Preprint reports 3x faster AI inference in long-reasoning tests.

🤖 AI/ML Daily Signal — Evening Edition 25 Aug 2026 · 13:28 UTC ──────────────────────────────── 🔥 1. Quantization-Aware Healing: a compressed, 4-bit model that outperforms its full-precision original 🔬 HuggingFace Blog · Score: 9/10 A technique called quantization-aware healing produces 4-bit models that outperform their full-precision originals, challenging conventional wisdom about compression tradeoffs. This directly impacts how practitioners can build faster, cheaper inference systems without accuracy loss. Read more → ⭐ 2. In-Cell Learning: Deployed Language Models Can Learn New Knowledge Without Changing a Single Stored Bit 🔬 arXiv cs.LG (Machine Learning) · Score: 8/10 Shows that deployed LLMs can learn new knowledge through in-context mechanisms without modifying stored weights, solving the critical problem of updating frozen production models. This unlocks practical continuous learning for deployed systems without retraining or redeployment. Read more → ⭐ 3. BF1: A Causal Dyadic Sparse-Attention Retrofit for Efficient Long-Context Transformers 🔬 arXiv cs.LG (Machine Learning) · Score: 8/10 BF1 presents a deterministic block-wise sparse attention pattern that reduces long-c