June 2026—Mirage project monthly recap: Delivered end-to-end DFlash support for Kimi-K2.6 with advanced attention and KV-cache integration, enabling longer context, improved throughput, and memory efficiency. Implemented the DFlash path across multiple MPK stages including non-causal attention core (K3), RMSNorm with RoPE, and a paged KV-cache for context management; introduced full DecoderLayer flow and final forward alignment. Added DFlash KV-store with a dedicated L4 materialization path and a reusable DFlashBuilder to assemble target drafts from weights, supporting future K2.6 demos. Established end-to-end MPK task lifecycle wiring (dflash_attention, dflash_norm_rope, dflash_kv_store) with test-mode validation and full-stack alignment to HF dumps; resolved bottlenecks with split-input K3 to separate context-KV and block-KV paths. Cleaned up and moved dev harness/tests/docs out of the tree for shipping readiness, while preserving a robust test scaffold and documentation for reproducibility. Achievements translated into business value: longer, more capable inference with predictable behavior, scalable context management, and a clean, maintainable codebase ready for K2.6 rollout.