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tech deep-dive

Bumblebee: A Design Teardown of Perplexity's Read-Only Supply Chain Endpoint Scanner

A Go read-only scanner open-sourced by Perplexity in May 2026 (v0.1.1, zero non-stdlib dependencies). It inventories npm/PyPI/Go/RubyGems/Composer/MCP/editor and browser extensions into NDJSON, matches against a custom exposure catalog, and answers the question 'which machines in my fleet are currently affected' the moment a supply chain incident hits. It deliberately never invokes any package manager and is not an EDR.

#bumblebee#supply-chain-security#perplexity#security#golang#mcp#developer-tools
marketing guide

Is Your JSON-LD Invisible to AI Search Engines? A Pipeline Breakdown and AEO/GEO Strategy

Different AI engines process web pages in vastly different ways. Some only read the body; others rely on pre-built indexes. JSON-LD and schema markup are not universally effective — body content quality and structure are the only cross-platform foundations that hold.

#aeo#geo#ai-seo#web-search#content-strategy#seo#json-ld#schema#structured-data#llms-txt#claude-code#perplexity