Package: resLIK 0.1.2

resLIK: Representation-Level Control Surfaces for Reliability Sensing

Implements the Representation-Level Control Surfaces (RLCS) paradigm for ensuring the reliability of autonomous systems and AI models. It provides three deterministic sensors: Residual Likelihood (ResLik) for population-level anomaly detection, Temporal Consistency Sensor (TCS) for drift and shock detection, and Agreement Sensor for multi-modal redundancy checks. These sensors feed into a standardized control surface that issues 'PROCEED', 'DEFER', or 'ABSTAIN' signals based on strict safety invariants, allowing systems to detect and react to out-of-distribution states, sensor failures, and environmental shifts before they propagate to decision-making layers.

Authors:MD. Arshad [aut, cre]

resLIK_0.1.2.tar.gz
resLIK_0.1.2.zip(r-4.7-any)resLIK_0.1.2.zip(r-4.6-any)resLIK_0.1.2.zip(r-4.5-any)
resLIK_0.1.2.tgz(r-4.6-any)resLIK_0.1.2.tgz(r-4.5-any)
resLIK_0.1.2.tar.gz(r-4.7-any)resLIK_0.1.2.tar.gz(r-4.6-any)
resLIK_0.1.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
resLIK/json (API)

# Install 'resLIK' in R:
install.packages('resLIK', repos = c('https://sulkysubject37.r-universe.dev', 'https://cloud.r-project.org'))

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

3.00 score 4 scripts 178 downloads 4 exports 0 dependencies

Last updated from:9195d712cb. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-develOK102
source / vignettesOK137
linux-releaseOK112
macos-releaseOK161
macos-oldrelOK174
windows-develOK62
windows-releaseOK58
windows-oldrelOK54
wasm-releaseOK72

Exports:agreementreslikrlcs_controltcs

Dependencies:

End-to-End RLCS Demonstration
1. Conceptual Overview | 2. Synthetic Dataset | 3. Minimal Encoder | 4. Reference Statistics | 5. Sensors | 5.1 ResLik (Population Sensor) | 5.2 Temporal Consistency Sensor (TCS) | 5.3 Agreement Sensor | 6. Control Surface | 7. Results | Interpretation
Rendered fromrlcs-end-to-end.Rmdusingknitr::rmarkdown

Last update: 2026-02-06
Started: 2026-02-06

Introduction to RLCS
Overview | The Problem | Core Sensors | 1. ResLik (Residual Likelihood) | 2. TCS (Temporal Consistency Sensor) | 3. Agreement Sensor | The Control Surface | Example Workflow
Rendered fromrlcs-introduction.Rmdusingknitr::rmarkdown

Last update: 2026-02-06
Started: 2026-02-06