PATENT

Patent Abstract

Predictive Context Region Residency and Attention Orchestration

Patent application 202641039065 in the Manish KL patent portfolio, covering long-context llm inference and related technical systems.

202641039065 2026-03-29 Long-Context LLM Inference

Summary

Overview

This invention makes long-context inference adaptive by assigning both attention-computation state and memory-residency state per context region instead of treating all tokens as equally important.

Abstract

Technical Abstract

A runtime policy engine uses cross-attention density, semantic relevance, recency, positional criticality, structural landmarks, and retrieval likelihood to promote, demote, compress, summarize, or prefetch context regions. A coherence-veto guardrail prevents eviction of regions tied to recent outputs, allowing retrieval-augmented and code-repository inference systems to reduce attended context while preserving quality targets.

Search Context

SEO Keywords

long context inference patent, context residency patent, attention orchestration patent, LLM memory patent, retrieval augmented generation patent

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