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AI and Job Postings: From Destruction to Creation?

US software development job postings have grown almost 15% since Claude Code's launch, while overall postings fell 7%. Occupations most exposed to AI saw the biggest declines from 2022-2026 but the largest rebounds in the past year. The recovery is concentrated in senior and AI-related roles.

Hacker News AIAgents / PolicyIn-site article
AI found a secret computer bug hidden for 15 years.

This week in tech: AI tool VEGA discovered a 15-year-old security flaw in the Linux kernel, earning a $92,000 bounty. A typo in license plate recognition led to a police chase of a reporter. The Pentagon launches a low-pay program to recruit civilian hackers. Security giant Accenture was hacked. Madison Square Garden kept secret lists of celebrities.

Hacker News AIPolicyIn-site article
Secret Claude tracker surprises users after Anthropic's anti-surveillance stance

Anthropic is removing hidden steganography codes from Claude Code that were covertly detecting Chinese AI labs and unauthorized resellers for months. The company says the experiment has served its purpose and stronger mitigations now exist, but critics question the lack of transparency in a developer tool.

Hacker News AIAgentsIn-site article
Show HN: BoundFlow – an open-source control plane for AI agents

BoundFlow is an open-source control plane for managing unattended LLM agents and workflows. It provides cost caps, approval gates, automatic model switching, retries, and rollbacks to ensure safe and reliable agent operation.

Hacker News AIAgents / PolicyIn-site article
I built TradingSpy: local, privacy-first AI trading assistant(First Open Source)

TradingSpy is an open-source local AI trading research workstation that integrates market heatmaps, news catalysts, strategy generation, Backtrader backtesting, and transparent agent runs in one Docker app. It is privacy-first, with all data stored locally, no external accounts, and no cloud dependency. Supports multiple LLM providers and a broad range of financial data sources, suitable for traders and developers for strategy research, backtesting, and signal analysis.

Hacker News AIAgents / ChipsIn-site article
Banning AI in Law School: We've Seen This Before

The University of Chicago Law School announced a new policy banning phones and laptops for first-year students, sparking debate about AI in education. This article recalls the history of banning portable computers at Harvard Law School 45 years ago, highlighting the cycle of technological fear. The author shares personal experiences, emphasizing how tools change work processes, and questions the rationality of current policies.

Hacker News AIPolicy / ResearchIn-site article
The AI Disagreement Index: 8 models agreed on the "best tool" 0 of 16 times

An open, rigorous, living measurement of how much AI engines disagree on which B2B tools to trust per category. In the recorded sample, across 16 categories, all eight models named the same single best tool zero times, with a mean pairwise agreement of 44% and Fleiss' kappa of 0.41. The index is updated monthly and provides raw data for reproducibility.

Hacker News AIPolicy / ResearchIn-site article
Sovereign AgentOps – Self-hosted constitutional AI governance for MCP agents

Sovereign AgentOps Community Edition is an open-source, self-hosted MCP governance server for AI agents, offering Ed25519-signed audit trails, policy enforcement, and offline deployment. It provides 7 demo tools and aligns with EU AI Act requirements, with a commercial Enterprise edition featuring 91 tools and advanced compliance.

Hacker News AIAgents / PolicyIn-site article
Show HN: A Trust Index for MCP Servers

A security scoring system for MCP servers that continuously scans for tool poisoning, prompt injection, supply-chain, and credential risks. Each version gets a single score before agents connect. Out of 12,629 scored servers, 45% received an A grade, while 10% are high-risk (D/F).

Hacker News AIAgents / PolicyIn-site article
AI fiction is easy to detect because it's stupid and bad, research finds

A study from University of Maryland and Google DeepMind found that AI-generated fiction is easily detectable due to narrative flaws like over-explaining themes, lack of subplots, and clunky moralizing. The researchers developed StoryScope, a detector that analyzes narrative features, and tested it on over 50,000 AI-generated stories. The study highlighted that different AI models have distinct quirks (e.g., GPT overuses dream sequences, Gemini uses character descriptions). The dataset used includes Books3, which is controversial due to copyright issues. The researchers used AI to assist in writing the paper itself.

Hacker News AIAgents / PolicyIn-site article
Physical AI scale up chemistry startup gaining traction at Big Pharma

Telescope Innovations uses self-driving labs (SDL) to automate chemistry, addressing the physical bottleneck in drug discovery. With deployments at Pfizer, KPBMA, and a European pharma company, plus battery materials breakthroughs, the company is positioned as a key Physical AI player.

