lean-ctx 3.9.18

Context Runtime for AI Agents with CCP. 71 MCP tools, 10 read modes, 95+ compression patterns, cross-session memory (CCP), persistent AI knowledge with temporal facts + contradiction detection, multi-agent context sharing, LITM-aware positioning, AAAK compact format, adaptive compression with Thompson Sampling bandits. Supports 24+ AI tools. Reduces LLM token consumption by up to 99%.
Documentation 
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//! Combined savings benchmark study (E-Bench).
//!
//! Four-arm experiment harness: Control / Compress / Route / Combined
//! against standard coding benchmarks (HumanEval, MBPP, SWE-bench).
//! Proves lean-ctx multiplicative cost savings with quality retention.

pub(crate) mod analysis;
pub(crate) mod datasets;
#[allow(dead_code)]
pub(crate) mod experiment;
pub(crate) mod llm_client;
pub(crate) mod metrics;
pub(crate) mod report;
pub(crate) mod runner;
#[allow(dead_code)]
pub(crate) mod sandbox;
pub(crate) mod stats;

pub(crate) use analysis::PublicationAnalysis;
pub(crate) use experiment::StudyConfig;
pub(crate) use runner::run_study;