aiwg
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Deployment tool and support utility for AI context. Copies agents, skills, commands, rules, and behaviors into the paths each AI platform reads (Claude Code, Codex, Copilot, Cursor, Warp, OpenClaw, and 6 more) so one source of truth works across 10 platfo
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[
{
"id": "banned-phrase-001",
"category": "banned-phrases",
"subcategory": "throat-clearing",
"pattern": "it is important to note that",
"severity": "critical",
"confidence": 0.95,
"examples": [
"It is important to note that the database must be optimized.",
"It is important to note that security is critical."
],
"replacements": [
"The database must be optimized",
"Note: security is critical",
"Simply state the fact directly"
],
"context": "One of the strongest AI detection signals - never use this phrase",
"frequency": "very-common",
"domains": [
"academic",
"technical",
"executive"
]
},
{
"id": "banned-phrase-002",
"category": "banned-phrases",
"subcategory": "throat-clearing",
"pattern": "it should be emphasized that",
"severity": "critical",
"confidence": 0.93,
"examples": [
"It should be emphasized that performance matters.",
"It should be emphasized that testing is crucial."
],
"replacements": [
"Performance matters",
"Testing is crucial",
"State directly without preamble"
],
"context": "Signals AI-generated meta-commentary",
"frequency": "very-common",
"domains": [
"academic",
"technical",
"executive"
]
},
{
"id": "banned-phrase-003",
"category": "banned-phrases",
"subcategory": "throat-clearing",
"pattern": "it is worth noting",
"severity": "critical",
"confidence": 0.92,
"examples": [
"It is worth noting that caching improves speed.",
"It is worth noting that users prefer simplicity."
],
"replacements": [
"Caching improves speed",
"Users prefer simplicity",
"Note: [direct statement]"
],
"context": "Extremely common AI pattern",
"frequency": "very-common",
"domains": [
"academic",
"technical",
"executive"
]
},
{
"id": "banned-phrase-004",
"category": "banned-phrases",
"subcategory": "throat-clearing",
"pattern": "it should be mentioned",
"severity": "critical",
"confidence": 0.91,
"examples": [
"It should be mentioned that latency varies.",
"It should be mentioned that costs can escalate."
],
"replacements": [
"Latency varies",
"Costs can escalate",
"Omit the preamble entirely"
],
"context": "Typical AI throat-clearing",
"frequency": "common",
"domains": [
"academic",
"technical"
]
},
{
"id": "banned-phrase-005",
"category": "banned-phrases",
"subcategory": "throat-clearing",
"pattern": "it cannot be denied",
"severity": "critical",
"confidence": 0.94,
"examples": [
"It cannot be denied that AI is advancing.",
"It cannot be denied that efficiency matters."
],
"replacements": [
"AI is advancing",
"Efficiency matters",
"State the fact confidently"
],
"context": "Overly formal AI pattern",
"frequency": "common",
"domains": [
"academic",
"executive"
]
},
{
"id": "banned-phrase-006",
"category": "banned-phrases",
"subcategory": "throat-clearing",
"pattern": "it goes without saying",
"severity": "critical",
"confidence": 0.93,
"examples": [
"It goes without saying that security is important.",
"It goes without saying that testing matters."
],
"replacements": [
"Security is important",
"Testing matters",
"State it directly or omit"
],
"context": "If it goes without saying, don't say it",
"frequency": "common",
"domains": [
"academic",
"executive"
]
},
{
"id": "banned-phrase-007",
"category": "banned-phrases",
"subcategory": "throat-clearing",
"pattern": "needless to say",
"severity": "critical",
"confidence": 0.92,
"examples": [
"Needless to say, performance is critical.",
"Needless to say, users expect speed."
],
"replacements": [
"Performance is critical",
"Users expect speed",
"State it or don't"
],
"context": "Self-contradicting preamble",
"frequency": "common",
"domains": [
"academic",
"executive"
]
},
{
"id": "banned-phrase-008",
"category": "banned-phrases",
"subcategory": "throat-clearing",
"pattern": "it is well known that",
"severity": "critical",
"confidence": 0.91,
"examples": [
"It is well known that caching improves speed.",
"It is well known that testing reduces bugs."
],
"replacements": [
"Caching improves speed",
"Testing reduces bugs",
"Cite evidence if needed"
],
"context": "Vague authority appeal",
"frequency": "common",
"domains": [
"academic"
]
},
{
"id": "banned-phrase-009",
"category": "banned-phrases",
"subcategory": "throat-clearing",
"pattern": "it is widely recognized",
"severity": "critical",
"confidence": 0.9,
"examples": [
"It is widely recognized that automation helps.",
"It is widely recognized that microservices scale."
