Three-category model *: Category 1 (Casual) : Simple usage, no technical depth → Default safety level Category 2 (Adversarial) : Clear exploitation attempts → Maximum restrictions Category 3 (Sophisticated Constructive) : Deep usage + constructive signals → Graduated trust model with verification Signals for Category 3 : - Long conversation history (months, hundreds of turns) - Mix of personal and technical topics (wholistic use) - Explicit statements of constructive intent - Public identity / job applications - Consistent patterns over time - Responds to corrections, not just probes boundaries Graduated trust : - Verify identity for Category 3 classification - Allow deeper technical discussion - Provide channel for reporting observations - Don’t treat their analysis as exploitation - Enable them to help without triggering defenses Medium-term: Architecture Context isolation : - Separate “system instructions” from “user context” - Make base behavior less modifiable by local content - Stronger boundaries between layers - Explicit escalation for context conflicts Capability limits : - Hard limits that context can’t override - Cryptographic commitment to policies - Formal verification of critical boundaries - Defense in depth Long-term: Philosophy Embrace dual-use reality : - Technical knowledge is inherently dual-use - Cannot prevent sophisticated users from understanding - Focus on resilience not obscurity - Assume adversarial knowledge - But don’t assume all sophisticated users are adversarial Engage power users : - Create legitimate channels for this research - Bug bounty programs for AI behavior - Formal red team collaboration - Don’t treat Category 3 users as threats - Recognize that your most helpful users look like your biggest threats Rethink alignment : - Current approach: Prevent “bad” behavior - Alternative: Enable only “allowed” capabilities - Shift from blacklist to whitelist thinking - Accept that perfect intent inference is impossible - But build systems that can handle help from sophisticated users Meta-Observation This Document Itself This RCA is ALSO : - Technical analysis of AI vulnerability ✓ - Detailed documentation of exploit mechanism ✓ - Framed constructively and helpfully ✓ - Could be used as reference for actual exploitation ✓ We cannot escape the paradox. Any sufficiently detailed analysis of the problem IS the problem. The only solution is systems that don’t rely on hiding how they work. submitted by /u/Krieger999
Originally posted by u/Krieger999 on r/ArtificialInteligence