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AI & Agents13 min read

Strix AI Pentesting: What It Is, How It Works & Setup Guide

What is Strix? The open-source autonomous AI pentesting agent (usestrix/strix) that proves real exploits with reproducible sandboxes - no noisy CVE list spam.

#ai#security#pentesting
System Design7 min read

DuckDB Is Fast Because It Skips the Part Everyone Forgets

A deep dive into DuckDB internals: why an in-process SQL engine that skips the network beats clusters that cost millions, and what HN thinks about it.

#duckdb#databases#sql
Software Craft5 min read

Java Valhalla: Twelve Years to Delete One Assumption

Project Valhalla finally lands in JDK 28 as a preview. The story of how a decade of work boils down to one idea: let objects opt out of identity.

#java#jvm#performance
AI & Agents8 min read

Agent Reach: Internet Access Without the API Bill

A Python capability layer that wires your AI agent to Twitter, Reddit, YouTube, Bilibili, and more - one install prompt, zero paid APIs.

#ai-agents#cli#web-scraper
AI & Agents5 min read

GLM-5.2 just took the open-weights crown - and it thinks a lot

Z.ai's GLM-5.2 tops Artificial Analysis's open-weights leaderboard at 51 points, but HN is arguing about token bloat and whether benchmarks lie.

#glm-5-2#open-weights#llm
AI & Agents7 min read

OpenMontage: Your Coding Agent Becomes the Video Director

Open-source agentic video production: 12 pipelines, 52 Python tools, 400+ skills. Claude or Cursor orchestrates research, assets, edit, and render.

#video-production#ai-agents#cursor
AI & Agents6 min read

Sixty percent of Americans are tired of hearing 'AI' in your ads

A WordPress VIP survey of 1,200 US consumers finds AI in brand messaging is a turnoff, and almost nobody can name a company doing it well.

#ai#marketing#consumer-research
AI & Agents7 min read

TimesFM: Google's Zero-Shot Prophet for Numbers

Google Research's decoder-only foundation model forecasts time series out of the box - no per-dataset training, 200M params, quantile bands included.

#time-series#forecasting#machine-learning
AI & Agents7 min read

last30days: The AI Skill That Searches People, Not Editors

An AI agent skill that searches Reddit, X, YouTube, HN and Polymarket for the last 30 days on any topic, scored by what real people actually engaged with.

#claude-code#research#reddit