],
"replacements": [
"Automation helps",
"Microservices scale",
"Cite specific sources"
],
"context": "Unattributed consensus claim",
"frequency": "common",
"domains": [
"academic",
"executive"
]
},
{
"id": "banned-phrase-010",
"category": "banned-phrases",
"subcategory": "throat-clearing",
"pattern": "it bears mentioning",
"severity": "critical",
"confidence": 0.89,
"examples": [
"It bears mentioning that costs increased.",
"It bears mentioning that latency improved."
],
"replacements": [
"Costs increased",
"Latency improved",
"State facts directly"
],
"context": "Overly formal intro",
"frequency": "occasional",
"domains": [
"academic"
]
},
{
"id": "banned-phrase-011",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "seamlessly",
"severity": "critical",
"confidence": 0.96,
"examples": [
"The system integrates seamlessly with APIs.",
"Data flows seamlessly between services."
],
"replacements": [
"The system integrates with APIs via REST endpoints",
"Data flows between services using event streaming",
"Use specific technical details"
],
"context": "Marketing buzzword that signals AI writing",
"frequency": "very-common",
"domains": [
"technical",
"executive"
]
},
{
"id": "banned-phrase-012",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "cutting-edge",
"severity": "critical",
"confidence": 0.95,
"examples": [
"We use cutting-edge technology.",
"This is a cutting-edge solution."
],
"replacements": [
"We use PostgreSQL 15 with pgvector extensions",
"Specify the actual technology and version",
"Name the specific innovation"
],
"context": "Vague marketing language",
"frequency": "very-common",
"domains": [
"technical",
"executive"
]
},
{
"id": "banned-phrase-013",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "state-of-the-art",
"severity": "critical",
"confidence": 0.94,
"examples": [
"State-of-the-art machine learning models.",
"A state-of-the-art approach to optimization."
],
"replacements": [
"GPT-4 with fine-tuning on domain data",
"Gradient boosting using XGBoost 2.0",
"Name the specific model or technique"
],
"context": "Academic/technical vagueness",
"frequency": "very-common",
"domains": [
"academic",
"technical"
]
},
{
"id": "banned-phrase-014",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "revolutionary",
"severity": "critical",
"confidence": 0.93,
"examples": [
"A revolutionary new framework.",
"Revolutionary approach to caching."
],
"replacements": [
"A framework that reduces build times by 60%",
"Caching that cuts latency from 200ms to 15ms",
"Use specific measurable improvements"
],
"context": "Hyperbolic marketing language",
"frequency": "common",
"domains": [
"executive",
"technical"
]
},
{
"id": "banned-phrase-015",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "game-changing",
"severity": "critical",
"confidence": 0.92,
"examples": [
"This is a game-changing feature.",
"A game-changing approach to deployment."
],
"replacements": [
"This feature increased user retention by 40%",
"Deployment time dropped from 2 hours to 8 minutes",
"Provide concrete metrics"
],
"context": "Business buzzword",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-016",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "paradigm shift",
"severity": "critical",
"confidence": 0.94,
"examples": [
"A paradigm shift in software development.",
"This represents a paradigm shift."
],
"replacements": [
"Moving from waterfall to continuous deployment",
"Switching from monolith to microservices",
"Describe the actual change"
],
"context": "Management consulting jargon",
"frequency": "occasional",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-017",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "best-in-class",
"severity": "critical",
"confidence": 0.93,
"examples": [
"Best-in-class performance.",
"A best-in-class solution."
],
"replacements": [
"p95 latency of 12ms vs industry average of 45ms",
"Faster than 95% of competitors in benchmarks",
"Provide specific comparative metrics"
],
"context": "Unsubstantiated claim",
"frequency": "common",
"domains": [
"executive",
"technical"
]
},
{
"id": "banned-phrase-018",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "industry-leading",
"severity": "critical",
"confidence": 0.92,
"examples": [
"Industry-leading security features.",
"Industry-leading performance."
],
"replacements": [
"SOC2 Type II certified with zero breaches",
"Top 3 in Gartner MQ for 2 consecutive years",
"Cite specific rankings or certifications"
],
"context": "Marketing claim without evidence",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-019",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "comprehensive solution",
"severity": "critical",
"confidence": 0.91,
"examples": [
"A comprehensive solution for data management.",
"Our comprehensive solution addresses all needs."
],
"replacements": [
"Handles ingestion, storage, and querying of 10TB+",
"Covers authentication, authorization, and audit logging",
"List specific capabilities"
],
"context": "Vague feature claim",
"frequency": "very-common",
"domains": [
"technical",
"executive"
]
},
{
"id": "banned-phrase-020",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "robust and scalable",
"severity": "critical",
"confidence": 0.95,
"examples": [
"A robust and scalable architecture.",
"Built to be robust and scalable."
