darxai: engineering, AI, and cybersecurity darxai

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Practical guides to build, automate, and protect better.

Articles about the real problems we see in SMBs: custom software, AI automation, and cybersecurity. No empty theory.

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AI-enabled phishing: why traditional training is no longer enough and what to do in an SMB

Cybersecurity · 4 min read

AI-enabled phishing: why traditional training is no longer enough and what to do in an SMB

Analysis of AI-enabled phishing, vishing, and deepfakes in 2026 with a modern training plan for SMBs: realistic simulations, operational metrics, and verification processes.

Context engineering for SMBs: how to lower AI costs without losing quality

AI · 4 min read

Context engineering for SMBs: how to lower AI costs without losing quality

Practical techniques to reduce inference cost in AI projects: efficient code search, model routing, desktop automation, and reusable context patterns. Data from Semble, agent-desktop, and hybrid approaches.

Disciplined agentic coding: how to use Claude Code and Cursor in an SMB without piling up debt

AI · 4 min read

Disciplined agentic coding: how to use Claude Code and Cursor in an SMB without piling up debt

A framework to adopt AI coding agents under control: AGENTS.md, Skills, permission gateways, evals, sandboxing, and metrics to avoid agents wiping production databases.

Patch tsunami: how to prioritize vulnerabilities when AI surfaces historical bugs

Cybersecurity · 3 min read

Patch tsunami: how to prioritize vulnerabilities when AI surfaces historical bugs

A triage model for SMBs facing the surge of AI-surfaced vulnerabilities: SLAs by criticality, fast decisions, lessons from CVE-2026-31431, and an operational plan.

SaaS and SSO attacks without malware: closing the door EDR cannot see

Cybersecurity · 4 min read

SaaS and SSO attacks without malware: closing the door EDR cannot see

Technical guide for SMBs facing actors like Cordial Spider and Snarky Spider that operate inside Salesforce, Workday, and Snowflake using vishing and SSO abuse. Per-vendor hardening and useful monitoring.

Supply chain attacks in SMBs: how to protect your CI/CD without slowing development

Cybersecurity · 3 min read

Supply chain attacks in SMBs: how to protect your CI/CD without slowing development

An operational plan to reduce supply chain risk in SMBs: lessons from PyTorch Lightning, Mini Shai-Hulud, and Trellix; monthly dependency sweep, CI/CD controls, and incident response.