9 Trends That Will Dominate Cybersecurity in 2023

Using the PyTorch-nightly compromise as a case study, this post explores attacking AI via its supply chain: typosquatted dependencies, credential theft from build machines, and model integrity risks.

Go malware has appeared in two Terraform providers and two Go modules — the first observed abuse of Terraform providers. The Graphalgo Go port hides a hash-gated trigger with blockchain and Slack C2.

DGrid routes requests across 200+ AI models using onchain identities, x402 payments, and Proof of Quality ratings. By July 2026, 96 models had multiple provider routes enabling failover.

TRON's stablecoin supply grew 9.2% to $89.2B in H1 2026, over six times market pace, while clearing $4.01T in transfers. The network is now extending its settlement rails toward AI-agent payments.

CertiK AI Auditor opens to the public after six months of internal use, hitting an 88.6% exact detection rate across 35 real-world 2026 Web3 incidents. Integrations embed it into AI coding agents.

With the rapid adoption of AI-enabled services into production applications, it’s important that organizations are able to secure the AI/ML components coming into their software supply chain. The good news is that even if you don’t have a tool specifically for scanning models themselves, you can still apply the same DevSecOps best practices to securing…