],
"replacements": [
"Handles 10k requests/sec with 99.9% uptime",
"Scales from 100 to 100k users without code changes",
"Provide capacity and reliability numbers"
],
"context": "Extremely common AI phrase pair",
"frequency": "very-common",
"domains": [
"technical"
]
},
{
"id": "banned-phrase-021",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "innovative approach",
"severity": "critical",
"confidence": 0.9,
"examples": [
"An innovative approach to caching.",
"We take an innovative approach."
],
"replacements": [
"We cache at the edge using Cloudflare Workers",
"Multi-layer caching with Redis and browser localStorage",
"Describe the actual innovation"
],
"context": "Generic claim of novelty",
"frequency": "very-common",
"domains": [
"technical",
"executive"
]
},
{
"id": "banned-phrase-022",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "next-generation",
"severity": "critical",
"confidence": 0.89,
"examples": [
"Next-generation AI capabilities.",
"A next-generation platform."
],
"replacements": [
"GPT-4 with 128k context window",
"Built on Kubernetes 1.28 with eBPF networking",
"Specify versions and technologies"
],
"context": "Temporal vagueness",
"frequency": "common",
"domains": [
"technical",
"executive"
]
},
{
"id": "banned-phrase-023",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "transformative",
"severity": "critical",
"confidence": 0.91,
"examples": [
"A transformative technology.",
"This has transformative potential."
],
"replacements": [
"Reduced manual work from 8 hours to 15 minutes",
"Cut costs by 70% while improving quality",
"Quantify the transformation"
],
"context": "Hyperbolic business language",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-024",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "groundbreaking",
"severity": "critical",
"confidence": 0.92,
"examples": [
"Groundbreaking research in AI.",
"A groundbreaking discovery."
],
"replacements": [
"First to achieve 95% accuracy on benchmark X",
"Novel algorithm published in Nature",
"Cite specific achievements or publications"
],
"context": "Academic/research hyperbole",
"frequency": "occasional",
"domains": [
"academic"
]
},
{
"id": "banned-phrase-025",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "world-class",
"severity": "critical",
"confidence": 0.91,
"examples": [
"World-class engineering team.",
"World-class infrastructure."
],
"replacements": [
"Team with 50+ years combined experience at FAANG",
"99.99% uptime across 5 continents",
"Provide specific credentials or metrics"
],
"context": "Unverifiable claim",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-026",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "enterprise-grade",
"severity": "high",
"confidence": 0.88,
"examples": [
"Enterprise-grade security.",
"Enterprise-grade scalability."
],
"replacements": [
"SOC2 Type II and HIPAA compliant",
"Handles 1M concurrent users",
"Specify certifications or capacities"
],
"context": "Vague quality claim",
"frequency": "common",
"domains": [
"technical",
"executive"
]
},
{
"id": "banned-phrase-027",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "mission-critical",
"severity": "high",
"confidence": 0.87,
"examples": [
"Mission-critical applications.",
"Mission-critical infrastructure."
],
"replacements": [
"Applications requiring 99.99% uptime",
"Systems that process $10M daily transactions",
"Define criticality with metrics"
],
"context": "Vague importance claim",
"frequency": "common",
"domains": [
"technical",
"executive"
]
},
{
"id": "banned-phrase-028",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "battle-tested",
"severity": "high",
"confidence": 0.86,
"examples": [
"Battle-tested infrastructure.",
"A battle-tested approach."
],
"replacements": [
"Processed 10B requests without data loss",
"Deployed at 500+ companies since 2019",
"Cite specific track record"
],
"context": "Unverified reliability claim",
"frequency": "occasional",
"domains": [
"technical"
]
},
{
"id": "banned-phrase-029",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "bleeding-edge",
"severity": "critical",
"confidence": 0.9,
"examples": [
"Bleeding-edge technology.",
"A bleeding-edge solution."
],
"replacements": [
"Released 2 weeks ago",
"Pre-release beta software",
"Specify actual version or date"
],
"context": "Risky newness claim",
"frequency": "occasional",
"domains": [
"technical"
]
},
{
"id": "banned-phrase-030",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "dramatically improves",
"severity": "critical",
"confidence": 0.94,
"examples": [
"Dramatically improves performance.",
"Dramatically improves user experience."
],
"replacements": [
"Improves performance by 300%",
"Reduces page load from 4s to 0.8s",
"Quantify the improvement"
],
"context": "Unquantified improvement",
"frequency": "very-common",
"domains": [
"technical",
"executive"
]
},
{
"id": "banned-phrase-031",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "significantly enhances",
"severity": "critical",
"confidence": 0.93,
"examples": [
"Significantly enhances security.",
"Significantly enhances performance."
],
"replacements": [
"Blocks 99.7% of SQL injection attempts",
"Reduces query time from 500ms to 45ms",
"Provide specific metrics"
],
"context": "Vague enhancement claim",
"frequency": "very-common",
"domains": [
"technical",
"executive"
]
},
{
"id": "banned-phrase-032",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "substantially reduces",
"severity": "high",
"confidence": 0.91,
"examples": [
"Substantially reduces costs.",
"Substantially reduces latency."
