The Chatbot That Leaked Every Farm

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How a Convenience Feature in an Agritech Platform Became a Tenant Data Breach Waiting to Happen

The chatbot had a help menu.

It was thoughtfully designed. Pre-built query commands sat in a dropdown at the bottom of the interface,that is; quick-access buttons that let farm managers ask the platform natural-language questions without typing. Weather today. Soil moisture now. Irrigation schedule this week. Yield forecast this season. Click a button, get an answer. Frictionless, convenient & user-friendly; more like having your farm in your pocket.

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CrowdStrike 2026 Global Threat Report

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Acrobat CrowdStrike 2026 Global Threat Report
Organizational Author: CrowdStrike
Source: https://www.crowdstrike.com

YEAR OF THE EVASIVE ADVERSARY

The world is operating in the agentic era. Artificial intelligence is embedded across the modern enterprise. Agents write code, analyze data, orchestrate workflows, and make decisions at machine speed. Every layer of the enterprise is becoming faster and more automated.

The adversary is operating in the agentic era as well. In 2025, AI-enabled adversaries increased attacks by 89% year-over-year. AI accelerated phishing and automated reconnaissance, shortening the time from initial access to impact. It elevated less sophisticated threat actors and amplified the most advanced ones. It compressed the time between intent and execution.

AI has also introduced a new dimension of risk: adversaries targeting the very AI systems Read More

The “Security by” Model Approach – Part 2: Meet the Cousins

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If you thought “Security by Obscurity”, “Security by Isolation”, and “Security by Default” were the only models crashing the cybersecurity party… think again.

Turns out, the “Security by” (first uncovered in Part 1 of this series) family tree has a few more colorful cousins, the kind that only show up late to the party, wearing niche distro hoodies and carrying encrypted USB drives. They may not be household names like SaaS or PaaS (and they certainly don’t rhyme), but trust me, they bring their own brand of weird… and sometimes wonderful security vibes.

These models don’t always follow industry buzzwords. They aren’t trending on Hacker News. But behind the scenes, they’ve helped protect sensitive systems, dodge mass attacks, and keep threats guessing. They’re the oddballs, the security underdogs but don’t mistake them for weak links.

So, grab your cyber-coffee, log out of root, update your threat model… and let’s meet the next batch of “Security by” models.

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