AI Intent Indicator ์ ์์: Libor Benes
Highlights linguistic indicators in AI-related text using rule-based analysis. โข 100% offline โข No data collection โข Supports critical review of AI prompts, policies, and governance documents.
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์ ๋ณด
AI Intent Indicator is a Firefox browser sidebar extension that performs deterministic, rule-based analysis of linguistic intent indicators in AI-related text.
Critical Distinction: This tool highlights linguistic indicators, it does NOT detect, infer, or classify intent. The description "Indicator" (not "Detector") is deliberate and precise.
Purpose:
The tool detects and highlights linguistic patterns that may indicate different types of communicative intent in AI-related text:
โข Instruction: Direct commands and procedures.
โข Obligation: Mandatory requirements and duties.
โข Suggestion: Recommendations and options.
โข Uncertainty: Hesitation and possibilities.
โข Warning: Cautions and risks.
โข Prohibition: Things to avoid and restrictions.
What This Tool Does:
โข Accepts any text input for analysis.
โข Detects linguistic INDICATORS using explicit, transparent pattern matching.
โข Highlights detected indicators with color coding across 6 categories.
โข Counts occurrences per category with colored summary badges.
โข Produces reproducible, explainable results.
โข Works fully offline with no external dependencies.
โข Uses deterministic pattern matching (NO machine learning or AI inference).
โข Supports export of highlighted text for documentation.
What This Tool Does NOT Do:
โข Does NOT detect, infer, or classify intent.
โข Does NOT interpret or understand meaning.
โข Does NOT judge text quality or effectiveness.
โข Does NOT predict AI behavior or responses.
โข Does NOT infer implicit meaning or context.
โข Does NOT modify text automatically.
โข Does NOT use AI or machine learning inference.
Limitations & Caveats:
โข Indicators, not intent detection: This tool highlights linguistic INDICATORS to assist human review. It does NOT detect, infer, or classify intent. Results are indicative, not exhaustive or definitive.
โข Ambiguity inherent in language: Ambiguity is a property of natural language. Some words may legitimately indicate multiple categories, and some indicators may be missed or misclassified.
โข Static, rule-based analysis: The analysis is static and rule-based. It evaluates visible wording only and does not infer context, tone, compliance, or speaker motivation.
โข Word form coverage: Rules account for common grammatical variations (e.g., tense, plurality, capitalization). Not all linguistic forms or synonyms are guaranteed to be detected.
โข No guarantee of accuracy or completeness: This is a language analysis aid. Even dynamic language analysis tools misfire occasionally. Use as a starting point for review, not as a definitive analysis.
โข Heuristic signals only: Indicators are heuristic signals only. Apply your own judgment and critical thinking. The tool provides data points, not conclusions.
Pattern Coverage:
The tool recognizes extensive linguistic patterns in U.S. English and captures common word forms:
โข Instruction Patterns (150+ patterns with forms): Direct commands, verification procedures, creation instructions, analysis directives.
โข Obligation Patterns (100+ patterns with forms): Mandatory requirements, duties, expectations, commitments.
โข Suggestion Patterns (80+ patterns with forms): Recommendations, options, considerations, potential actions.
โข Uncertainty Patterns (70+ patterns with forms): Hesitation, ambiguity, possibilities, likelihoods, speculation.
โข Warning Patterns (80+ patterns with forms): Cautions, dangers, risks, problems, critical issues.
โข Prohibition Patterns (70+ patterns with forms): Restrictions, bans, avoidance, prevention, limitations.
Security & Privacy:
๐ Security-First Design:
Unlike web tools that require internet, might track your text or use unreliable AI inference, AI Intent Indicator is:
โข Private: 100% offline, no data collection, no telemetry.
โข Deterministic: Same input โ same output every time.
โข Professional: Designed for critical review, not casual use.
โข Transparent: Detection patterns are indicated in category tooltips. If a word isn't highlighted, it's not in the rule set. No hidden logic or unknowns. The tool makes no claims of completeness.
โข Minimal permissions.
โข No network connections: Everything bundled locally, 100% offline.
โข No tracking or telemetry: Zero analytics, 100% private.
โข No data collection: Your text never leaves your browser.
โข Secure implementation and coding.
โข Local processing: All analysis happens in your browser.
โข Privacy by design: Built for air-gapped, high-security environments.
Target Audience:
AI Intent Indicator is designed for professional users who need to analyze linguistic patterns in:
โข AI prompt engineering: Reviewing prompt structure and directive language.
โข AI governance: Analyzing policies, guidelines, and requirements.
โข Content review: Assessing AI-generated text for directive patterns.
