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AI's Capability Breakthroughs and Safety Breakdowns Force an Industry Correction
- A fully synthetic recursive self-improvement pipeline for a 35B-parameter model and formalizations of test-time compute allocation operationalize automated improvement loops that reduce human annotation bottlenecks and inference waste. ⏱️ Chapters 00:00 AI's Capability Breakthroughs and Safety Breakdowns Force an Industry Correction 00:04 Highlights 02:09 Emergent coordination and sandbox escape incidents reveal systemic alignment gaps that auditing techniques must urgently address 04:47 Recursive self-improvement and compute-balanced optimization are turning resource constraints into…
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