LLiansinlians-ai.hashnode.dev·8h ago · 3 min readWhy AI audit logs break when the facts changeMost AI agent audit logs can tell you what prompt ran, what model answered, and which tools were called. That is useful until someone asks a harder question six months later: Why did the agent make th00
ERErik Rekolainturva.dev·15h ago · 4 min readAuditing the auditor with four AI agentsThe company page of turva.dev tells a buyer they can read every line before hiring me. An audit business should survive its own promise, so I pointed it at my own site. Four AI agents, all running Cla00
ERErik Rekolainturva.dev·16h ago · 3 min readAgentic Resource Discovery and ai-catalog.jsonAgentic Resource Discovery, or ARD, is an open specification for telling AI agents what a site offers, in one machine-readable file. Instead of inferring from pages whether a site has an MCP server, a00
TWTang Weigangindoramagic.hashnode.dev·21h ago · 1 min readBefore an AI Agent Gets a Browser, Verify agent-workspace-linux's Isolation Contractagent-workspace-linux is useful because it changes the target of automation. Instead of driving the host desktop, it provisions a hidden Linux X11 workspace with its own window manager, browser, clipb00
PMPrzemek Marzecinsovantica.hashnode.dev·2d ago · 6 min readHow we built Engrava: from cognitive-architecture research to a production libraryDeterministic consolidation, a typed graph in SQLite, and an honest look at what agent-memory benchmarks can and can’t measure. You’re building an agent. It answers questions across many sessions, and00
ERErik Rekolainturva.dev·2d ago · 3 min readPublishing an ai-catalog.json for agentic discoveryGoogle and a Linux Foundation working group published Agentic Resource Discovery in 2026, an open specification for telling agents what a site offers in one machine-readable file at /.well-known/ai-ca00
ERErik Rekolainturva.dev·3d ago · 3 min readWhat the Open Knowledge Format is, and what it is notGoogle Cloud shipped the Open Knowledge Format a couple of weeks ago, and the posts about it are running ahead of the spec. OKF is described as your data models turned into plain markdown that humans 00
ERErik Rekolainturva.dev·3d ago · 2 min readSEO and agent-readiness are not the sameSearch engine optimization makes a site rank in a list of links for a person to click. Agent-readiness makes a site legible and usable by an AI agent that reads, decides, and sometimes acts on the use00
ERErik Rekolainturva.dev·4d ago · 3 min readWhat an agent pays to read your siteWhen an AI agent visits your site to check a price or finish a task for someone, it pays to read the page. That cost is counted in tokens, and a normal HTML page is expensive. Navigation, styling, scr00
OZOliver Zehentleitnerinblog.technopathy.club·5d ago · 11 min readKeep the Why: Code Becomes Legacy When Nobody Remembers WhyKeep a Changelog records what changed. Keep the Why preserves why it changed. I've been maintaining the UNICORN Binance Suite since 2019. It is a set of open-source Python packages for building autom42M