Narrative Engine
Discourse monitoring → Content planning → Audience-specific framingDiscourse Feed
Anthropic validates probe-based approach; Goodfire extends it to production with 68% inference savings
Ambiguity in Article 13 transparency definition = window to position mechanistic interpretability as the standard
Architecture optimization vs interpretability-guided early exit: fundamentally different approaches, Goodfire achieves 68% without architecture changes
Goodfire has the only published result of scientific discovery via model reverse-engineering
Longer CoT = more performative tokens = more savings opportunity for Reasoning Theater probes
Category crystallization moment. Goodfire must be positioned as the defining vendor.
New model = new SAEs needed = new steering/surgery opportunities for partners
US regulatory body endorses interpretability. Demand signal for Shield/compliance products.