Episode Details

Claude Mythos Preview's Project Glasswing triggered a 3.5× spike in high-severity CVE disclosures in June 2026, inverting the security pipeline — discovery is solved and remediation is the new bottleneck. Local SOTA inference crosses a mainstream developer threshold, with consumer GPUs reaching 1M-context DeepSeek V4 Flash at 263 tokens per second via a llama.cpp patch. Stanford's AutoMem makes agent memory a trainable RL policy with 2–4× benchmark gains, extending the compounding-loop moat into the memory tier.