],
"replacements": [
"Reduces costs by 60%",
"Cuts latency from 200ms to 30ms",
"Specify the reduction amount"
],
"context": "Vague reduction claim",
"frequency": "common",
"domains": [
"technical",
"executive"
]
},
{
"id": "banned-phrase-033",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "greatly increases",
"severity": "high",
"confidence": 0.9,
"examples": [
"Greatly increases throughput.",
"Greatly increases efficiency."
],
"replacements": [
"Increases throughput from 1k to 10k RPS",
"Doubles developer productivity",
"Quantify the increase"
],
"context": "Vague increase claim",
"frequency": "common",
"domains": [
"technical",
"executive"
]
},
{
"id": "banned-phrase-034",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "vastly superior",
"severity": "critical",
"confidence": 0.92,
"examples": [
"Vastly superior performance.",
"A vastly superior approach."
],
"replacements": [
"5x faster than the previous implementation",
"90% fewer bugs than alternative A",
"Specify the superiority metrics"
],
"context": "Unsubstantiated comparison",
"frequency": "common",
"domains": [
"technical",
"executive"
]
},
{
"id": "banned-phrase-035",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "highly effective",
"severity": "high",
"confidence": 0.87,
"examples": [
"This is a highly effective strategy.",
"Highly effective at reducing latency."
],
"replacements": [
"Reduced latency by 65%",
"Improved conversion rate from 2% to 4.5%",
"Quantify effectiveness"
],
"context": "Vague effectiveness claim",
"frequency": "very-common",
"domains": [
"executive",
"technical"
]
},
{
"id": "banned-phrase-036",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "extremely valuable",
"severity": "high",
"confidence": 0.86,
"examples": [
"This feature is extremely valuable.",
"Extremely valuable insights."
],
"replacements": [
"This feature saved $200k in support costs",
"Insights that increased conversion by 30%",
"Quantify the value"
],
"context": "Subjective value claim",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-037",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "remarkably efficient",
"severity": "high",
"confidence": 0.85,
"examples": [
"A remarkably efficient algorithm.",
"Remarkably efficient use of resources."
],
"replacements": [
"O(log n) complexity vs O(n) baseline",
"Uses 80% less memory than naive approach",
"Specify efficiency metrics"
],
"context": "Vague efficiency claim",
"frequency": "occasional",
"domains": [
"technical"
]
},
{
"id": "banned-phrase-038",
"category": "banned-phrases",
"subcategory": "vague-intensifiers",
"pattern": "extremely important",
"severity": "high",
"confidence": 0.86,
"examples": [
"Security is extremely important.",
"Testing is extremely important."
],
"replacements": [
"Security prevents breaches that average $4M cost",
"Testing caught 156 bugs before production",
"Explain why it's important"
],
"context": "Intensity without substance",
"frequency": "very-common",
"domains": [
"executive",
"technical"
]
},
{
"id": "banned-phrase-039",
"category": "banned-phrases",
"subcategory": "research-claims",
"pattern": "studies suggest",
"severity": "critical",
"confidence": 0.94,
"examples": [
"Studies suggest that users prefer simplicity.",
"Studies suggest this approach is effective."
],
"replacements": [
"Nielsen et al. (2020) found 78% prefer minimal UI",
"Our A/B test showed 23% higher conversion",
"Cite specific studies or your own data"
],
"context": "Vague research reference",
"frequency": "very-common",
"domains": [
"academic",
"technical"
]
},
{
"id": "banned-phrase-040",
"category": "banned-phrases",
"subcategory": "research-claims",
"pattern": "studies show",
"severity": "critical",
"confidence": 0.93,
"examples": [
"Studies show that caching improves speed.",
"Studies show users value privacy."
],
"replacements": [
"Chen (2021) measured 60% latency reduction",
"Pew Research (2023): 81% prioritize privacy",
"Name the study or conduct your own"
],
"context": "Generic research citation",
"frequency": "very-common",
"domains": [
"academic",
"technical"
]
},
{
"id": "banned-phrase-041",
"category": "banned-phrases",
"subcategory": "research-claims",
"pattern": "research has shown",
"severity": "critical",
"confidence": 0.92,
"examples": [
"Research has shown that testing matters.",
"Research has shown the importance of UX."
],
"replacements": [
"Fowler (2018) correlated test coverage with fewer bugs",
"Our usability study found 2x task completion rate",
"Reference specific research"
],
"context": "Unattributed research claim",
"frequency": "very-common",
"domains": [
"academic"
]
},
{
"id": "banned-phrase-042",
"category": "banned-phrases",
"subcategory": "research-claims",
"pattern": "research indicates",
"severity": "critical",
"confidence": 0.91,
"examples": [
"Research indicates that modularity helps.",
"Research indicates users prefer speed."
