Security & Cyber

last updated 2026-05-04

Physics / mechanism

Competitive landscape

Primary competitive vectors: perimeter vs. zero-trust architecture; software-only vs. hardware-rooted trust; incumbent platform players (Microsoft Defender, Google Mandiant) vs. point-solution specialists. Adjacent segments: trusted execution environments (TEEs), physically unclonable functions (PUFs), secure elements, and confidential computing. PQC migration is a cross-cutting pressure on all crypto-dependent products.

Approach	Strength	Weakness
Software-only (EDR/XDR)	Rapid deploy, updates	Bypassable below OS layer
Secure element / HSM	Hardware root of trust	Cost, integration friction
PUF-based ID	No secret storage	Side-channel exposure risk

Companies using

Connected ideas

Sources

Frontier (open questions)

To be added.

Recent mentions

2026-07-01 EnclaveX: End-to-End Confidential AI with CPU/GPU TEEs paper
2026-06-24 ComputeFHE: A Privacy-Preserving General-Purpose Computation Library paper
2026-06-24 AutoSpec: Safety Rule Evolution for LLM Agents via Inductive Logic Programming paper
2026-06-18 CHERI-D: Secure and efficient inline object ID for CHERI temporal memory safety paper
2026-06-17 Breaking the Code: Security Assessment of AI Code Agents Through Systematic Jailbreaking Attacks paper
2026-06-17 Bifrost: Hybrid TEE-FHE Inference for Privacy-Preserving Transformer and LLM Serving paper
2026-06-16 A Security Analysis of Long-Horizon Agentic AI Systems: Threats, Evaluation, and Framework Development paper
2026-06-16 Benign in Isolation, Harmful in Composition: Security Risks in Agent Skill Ecosystems paper