OBSERVATORY / SOURCE INTELLIGENCE

Research Signal Relevance Classifier.

Additional page sections

Classifies a paper, advisory, standard or update by source quality, novelty, uncertainty, actionability and L2ET domain fit.

Version 1.9 Beta Protected engine Research signal card
PURPOSE

Decision supported.

Classifies a paper, advisory, standard or update by source quality, novelty, uncertainty, actionability and L2ET domain fit.

Intended user

research, assurance and technical review teams

Output status

Preliminary outputHuman review requiredNot certification
USE CASES

Where this instrument fits.

  • Triage research and standards updates
  • Create Observatory signal cards
  • Decide whether to monitor, brief or ignore
  • Link signals to tools and frameworks
INPUTS

Required input fields.

  • Signal text (optional)
  • Source type (required): Primary source or official standard, Preprint, Vendor publication, News or commentary, ...
  • Novelty (required): Low, Medium, High
  • Operational relevance (required): Low, Medium, High
  • Uncertainty (required): Low, Medium, High
  • Actionability (required): Low, Medium, High

Data handling: this interface uses the L2ET protected same-origin instrument engine. Do not enter confidential, regulated, privileged, incident, medical or sensitive operational data.

METHOD

Decision Tree logic.

Scores source quality, novelty, operational relevance, uncertainty and actionability, then recommends signal destination.

Source families

research quality filtersource register taxonomy

Assumptions

  • Classifier is local and rule-based.
  • Source quality must be judged by the user.
  • Human review is required before publication.
INTERACTIVE INSTRUMENT

Research signal card.

Use the controls below to generate a preliminary artifact. The output is intentionally bounded and requires human review.

OUTPUT ARTIFACT

Research signal card.

The generated artifact includes findings, assumptions, limitations, recommended next actions and exportable structured output.

Export options

Copy outputMarkdownJSON
EXAMPLE

Example input and output.

Example input

Preprint with medium novelty and high operational relevance for agentic AI.

Example output

Outputs review-worthy signal card linked to Agentic AI Permission Boundary Designer and Frontier AI evaluation method.

LIMITATIONS

What this tool does not do.

  • Does not summarize full papers.
  • Does not verify claims.
  • Does not auto-publish signals.

This instrument does not provide legal, medical, cryptographic, engineering, regulatory or compliance certification.

RELATED METHOD

Method and workflow links.

Read the family method note for assumptions, output artifacts, update policy and review boundaries.

Open methodology Open family

RELATED TOOLS

Suggested workflow sequence.

L2ET Research Guide

Routes visitors to relevant L2ET research tracks, tools, frameworks and artifacts based on role and intent.

open instrument →

Source Register Builder

Creates a source-register card with domain, source type, update cadence, reliability, actionability and monitoring purpose.

open instrument →
CHANGELOG

Version history.

  • v1.9 - Research-grade instrument template, method notes, assumptions, limitations, example and export actions added.
  • Last updated: 2026-05-27.
  • Maturity state: Beta.