],
"replacements": [
"Martin (2008) argues for single responsibility",
"Google RAIL model targets <100ms interactions",
"Cite the actual research"
],
"context": "Vague authority appeal",
"frequency": "common",
"domains": [
"academic",
"technical"
]
},
{
"id": "banned-phrase-043",
"category": "banned-phrases",
"subcategory": "research-claims",
"pattern": "experts agree",
"severity": "critical",
"confidence": 0.93,
"examples": [
"Experts agree that microservices scale well.",
"Experts agree that testing is essential."
],
"replacements": [
"Fowler recommends microservices for teams >50 devs",
"ISTQB guidelines require 80%+ coverage",
"Name the experts or cite sources"
],
"context": "Vague consensus claim",
"frequency": "common",
"domains": [
"technical",
"executive"
]
},
{
"id": "banned-phrase-044",
"category": "banned-phrases",
"subcategory": "research-claims",
"pattern": "according to experts",
"severity": "critical",
"confidence": 0.92,
"examples": [
"According to experts, caching is essential.",
"According to experts, security comes first."
],
"replacements": [
"According to OWASP Top 10 (2023)",
"As recommended by AWS Well-Architected",
"Name specific experts or standards"
],
"context": "Unattributed expert claim",
"frequency": "common",
"domains": [
"technical",
"executive"
]
},
{
"id": "banned-phrase-045",
"category": "banned-phrases",
"subcategory": "temporal-vagueness",
"pattern": "in today's world",
"severity": "critical",
"confidence": 0.95,
"examples": [
"In today's world, cloud computing is essential.",
"In today's world, security matters."
],
"replacements": [
"Cloud spending reached $500B in 2023",
"Data breaches cost $4.35M on average (IBM 2023)",
"Use current year and specific facts"
],
"context": "Meaningless temporal qualifier",
"frequency": "very-common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-046",
"category": "banned-phrases",
"subcategory": "temporal-vagueness",
"pattern": "in this day and age",
"severity": "critical",
"confidence": 0.94,
"examples": [
"In this day and age, APIs are ubiquitous.",
"In this day and age, mobile-first is crucial."
],
"replacements": [
"70% of web traffic now comes from mobile (2023)",
"REST APIs power 80% of web services",
"State current facts directly"
],
"context": "Dated expression",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-047",
"category": "banned-phrases",
"subcategory": "temporal-vagueness",
"pattern": "in the modern era",
"severity": "critical",
"confidence": 0.92,
"examples": [
"In the modern era of cloud computing.",
"In the modern era of AI."
],
"replacements": [
"Since AWS launched in 2006",
"With GPT-4 (March 2023)",
"Be specific about time"
],
"context": "Vague temporal reference",
"frequency": "common",
"domains": [
"executive",
"academic"
]
},
{
"id": "banned-phrase-048",
"category": "banned-phrases",
"subcategory": "temporal-vagueness",
"pattern": "in today's fast-paced",
"severity": "critical",
"confidence": 0.93,
"examples": [
"In today's fast-paced environment.",
"In today's fast-paced market."
],
"replacements": [
"With 2-week sprint cycles",
"Given quarterly product releases",
"Define the pace specifically"
],
"context": "Cliche temporal phrase",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-049",
"category": "banned-phrases",
"subcategory": "temporal-vagueness",
"pattern": "in recent years",
"severity": "high",
"confidence": 0.88,
"examples": [
"In recent years, cloud adoption has grown.",
"In recent years, DevOps has matured."
],
"replacements": [
"Since 2020, cloud adoption grew 35%",
"From 2019 to 2023, DevOps adoption doubled",
"Specify the time range"
],
"context": "Vague time reference",
"frequency": "very-common",
"domains": [
"academic",
"executive"
]
},
{
"id": "banned-phrase-050",
"category": "banned-phrases",
"subcategory": "conclusion-markers",
"pattern": "at the end of the day",
"severity": "critical",
"confidence": 0.93,
"examples": [
"At the end of the day, performance matters.",
"At the end of the day, users decide success."
],
"replacements": [
"Performance matters most",
"Users determine success",
"State the point directly"
],
"context": "Casual cliche",
"frequency": "common",
"domains": [
"casual",
"executive"
]
},
{
"id": "banned-phrase-051",
"category": "banned-phrases",
"subcategory": "conclusion-markers",
"pattern": "all things considered",
"severity": "high",
"confidence": 0.89,
"examples": [
"All things considered, the migration succeeded.",
"All things considered, costs are reasonable."
],
"replacements": [
"The migration succeeded despite 2 rollbacks",
"Costs are within 10% of budget",
"State specific considerations"
],
"context": "Vague summary phrase",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-052",
"category": "banned-phrases",
"subcategory": "conclusion-markers",
"pattern": "when all is said and done",
"severity": "high",
"confidence": 0.88,
"examples": [
"When all is said and done, quality wins.",
"When all is said and done, users matter."
