In plain terms
Source Bias audit. X/Twitter is the engine's primary social pulse source (x_pulse dimension).
Source bias audit. X/Twitter is the engine's primary social pulse source (x_pulse dimension). Core biases: (1) Algorithmic suppression/amplification — Musk-owned platform actively shapes visibility. Content critical of Musk, the Department of Government Efficiency (DOGE), or Musk-aligned entities may be suppressed; content aligned with Musk's interests amplified. The engine tracks Musk as a node — using his platform as a data source creates a circular dependency. (2) Ad-driven incentives — engagement optimization rewards provocative content over accurate content. (3) Bot contamination — the engine's own the bot-dominated internet analysis (51% bot traffic) applies to its own data source. X's bot problem is well-documented and unresolved. (4) Post-acquisition brain drain — journalist, academic, and institutional exodus to Bluesky/Threads means X's information ecosystem is qualitatively different from pre-2022 Twitter. The engine supplements with OpenAlex (OurResearch nonprofit, academic paper database) but OpenAlex inherits academic publishing's own gatekeeping biases — peer review as managed consensus, citation cartels, publication bias toward positive results