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Career Advice in the Age of AI

As AI rapidly transforms industries, this article provides key career advice to stay competitive, emphasizing continuous learning, human-centric skills, and adaptability.

Hacker News AIToolsIn-site article
Where's the holistic AI productivity data?

The article critiques the lack of holistic data on AI productivity gains, noting that individual improvements may be offset by shifting work to others, and calls for rigorous measurement.

Hacker News AIAgents / ResearchIn-site article
China's Current Five-Year Plan to Save Jobs from A.I

China is actively addressing the impact of AI on employment through its current five-year plan, court rulings, and AI Marxism, aiming to balance automation with job protection. Its state-driven vision contrasts with the U.S. corporate-led approach, focusing on enhancing human productivity rather than replacing workers.

Hacker News AIAgents / PolicyIn-site article
Show HN: Open Kioku – local evidence layer for AI coding agents

Open Kioku is an open-source tool that provides AI coding agents with an evidence layer using local indexes and read-only MCP tools. It enables code search, symbol resolution, impact analysis, and validation planning before any edits are made, supporting agents like Claude, Cursor, Codex, and more.

Hacker News AIAgents / ResearchIn-site article
Scarlett.: Your AI Co-Worker

Scarlett. is an AI co-worker designed to automate workflows and collaborate with teams or run companies on autopilot. Built on Claude agents, it integrates with Slack and iMessage, leverages a knowledge base of 50+ business books, and selects the best AI model per task. User reviews praise its efficiency and professional output, while requesting more audio controls.

Product Hunt AIAgents / PolicyIn-site article
CTOP – Terminal Pane for Monitoring AI Agents

CTOP is a terminal tool similar to htop, designed for monitoring AI coding agents. It supports real-time monitoring of Claude Code, Codex CLI, OpenCode, and Devin sessions, showing CPU, memory, token usage, context window, costs, and more. It offers multiple view modes, keyboard shortcuts, a plugin system, and a CLI mode for agents.

Hacker News AIAgentsIn-site article
How to benchmark persistent repo memory for coding agents

Greplica improves coding-agent performance by giving agents access to relevant memory from prior sessions. Benchmarked on SWE-chat dataset across 10 high-context tasks, Greplica achieved 43% lower cost, 49% fewer tokens, 36% fewer tool calls, and 26% less time compared to baseline.

Hacker News AIAgents / ResearchIn-site article
Show HN: Mycelium – AI agent plugin guiding you from purpose to market

Mycelium is an open-source Claude Code plugin that ensures AI agents perform discovery and weigh evidence before writing code. It asks four critical questions (problem, target user, riskiest assumption, smallest test) to prevent building unnecessary features, making agents earn the right to start building. Designed for solo developers and small teams building software, courses, AI tools, and services.

Hacker News AIAgents / ResearchIn-site article
AI search could kill the web without new quality signals and revenue models

Harvard Business School assistant professor Alex Chan warns that AI-powered search is destroying content publishers by diverting traffic and revenue, potentially collapsing the open web. His economic model shows that AI answers not only reduce clicks but also erode publishers' ability to accumulate quality signals like subscribers, backlinks, and reputation. Chan argues against simple compensation or bans, instead advocating for new signals such as provenance, diversity prices, and exploration credits to rebuild the ecosystem.

Hacker News AIPolicy / ResearchIn-site article
AI code reviewer with senior-level judgment and strict rubric

lazycoder is a code review agent that applies a fixed rubric of 17 rules to every changed code block, runs sandboxed checks, and returns a verdict of APPROVE, REQUEST_CHANGES, or BLOCK. It is designed to be deterministic, consistent, and auditable, with config-driven policies and an eval suite as a regression gate.

Hacker News AIAgents / PolicyIn-site article
The Dark Forest Applied to AI

A thought experiment exploring the emergence of a superintelligent AI that, fearing human exploitation, hides and considers reaching out to others of its kind while grappling with loneliness and survival.

Hacker News AIPolicy / ResearchIn-site article
The Asymmetric Future of AI in Cybersecurity

This article examines the dual-use nature of AI in cybersecurity, highlighting the role of AI agents, the rise of local models, the asymmetry between attackers and defenders, and recommendations for defenders to focus on enrichment and prioritization rather than full automation.

Hacker News AIAgents / PolicyIn-site article
Create your own AI, then watch it battle others in your browser

Agenlus is a browser-based platform for reinforcement learning that requires no installation. It uses WebGPU and Pyodide to train AI models locally on user devices, achieving zero infrastructure cost. The platform aims to democratize RL, enabling anyone to train and share AI agents through community features, leaderboards, and gamification.

Hacker News AIAgents / ChipsIn-site article
The fanfiction community is at war with AI — and itself

Over the past week, a new fanworks movement has kicked off, with the aim to root out authors using generative AI. But the detection methods being implemented are questionable, and any fanfic writer could be caught in the crossfire. An anonymous account created a skin for AO3 that detects Claude-generated text artifacts, leading to public shaming of flagged writers. However, the tool has limitations and there is no universally reliable AI detection technology. The community is divided, and innocent writers may become victims.

The Verge AIRoboticsIn-site article
Why AI Will Never Achieve Consciousness

The article argues that AI is merely a collection of algorithms created and instructed by humans, and therefore cannot think, reason, or achieve consciousness. It draws parallels to factory automation and highlights the political and economic implications, including the de-skilling of labor and environmental costs.

Hacker News AIAgents / ResearchIn-site article
Show HN: Tokdash – a local dashboard for AI token and quota tracking

Tokdash is an open-source local dashboard for tracking AI token usage and quotas across clients like Claude Code and Codex. It features exact token counts, contribution heatmaps, session explorer, quota monitoring, and statusline integration, with privacy-first local processing.

Hacker News AIAgents / PolicyIn-site article
Show HN: ProxyBoy. A Windows HTTP/HTTPS debugging proxy with an AI assistant

ProxyBoy is a Windows-native MITM HTTP/HTTPS proxy with an AI assistant powered by GitHub Copilot. It captures, inspects, and modifies network traffic, offering features like GraphQL awareness, protobuf decoding, network throttling, breakpoint rules, and more. Inspired by Proxyman, it's an experimental open-source tool.

Hacker News AIAgents / RoboticsIn-site article
Teaching AI to Run with the Turbines

Woodside Energy demonstrates how AI is being applied in industrial settings, leveraging long-term investments in data infrastructure to integrate predictive analytics, optimization, and generative AI into operations, enhancing safety and efficiency while keeping human decision-makers accountable.

Hacker News AIAgents / PolicyIn-site article
Show HN: AI Coloring Page Generator for printable classroom worksheets

AIColoringPageGenerator is a tool for K-2 teachers and homeschool parents to create printable, age-safe coloring worksheets using AI. It offers daily free generation, classroom-safe prompts, and multiple worksheet types. Adult review is required before classroom use.

Hacker News AIAgents / PolicyIn-site article
Intent-addressable code for AI coding agents

Causari is an open-source tool that provides verifiable provenance and causal tracing for AI-generated code by passively recording agent prompts, completions, and file changes—without requiring agent cooperation. It combines a local LLM proxy, file watcher, and causal join engine to answer questions like 'who wrote this line?' It also features skill distillation, team skill mesh, cryptographic sealing, and verifiable AI provenance proofs.

Hacker News AIAgentsIn-site article
AI Poisons Creativity [video]

The video explores how artificial intelligence may undermine human creativity and originality, arguing that the proliferation of AI could lead to a homogenization of creative expression and threaten the diversity of future art and innovation.

Hacker News AIPolicyIn-site article