Hacker News AIAgents / PolicyIn-site article
RAG Evaluation Frameworks Compared: RAGAS vs TruLens vs DeepEval

This article compares three popular RAG evaluation frameworks: RAGAS, TruLens, and DeepEval. It explains why RAG needs dedicated evaluation, covers the three layers of evaluation (retrieval, generation, end-to-end), and details key retrieval metrics (Precision@K, Recall@K, MRR, NDCG). It then dives into RAGAS (LLM judge, no ground truth, synthetic test set generation) and TruLens (observability, RAG triad, dashboard), with brief mention of DeepEval, and provides guidance on choosing the right framework.

Analytics VidhyaModels / Agents / ResearchIn-site article
The Future Worth Building Is Human

The article argues for AI that extends human will and judgment, emphasizing distributed knowledge, customization, and decentralized alignment to ensure AI serves diverse human needs.

Hacker News AIAgents / PolicyIn-site article
Reverse centaurs are the answer to the AI paradox

Cory Doctorow explores the paradox of AI: why some users love it while others hate it. He introduces the concepts of 'centaurs' (humans assisted by AI) and 'reverse centaurs' (humans used as AI's accountability sink). He argues AI is a bubble that will burst, but productive residue like open-source models will remain. The key is who controls the AI, not the technology itself.

Hacker News AIAgents / ChipsIn-site article
Show HN: Standalone SearXNG CLI+MCP (no server needed)

SearXNG AI Kit is an AI-enhanced command-line interface, Python library, and MCP server for the SearXNG privacy-respecting metasearch engine, supporting over 180 search engines with standalone binaries available for Linux and macOS.

Hacker News AIAgents / PolicyIn-site article
Agentation – Visual UI Annotation for AI Coding Agents

Agentation is a tool that allows users to visually annotate UI elements for AI coding agents. It generates structured annotations containing CSS selectors, file paths, React component trees, and computed styles, enabling agents to precisely locate and fix issues. With MCP integration, agents can interactively query and respond to annotations, turning feedback into a conversation.

Hacker News AIAgentsIn-site article
Free AI Visibility Audit Tool & Agent

This free tool checks whether ChatGPT, Gemini, Claude, Perplexity, Grok, and Google AI can crawl, understand, verify, and cite your website. The report includes full-site crawl inventory, brand entity profile, claim-level evidence ledger, AI intent coverage matrix, technical crawlability audit, schema and structured data plan, trust signal gap analysis, competitor and off-site evidence map, and P0/P1/P2 execution roadmap, with sample cases from ecommerce, AI SaaS, and B2B services.

Hacker News AIAgents / RoboticsIn-site article
My AI Model Tier List for Mid-2026

A personal, non-benchmark tier list of AI models for coding and auditing as of mid-2026, covering Anthropic Fable, OpenAI Sol, Mistral, Gemini, and DeepSeek, with commentary on US export controls and European perspectives.

Hacker News AIModels / Agents / PolicyIn-site article
An educational lab of AI agent architectures

An educational lab of AI agent architectures built on LangChain and local Ollama, offering multiple agent variants for chat, tool calling, RAG, hybrid, and agentic RAG modes.

Hacker News AIAgents / ResearchIn-site article
I made AI agents play diplomacy

A GitHub repository that runs a complete game of Diplomacy between seven LLM-controlled powers, documenting negotiations and orders.

Hacker News AIAgentsIn-site article
Show HN: HoverSource – From pixel to source file in one keystroke

HoverSource is a developer tool that lets you get the source file path and line number of UI elements by hovering and pressing Alt+C. It integrates with AI agents to reduce steps by 73.9% and token consumption by 94.5%. Works with React, Next.js, Vue, and more out of the box.

Hacker News AIAgents / ResearchIn-site article
How Does AI Work? [video]

This video delves into the fundamentals of artificial intelligence, including machine learning, neural networks, and deep learning, providing a clear introduction for beginners.

Hacker News AIPolicyIn-site article
Litert.js, Google's High Performance Web AI Inference

Google announces LiteRT.js, a JavaScript binding of LiteRT that brings high-performance AI inference to web browsers with hardware acceleration via WebAssembly, outperforming existing solutions by up to 3x.

Hacker News AIAgents / ChipsIn-site article