Why reasoning models still fail at long-horizon planning: Architectural memory limits
Across 10,000+ benchmark trials, multi-step planning degradation occurs due to KV-cache attention drift and context fragmentation rather than reasoning capacity. We outline 12 mitigation patterns implemented in Zypher’s cognitive kernel.