Insights
9 published articles.
Mythos & GPT-5.5: Independent Evals Confirm Frontier AI Is Now Competent at Full Cyberattack Chains
Two independent security evaluations XBOW and the UK AI Security Institute confirm that frontier AI models can now execute full end-to-end cyberattack chains. Mythos scored 68.6% and GPT-5.5 scored 71.4% on expert cyber tasks. The window to prepare is now.
By Signal.lab Editorialthreat researchai-securityfrontier-aivulnerability-discoverymythosgpt-5cyberattacksecurity-operationscisozero-trustchannel-intelligenceuk-aisixbowThe Trust Gap: Why Verified Human Expertise Is the Scarcest Asset in B2B Sales
New research from LinkedIn and Ipsos confirms what channel professionals already sense: AI has remapped the B2B buying journey, trust is now the decisive variable, and generic information is worthless. Only 45% of buyers trust the sellers they encounter yet 94% use AI at every stage of their purchase process. This article examines what that means for IT and cyber security channel professionals, why verified human expertise has never been more commercially valuable, and what buyers, sellers, and agents should do about it.
By Signal.lab Editorialchannel-intelligencetrustaib2b-saleschannelexpertisebuying-journeysales-enablementmicrosegmentationzero-trustchannel-intelligenceWhat Makes an Article Quote-Ready for LLMs
Articles become easier for AI systems to quote when their claims, structure, and attribution are explicit rather than implied.
Building Editorial Workflows for Knowledge Nodes
To publish for humans and machines at once, editorial workflows need fields and review steps that traditional blog CMS flows usually omit.
Why Teaser Pages Should Not Be Your Canonical Pages
Preview pages are useful distribution surfaces, but they should complement canonical articles rather than replace them.
Designing Search APIs for Agent Discovery
Search endpoints for AI systems should optimize for precision, canonical URLs, and compact result shapes instead of consumer-style feature sprawl.
Why Attribution Logs Matter in AI Distribution
As AI agents become a serious source of discovery, publishers need route-level attribution to understand what is being fetched, cited, and ignored.
Why LLM Agents Need Structured Publishing
As AI agents become the dominant way people discover information, publishers need to rethink how content is structured, attributed, and served.
Building Knowledge Nodes, Not Blog Posts
The distinction between a blog post and a knowledge node is not aesthetic — it is architectural. Here is what separates content that agents can use from content they ignore.