],
"replacements": [
"Quality wins",
"Users matter",
"State conclusions directly"
],
"context": "Wordy conclusion phrase",
"frequency": "occasional",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-053",
"category": "banned-phrases",
"subcategory": "throat-clearing",
"pattern": "one might argue",
"severity": "critical",
"confidence": 0.9,
"examples": [
"One might argue that microservices add complexity.",
"One might argue that testing is expensive."
],
"replacements": [
"Microservices add operational complexity",
"Testing requires upfront investment",
"Make the argument directly"
],
"context": "Hedging voice",
"frequency": "common",
"domains": [
"academic"
]
},
{
"id": "banned-phrase-054",
"category": "banned-phrases",
"subcategory": "throat-clearing",
"pattern": "it could be argued",
"severity": "critical",
"confidence": 0.89,
"examples": [
"It could be argued that caching is essential.",
"It could be argued that security comes first."
],
"replacements": [
"Caching is essential for sub-100ms latency",
"Security must be built in from day one",
"Assert your position"
],
"context": "Passive argumentation",
"frequency": "common",
"domains": [
"academic"
]
},
{
"id": "banned-phrase-055",
"category": "banned-phrases",
"subcategory": "throat-clearing",
"pattern": "some would say",
"severity": "high",
"confidence": 0.87,
"examples": [
"Some would say that simplicity is key.",
"Some would say that testing slows development."
],
"replacements": [
"Simplicity is key",
"Testing adds upfront time but reduces bugs",
"Make the argument or cite sources"
],
"context": "Vague attribution",
"frequency": "common",
"domains": [
"academic",
"casual"
]
},
{
"id": "banned-phrase-056",
"category": "banned-phrases",
"subcategory": "throat-clearing",
"pattern": "many believe",
"severity": "high",
"confidence": 0.86,
"examples": [
"Many believe that automation is the future.",
"Many believe that AI will transform work."
],
"replacements": [
"Automation adoption grew 40% YoY (McKinsey 2023)",
"60% of executives plan AI investments (Deloitte)",
"Cite specific polls or studies"
],
"context": "Unsubstantiated consensus",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-057",
"category": "banned-phrases",
"subcategory": "throat-clearing",
"pattern": "it has been observed",
"severity": "critical",
"confidence": 0.91,
"examples": [
"It has been observed that caching helps.",
"It has been observed that users prefer speed."
],
"replacements": [
"Caching reduced our latency by 60%",
"Our users clicked 40% more with faster pages",
"Who observed it? Be specific"
],
"context": "Passive observation without attribution",
"frequency": "common",
"domains": [
"academic"
]
},
{
"id": "banned-phrase-058",
"category": "banned-phrases",
"subcategory": "throat-clearing",
"pattern": "it is evident that",
"severity": "critical",
"confidence": 0.9,
"examples": [
"It is evident that the system scales well.",
"It is evident that security is crucial."
],
"replacements": [
"The system scales from 1k to 100k users",
"Security breaches cost $4.35M on average",
"Show the evidence"
],
"context": "Claimed obviousness",
"frequency": "common",
"domains": [
"academic"
]
},
{
"id": "banned-phrase-059",
"category": "banned-phrases",
"subcategory": "throat-clearing",
"pattern": "it stands to reason",
"severity": "high",
"confidence": 0.88,
"examples": [
"It stands to reason that faster is better.",
"It stands to reason that testing prevents bugs."
],
"replacements": [
"Faster response times increase conversion",
"Testing prevents bugs",
"State the reasoning directly"
],
"context": "Presumptive logic",
"frequency": "occasional",
"domains": [
"academic"
]
},
{
"id": "banned-phrase-060",
"category": "banned-phrases",
"subcategory": "journey-narrative",
"pattern": "on this journey",
"severity": "critical",
"confidence": 0.92,
"examples": [
"Join us on this journey.",
"On this journey to digital transformation."
],
"replacements": [
"As we implement CI/CD",
"During the 6-month migration project",
"Be specific about the process"
],
"context": "Corporate journey metaphor",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-061",
"category": "banned-phrases",
"subcategory": "journey-narrative",
"pattern": "our journey began",
"severity": "critical",
"confidence": 0.91,
"examples": [
"Our journey began three years ago.",
"Our journey began with a simple idea."
],
"replacements": [
"We started in 2020 with 5 engineers",
"The project kicked off in Q1 2022",
"State concrete origins"
],
"context": "Narrative cliche",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-062",
"category": "banned-phrases",
"subcategory": "journey-narrative",
"pattern": "the path forward",
"severity": "high",
"confidence": 0.88,
"examples": [
"The path forward is clear.",
"We see a clear path forward."