โข Security analysis: Identifying command language in AI interactions.
โข Research: Studying linguistic patterns in AI communication.
Critical Distinction: This tool highlights linguistic indicators, it does NOT detect, infer, or classify intent. The description "Indicator" (not "Detector") is deliberate and precise.
Purpose:
The tool detects and highlights linguistic patterns that may indicate different types of communicative intent in AI-related text:
โข Instruction: Direct commands and procedures.
โข Obligation: Mandatory requirements and duties.
โข Suggestion: Recommendations and options.
โข Uncertainty: Hesitation and possibilities.
โข Warning: Cautions and risks.
โข Prohibition: Things to avoid and restrictions.
What This Tool Does:
โข Accepts any text input for analysis.
โข Detects linguistic INDICATORS using explicit, transparent pattern matching.
โข Highlights detected indicators with color coding across 6 categories.
โข Counts occurrences per category with colored summary badges.
โข Produces reproducible, explainable results.
โข Works fully offline with no external dependencies.
โข Uses deterministic pattern matching (NO machine learning or AI inference).
โข Supports export of highlighted text for documentation.
What This Tool Does NOT Do:
โข Does NOT detect, infer, or classify intent.
โข Does NOT interpret or understand meaning.
โข Does NOT judge text quality or effectiveness.
โข Does NOT predict AI behavior or responses.
โข Does NOT infer implicit meaning or context.
โข Does NOT modify text automatically.
โข Does NOT use AI or machine learning inference.
Limitations & Caveats:
โข Indicators, not intent detection: This tool highlights linguistic INDICATORS to assist human review. It does NOT detect, infer, or classify intent. Results are indicative, not exhaustive or definitive.
โข Ambiguity inherent in language: Ambiguity is a property of natural language. Some words may legitimately indicate multiple categories, and some indicators may be missed or misclassified.
โข Static, rule-based analysis: The analysis is static and rule-based. It evaluates visible wording only and does not infer context, tone, compliance, or speaker motivation.
โข Word form coverage: Rules account for common grammatical variations (e.g., tense, plurality, capitalization). Not all linguistic forms or synonyms are guaranteed to be detected.
โข No guarantee of accuracy or completeness: This is a language analysis aid. Even dynamic language analysis tools misfire occasionally. Use as a starting point for review, not as a definitive analysis.
โข Heuristic signals only: Indicators are heuristic signals only. Apply your own judgment and critical thinking. The tool provides data points, not conclusions.
Pattern Coverage:
The tool recognizes extensive linguistic patterns in U.S. English and captures common word forms:
โข Instruction Patterns (150+ patterns with forms): Direct commands, verification procedures, creation instructions, analysis directives.
โข Obligation Patterns (100+ patterns with forms): Mandatory requirements, duties, expectations, commitments.
โข Suggestion Patterns (80+ patterns with forms): Recommendations, options, considerations, potential actions.
โข Uncertainty Patterns (70+ patterns with forms): Hesitation, ambiguity, possibilities, likelihoods, speculation.
โข Warning Patterns (80+ patterns with forms): Cautions, dangers, risks, problems, critical issues.
โข Prohibition Patterns (70+ patterns with forms): Restrictions, bans, avoidance, prevention, limitations.
Security & Privacy:
๐ Security-First Design:
Unlike web tools that require internet, might track your text or use unreliable AI inference, AI Intent Indicator is:
โข Private: 100% offline, no data collection, no telemetry.
โข Deterministic: Same input โ same output every time.
โข Professional: Designed for critical review, not casual use.
โข Transparent: Detection patterns are indicated in category tooltips. If a word isn't highlighted, it's not in the rule set. No hidden logic or unknowns. The tool makes no claims of completeness.
โข Minimal permissions.
โข No network connections: Everything bundled locally, 100% offline.
โข No tracking or telemetry: Zero analytics, 100% private.
โข No data collection: Your text never leaves your browser.
โข Secure implementation and coding.
โข Local processing: All analysis happens in your browser.
โข Privacy by design: Built for air-gapped, high-security environments.
Target Audience:
AI Intent Indicator is designed for professional users who need to analyze linguistic patterns in:
โข AI prompt engineering: Reviewing prompt structure and directive language.
โข AI governance: Analyzing policies, guidelines, and requirements.
โข Content review: Assessing AI-generated text for directive patterns.
โข Security analysis: Identifying command language in AI interactions.
โข Research: Studying linguistic patterns in AI communication.
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- 5์ผ ์ (2025๋ 12์ 21์ผ)
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- Mozilla Public License 2.0
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