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Kili Technology

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DeepSeek V4 Guide: Engram Memory, Training Data Strategy & Release Status (2026)

news analysis · third party analysis · 2026-03-23 · 33 techniques

Mixture of Experts Configurable reasoning effort DeepSeek Sparse Attention Group Relative Policy Optimization Supervised fine-tuning Muon Reinforcement Learning On-Policy Distillation Manifold-Constrained Hyper-Connections Generative Reward Model Compressed Sparse Attention Engram Heavily Compressed Attention Batch-invariant deterministic kernels FP4 Quantization-Aware Training Sample-level attention masking SwiGLU clamping Anticipatory Routing Filtering batched auto-generated and templated content Full-vocabulary logit distillation Internal engineering task evaluation Quick Instruction tokens XML-based tool-call schema with DSML token Long-document curation Mid-training phase Multilingual corpus expansion Pairwise comparison for Chinese writing Preemptible rollout service Rubric-guided RL data Sandbox infrastructure (DSec)Specialist-model training Task-specific data injection during mid-training White-collar enterprise task evaluation