Claude Opus 4.8: What "Lying Machine No More" Actually Means
Opus 4.8's headline improvement is a 4x reduction in the probability of letting code flaws pass silently—plus Dynamic Workflows for parallel subagents and Effort Control for cost tuning.
#alignment
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AI Recursive Self-Improvement: What's Real, What's Not, and Where the Rubicon Actually Is
AI recursive self-improvement is already happening in production (Constitutional AI, RLHF with AI feedback, automated evaluators) — but the full recursive loop where AI autonomously generates stronger successors remains constrained by evaluation reliability and alignment gaps.