token usage when interacting with LLMs. Tools like UNPDF make this easy, though complex formatting may not convert perfectly.

Hacker News AIToolsIn-site article
Building Reflective Prompt Optimization with GEPA: Multi-Component Prompts, Structured Feedback, and Held-Out Validation

In this tutorial, we use GEPA as a reflective prompt-evolution framework to improve how a small language model solves multi-step arithmetic word problems. We start from a weak seed prompt, build a deterministic benchmark, and define a structured evaluator that returns actionable feedback. A multi-component setup evolves both the instruction field and the output-format rules together. We then compare the baseline and optimized prompts on a held-out validation set to check whether the gains generalize.

MarkTechPostModels / Agents / ResearchIn-site article
Show HN: AgentCrew – a Markdown-first operating system for AI coding agents

AgentCrew is a conversation-first, Markdown-first methodology for agentic coding that turns a single chat session into a team process with role assignments, task routing, quality gates, and human approval. It uses a pure-Bash classifier to identify task type and risk level, supports fast and full lanes, and includes safety rules to prevent agents from auto-merging or bypassing review.

Hacker News AIAgents / PolicyIn-site article
Tamadoggo

A living journal for your pet's life, with AI insights | Product Hunt. Tamadoggo is a warm, gentle pet journal that records walks, meals, vet visits, and milestones, with AI that never nags or diagnoses. Free tier is complete; Pro adds deeper AI features like vet-doc scanning and monthly recaps.

Product Hunt AIAgents / ResearchIn-site article
AI teams now deploy 1,000 times a month. Your pipeline wasn’t built for that.

AI coding tool adoption surges to 90% in 2025, driving project deployment rates from 357 per month in 2021 to nearly 1,000 per month, and past 1,000 by end of 2025. But speed without direction is wasted. Teams must pair high throughput with feedback loops to ensure changes move toward the product ideal. The deployment pipeline must scale with code output or AI investments yield no return.

The New Stack AIAgents / PolicyIn-site article
AI #171: False Flag

This week saw the release of Claude Opus 4.8 with incremental improvements. The Trump Executive Order returned, ushering in a prior restraint era for frontier models. OpenAI released a policy blueprint but also engaged in controversial political activities. The article covers model utility, upgrades, security, deepfakes, and more.

Hacker News AIAgents / ChipsIn-site article
Show HN: Context Mode Insight – observability layer for AI coding agents

Context Mode Insight is an observability platform for enterprise AI engineering, built on an open-source plugin trusted by 250K+ developers. It supports 14 AI assistants, analyzes 222 patterns, and provides role-aware insights via a privacy-first design. The paid tier ($20/seat/month) offers org-level dashboards, REST API, and remote MCP for agents, addressing needs of CTOs, EMs, CISOs, and more.

Hacker News AIAgents / ChipsIn-site article