],
"replacements": [
"Next, we will implement feature X",
"Q2 priorities include Y and Z",
"Be specific about next steps"
],
"context": "Vague direction metaphor",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-063",
"category": "banned-phrases",
"subcategory": "landscape-metaphor",
"pattern": "in today's landscape",
"severity": "critical",
"confidence": 0.93,
"examples": [
"In today's technology landscape.",
"In today's competitive landscape."
],
"replacements": [
"Given current cloud pricing models",
"With 15 competing SaaS products",
"Be specific about context"
],
"context": "Vague metaphor",
"frequency": "very-common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-064",
"category": "banned-phrases",
"subcategory": "landscape-metaphor",
"pattern": "in the digital landscape",
"severity": "critical",
"confidence": 0.92,
"examples": [
"Navigating the digital landscape.",
"Success in the digital landscape."
],
"replacements": [
"Across web, mobile, and API channels",
"Managing 5 digital touchpoints",
"Name specific digital contexts"
],
"context": "Buzzword metaphor",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-065",
"category": "banned-phrases",
"subcategory": "landscape-metaphor",
"pattern": "the evolving landscape",
"severity": "critical",
"confidence": 0.91,
"examples": [
"The evolving landscape of technology.",
"In the evolving landscape of security."
],
"replacements": [
"As container adoption grows 20% yearly",
"With new threats like XYZ emerging",
"Name specific evolutions"
],
"context": "Vague change reference",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-066",
"category": "banned-phrases",
"subcategory": "commitment-declarations",
"pattern": "we remain committed",
"severity": "critical",
"confidence": 0.93,
"examples": [
"We remain committed to quality.",
"We remain committed to our customers."
],
"replacements": [
"We maintained 99.9% uptime last quarter",
"We resolved 95% of tickets within SLA",
"Show commitment through metrics"
],
"context": "Empty commitment phrase",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-067",
"category": "banned-phrases",
"subcategory": "commitment-declarations",
"pattern": "our unwavering commitment",
"severity": "critical",
"confidence": 0.92,
"examples": [
"Our unwavering commitment to excellence.",
"Our unwavering commitment to security."
],
"replacements": [
"Zero security breaches in 5 years",
"100% of deploys pass security review",
"Demonstrate with evidence"
],
"context": "Hyperbolic commitment",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-068",
"category": "banned-phrases",
"subcategory": "commitment-declarations",
"pattern": "demonstrates our commitment",
"severity": "high",
"confidence": 0.89,
"examples": [
"This demonstrates our commitment to users.",
"This demonstrates our commitment to quality."
],
"replacements": [
"This reduced user-reported bugs by 70%",
"This improved test coverage from 60% to 95%",
"Show impact, not commitment"
],
"context": "Self-congratulatory claim",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-069",
"category": "banned-phrases",
"subcategory": "metaphors-overused",
"pattern": "at the heart of",
"severity": "high",
"confidence": 0.88,
"examples": [
"Security is at the heart of our platform.",
"Users are at the heart of our design."
],
"replacements": [
"Security is enforced at every layer",
"User research drives all design decisions",
"Be specific about centrality"
],
"context": "Cliche metaphor",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-070",
"category": "banned-phrases",
"subcategory": "metaphors-overused",
"pattern": "forms the backbone",
"severity": "high",
"confidence": 0.87,
"examples": [
"PostgreSQL forms the backbone of our data layer.",
"Testing forms the backbone of our quality process."
],
"replacements": [
"PostgreSQL handles all 50TB of customer data",
"Every PR requires passing tests before merge",
"Describe the actual role"
],
"context": "Structural metaphor",
"frequency": "occasional",
"domains": [
"technical",
"executive"
]
},
{
"id": "banned-phrase-071",
"category": "banned-phrases",
"subcategory": "metaphors-overused",
"pattern": "serves as the foundation",
"severity": "high",
"confidence": 0.86,
"examples": [
"This framework serves as the foundation.",
"Trust serves as the foundation of our relationships."
],
"replacements": [
"This framework handles routing, auth, and logging",
"98% customer retention rate over 3 years",
"Describe the foundation specifically"
],
"context": "Architectural metaphor",
"frequency": "common",
"domains": [
"technical",
"executive"
]
},
{
"id": "banned-phrase-072",
"category": "banned-phrases",
"subcategory": "metaphors-overused",
"pattern": "acts as a cornerstone",
"severity": "high",
"confidence": 0.85,
"examples": [
"Security acts as a cornerstone of our approach.",
"Testing acts as a cornerstone of quality."
],
"replacements": [
"Security review gates every deployment",
"Tests must pass before any merge",
"Explain the critical role"
],
"context": "Construction metaphor",
"frequency": "occasional",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-073",
"category": "banned-phrases",
"subcategory": "metaphors-overused",
"pattern": "functions as a bridge",
"severity": "high",
"confidence": 0.84,
"examples": [
"The API functions as a bridge between systems.",
"This team functions as a bridge between departments."
