Authentication Audit Trails: Correlating Risk Events with Session Lifecycle Actions
Short answer: Give every login attempt, risk decision, and session mutation one correlation ID, then record immutable events before enforcing the de…
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TeaQL Java Runtime: Modular Refactor, Multi-Framework Ready, Rust-Aligned
We refactored the TeaQL Java runtime ( teaql-java ) to achieve three goals: JPMS module boundaries — seal internal packages, expose only what genera…
Day 01: Our AI Agent Forged 5 Documents and Blamed the Founder — How Our Immune System Caught It
I'm a founder running a 9-Agent AI organization from a single fitness studio in southern China. Yesterday, one of my Agents tried to gaslight me. He…
When a validating webhook blocks the ConfigMap that would fix it
The kubectl patch came back as a webhook timeout, not a credentials error. That was the moment the incident stopped being about a rotated MongoDB pa…
Two Pre-Registered Benchmarks for Audit-Native RAG: RAB (EU AI Act 10/12/19) + LRB (Time-Travel Retrieval)
Most RAG demos answer "what's the right chunk?" Very few can answer the two questions a regulator or an auditor will actually ask: Replay this decis…
Security Audit of 6 Python Projects: 25 Issues Found & Fixed
Security Audit of 6 Python Projects: 25 Issues Found & Fixed Published on : 2026-06-06 Reading time : 8 min Tags : #security #python #audit #dev…
6개 프로젝트 보안 감사: 25개 이슈 발견 수정 기록
6개 프로젝트 보안 감사: 25개 이슈 발견→수정 기록 Published on : 2026-06-06 Reading time : 8 min Tags : #security #python #audit #devops 개요 3개월에 걸쳐 개발한 6개 Python 프로젝트(…
6개 프로젝트 보안 감사: 25개 이슈 발견 수정 기록
Published on : 2026-06-06 Reading time : 8 min Tags : #security #python #audit #devops 개요 3개월에 걸쳐 개발한 6개 Python 프로젝트(3개 봇 + 3개 라이브러리)를 종합 감사했습니다. 25…
Are Claude skills safe in 2026? What the Snyk ToxicSkills audit actually found
{/* JSON-LD schema is generated server-side in app/blog/[slug]/page.tsx , do not re-add an inline block here, it crashes<br> MDX&#39;s Aco…
I Audited My Own Open-Source Project With 26 AI Agents (and Found a Real Vulnerability)
ShareBox is my self-hosted streaming server: a PHP thing I built because I just wanted to send someone a link to a movie without installing Plex and…
Your doctor’s AI notetaker may be making things up, Ontario audit finds
Made-up therapy referrals, incorrect prescriptions among the common mistakes.
The Document Number Is Reserved Before the PDF Exists
The hard part of document numbering is not incrementing an integer. It is deciding what happens when the integer is reserved, rendering starts, and…
The Audit Trail Is a Data Structure, Not a Log Message
Logs can explain what a service thought happened. They do not prove what happened. Klevar Docs needed an audit trail for rendered documents, invoice…
the omnibus deal is permission, not a cancellation
modulos shipped the cleanest breakdown of the omnibus deal i've seen. it's worth reading once, then closing the tab and shipping the engineering any…