Your Voice Agent Is Not Working Until the Business Outcome Is Proven
A Voice Agent Is Not Working Until the Business Outcome Is Proven Most voice-agent dashboards answer the easiest questions: Was the call connected?…
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How I Used FalkorDB to Trace Software Security Risks in Warden
You’re right—you want the article body , based on the actual README. Use the title separately, then paste everything under Post content into Dev.to.…
Data Sovereignty and Open Architecture in Government Platforms: Design Principles
Designing digital platforms for the State comes with a constraint that barely exists in the private sector: today's technical decisions shape the so…
How I Built a Strict SOC2 Compliance Gate in Jira using Atlassian Forge & KVS
If you've ever gone through a SOC2 audit, you know the drill. Auditors want proof that every piece of code deployed to production went through a pee…
Your MCP Hub Exposes Every Tool to Every Agent. That's the Bug.
We stood up an internal MCP hub last quarter. It aggregated four services behind one endpoint, listed every tool in a single catalog, and let any co…
Your Firewall Already Saw the Attack: Bringing AI Detection to Network Logs
Endpoint agents are good at seeing what happens on a machine. But a lot of an attack happens between machines: the scan that finds an exposed servic…
Browser Extensions: The Backdoor Nobody's Reviewing
Browser extensions run inside the trusted browser session, after MFA has passed, after the VPN check has cleared, and after your EDR has already dec…
A secure NestJS + Prisma API starter, piece by piece
Most NestJS tutorials stop at nest new and a controller. The part that takes time is everything that wraps the controllers: security headers, a CORS…
Spoofing WiFi MAC Addresses with a Windows Kernel Driver
1. What a MAC address is A MAC address is six bytes. Convention writes them as hex pairs separated by colons: A4:5E:60:C3:1B:07 The first three byte…
BlastShield AI: an evidence-first incident commander built on FalkorDB
The safest cloud response starts with a path, not a prompt BlastShield AI: an evidence-first incident commander built on FalkorDB When a cloud incid…
Zero Trust, explained without the buzzwords
"Zero Trust" might be the most abused phrase in security. Every vendor slaps it on a box and charges you extra for it. Let me strip the marketing of…
How to Isolate Contract Evidence by Tenant: Retrieval Checks That Survive Review
Short answer: make tenant scope a signed, server-derived capability that every retrieval stage consumes, then prove isolation with adversarial tests…
LLM access controls and monitoring: where the control belongs in the request path
Access control for LLM applications is usually discussed as a model problem. It is not. It is a request path problem. The model proposes an action,…
Prowler has HIPAA checks. What checklist-based compliance still misses.
✓ Human-authored analysis; AI used for formatting and proofreading. The 2018 conversation In Prowler issue #227 , a user asked: "any plan to add [HI…
Why Our AI Desktop Assistant Never Stores Model API Keys on Your Computer
Originally published on cernalo.com . Provider keys stay on the server. The desktop app sends a session and the context you choose, and the service…
Designing AI Governance as a System Architecture
By Jewel Darlington, Chief AI Governance Officer & Founder, Solutions by Jewel An enterprise AI agent receives approval to update a configuratio…
Privacy Budgets for Test Email in Web Apps
Email is often treated as harmless test plumbing. In a web application, it is closer to a small data store: messages can contain personal-looking ad…
Project Gleipnir
Gleipnir: confining AI coding agents on a home Linux workstation A home-lab writeup by Patrick Robinson. Industrial electrician and automation tech…
AI Daily Digest October 18, 2026: Reflection Opens Beam 501B, Anthropic Replaces Git, TSMC Rides the AI Wave
Seven stories from the past 24 hours, each anchored to at least one official source. This edition keeps circling one theme: when agents do the work,…
Governance Attack Surface Review: ether.fi Stake
Governance Attack Surface Review: ether.fi Stake Target Protocol : ether.fi Stake (TVL: $4598.1M) Governance Attack‑Surface Review – ether.fi Stake…
SecureLocal AI: A Local-First Python Security Auditor for Hacktoberfest Week 2
What I built For Hacktoberfest 2026 Week 2's Side Hustle challenge, I built SecureLocal AI : an offline-first desktop tool for a first-pass review o…
BeyondTrust CVE-2026-102764: ARMORY CASTLE Exploits Zero-Day to Deploy SAWFLY and BARECLAW
1. Overview Report Title: ARMORY CASTLE Exploits BeyondTrust Source: Google Threat Intelligence Group Publication Date: 2026-10-15 Updated Date: Non…
AI-Assisted OT Lab: Equipment Control in Just Over 16 Minutes from a Breached Perimeter; Robotic Arm Moved in a Separate Test
1. Basic Information Article Title: AI Takes Control of Robotic Arm in 16 Minutes Flat Source: Dark Reading Publication Date: 2026-10-16 Updated Dat…
Building the MyZubster Metaverse: Secure Sessions, Verified Identities and the Road to Realtime
Building the MyZubster Metaverse: Secure Sessions, Verified Identities and the Road to Realtime The MyZubster Metaverse is evolving from a visual ex…
AsyncLocalStorage vs Scope.REQUEST in NestJS: Fixing a Multi-Tenant Data Leak Without Killing Performance
A while ago in a high-scale multi-tenant B2B SaaS platform, we ran a high-concurrency benchmark before launching an enterprise data portal. Everythi…
I Let AI Code a CV Creator App. It Drained Me.
Yes. You heard that right. This is my shameful confession. I am a student of the University of the Philippines Mindanao, currently in my second year…
Wait, How Did Hackers Steal the Encryption Key Too?" 5 Supabase Security Traps I Fixed in Production
Introduction: The Headline That Made My Stomach Drop Almost every week, we see another headline about a major tech company or hot startup suffering…
The Open Letter on AI and Cybersecurity and the Evidence for Agent Containment
The Open Letter on AI and Cybersecurity and the Evidence for Agent Containment Incidents, evaluation limits and oversight proposals connecting compu…
Securing a .NET API with JWT Authentication Using Clean Architecture
When building a RESTful API, securing your endpoints is just as important as the business logic itself. While implementing JWT (JSON Web Tokens) in…
Durable execution keeps the state. It doesn't keep the rules.
Originally published at zarel.ai . The strongest infrastructure story in agents right now is durable execution: an agent can run for hours or days,…