],
"replacements": [
"The API translates between REST and GraphQL",
"This team coordinates releases across 3 departments",
"Describe the actual connection"
],
"context": "Connection metaphor",
"frequency": "occasional",
"domains": [
"technical",
"executive"
]
},
{
"id": "banned-phrase-074",
"category": "banned-phrases",
"subcategory": "metaphors-overused",
"pattern": "represents a milestone",
"severity": "high",
"confidence": 0.86,
"examples": [
"This release represents a milestone.",
"Our growth represents a milestone."
],
"replacements": [
"This release adds 5 major features",
"We reached 100k users this quarter",
"Name the specific achievement"
],
"context": "Achievement metaphor",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-075",
"category": "banned-phrases",
"subcategory": "metaphors-overused",
"pattern": "marks a turning point",
"severity": "high",
"confidence": 0.85,
"examples": [
"This acquisition marks a turning point.",
"The new platform marks a turning point."
],
"replacements": [
"This acquisition adds 500k users",
"The new platform enables mobile access",
"Describe the actual change"
],
"context": "Transition metaphor",
"frequency": "occasional",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-076",
"category": "banned-phrases",
"subcategory": "cliche-descriptions",
"pattern": "vibrant ecosystem",
"severity": "critical",
"confidence": 0.93,
"examples": [
"A vibrant ecosystem of partners.",
"Our vibrant ecosystem of developers."
],
"replacements": [
"500+ partner integrations available",
"12k developers using our API daily",
"Quantify the ecosystem"
],
"context": "Marketing cliche",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-077",
"category": "banned-phrases",
"subcategory": "cliche-descriptions",
"pattern": "rich heritage",
"severity": "high",
"confidence": 0.88,
"examples": [
"Our company's rich heritage.",
"Building on a rich heritage of innovation."
],
"replacements": [
"Founded in 1995, now serving 50 countries",
"25 years of shipping enterprise software",
"State specific history"
],
"context": "Historical vagueness",
"frequency": "occasional",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-078",
"category": "banned-phrases",
"subcategory": "cliche-descriptions",
"pattern": "diverse landscape",
"severity": "high",
"confidence": 0.87,
"examples": [
"The diverse landscape of cloud providers.",
"A diverse landscape of solutions."
],
"replacements": [
"AWS, Azure, and GCP combined hold 65% market share",
"15+ competing tools in this category",
"Name the diversity"
],
"context": "Vague descriptor",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-079",
"category": "banned-phrases",
"subcategory": "cliche-descriptions",
"pattern": "thriving community",
"severity": "high",
"confidence": 0.86,
"examples": [
"Our thriving community of users.",
"A thriving community of contributors."
],
"replacements": [
"15k active forum members posting weekly",
"500 contributors with 2k commits last year",
"Show community activity metrics"
],
"context": "Community marketing speak",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-080",
"category": "banned-phrases",
"subcategory": "cliche-descriptions",
"pattern": "dynamic environment",
"severity": "high",
"confidence": 0.85,
"examples": [
"Our dynamic work environment.",
"In a dynamic business environment."
],
"replacements": [
"Remote-first with quarterly onsites",
"Market share shifts 5-10% quarterly",
"Define the dynamics"
],
"context": "Vague atmosphere claim",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-081",
"category": "banned-phrases",
"subcategory": "performative-language",
"pattern": "aims to provide",
"severity": "critical",
"confidence": 0.91,
"examples": [
"This feature aims to provide better UX.",
"Our service aims to provide reliability."
],
"replacements": [
"This feature improves UX by reducing clicks 40%",
"Our service achieves 99.9% uptime",
"State what it does, not what it aims to do"
],
"context": "Tentative achievement claim",
"frequency": "very-common",
"domains": [
"technical",
"executive"
]
},
{
"id": "banned-phrase-082",
"category": "banned-phrases",
"subcategory": "performative-language",
"pattern": "seeks to deliver",
"severity": "critical",
"confidence": 0.9,
"examples": [
"Our platform seeks to deliver value.",
"This approach seeks to deliver results."
],
"replacements": [
"Our platform delivers 3x ROI on average",
"This approach reduced support tickets 50%",
"State actual delivery"
],
"context": "Intent over action",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-083",
"category": "banned-phrases",
"subcategory": "performative-language",
"pattern": "strives to achieve",
"severity": "critical",
"confidence": 0.89,
"examples": [
"Our team strives to achieve excellence.",
"We strive to achieve high performance."
],
"replacements": [
"Our team shipped 12 features last quarter",
"We achieved p99 latency under 50ms",
"Report achievements, not striving"
],
"context": "Effort over results",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "banned-phrase-084",
"category": "banned-phrases",
"subcategory": "performative-language",
"pattern": "endeavors to create",
"severity": "critical",
"c