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": "hedge-001",
"category": "hedging-language",
"subcategory": "modal-stacking",
"pattern": "may potentially",
"severity": "medium",
"confidence": 0.85,
"examples": [
"This may potentially improve performance.",
"Users may potentially prefer this approach."
],
"replacements": [
"This might improve performance",
"This could improve performance",
"Use one modal verb, not two"
],
"context": "Double hedging - excessive uncertainty",
"frequency": "common",
"domains": [
"academic",
"technical"
]
},
{
"id": "hedge-002",
"category": "hedging-language",
"subcategory": "modal-stacking",
"pattern": "might possibly",
"severity": "medium",
"confidence": 0.84,
"examples": [
"This might possibly reduce latency.",
"We might possibly see improvements."
],
"replacements": [
"This might reduce latency",
"This could reduce latency",
"Choose one hedge word"
],
"context": "Redundant hedging",
"frequency": "common",
"domains": [
"academic"
]
},
{
"id": "hedge-003",
"category": "hedging-language",
"subcategory": "modal-stacking",
"pattern": "could potentially",
"severity": "medium",
"confidence": 0.83,
"examples": [
"This could potentially scale better.",
"We could potentially reduce costs."
],
"replacements": [
"This could scale better",
"This might scale better",
"Avoid stacking modals"
],
"context": "Double uncertainty",
"frequency": "very-common",
"domains": [
"technical",
"executive"
]
},
{
"id": "hedge-004",
"category": "hedging-language",
"subcategory": "adverbial-hedges",
"pattern": "\\barguably\\b",
"severity": "medium",
"confidence": 0.82,
"examples": [
"This is arguably the best approach.",
"Arguably, caching is essential."
],
"replacements": [
"This is the best approach",
"Make the argument without hedging",
"Commit to your position"
],
"context": "Weakens authoritative voice",
"frequency": "very-common",
"domains": [
"academic",
"technical"
]
},
{
"id": "hedge-005",
"category": "hedging-language",
"subcategory": "adverbial-hedges",
"pattern": "\\bpossibly\\b",
"severity": "medium",
"confidence": 0.78,
"examples": [
"This possibly explains the behavior.",
"We could possibly optimize this."
],
"replacements": [
"This might explain the behavior",
"This likely explains the behavior",
"Choose stronger or omit"
],
"context": "Weak possibility marker",
"frequency": "common",
"domains": [
"academic",
"technical"
]
},
{
"id": "hedge-006",
"category": "hedging-language",
"subcategory": "adverbial-hedges",
"pattern": "\\bperhaps\\b",
"severity": "medium",
"confidence": 0.77,
"examples": [
"Perhaps we should consider caching.",
"This is perhaps the main issue."
],
"replacements": [
"We should consider caching",
"This is the main issue",
"Be more definitive"
],
"context": "Tentative suggestion",
"frequency": "common",
"domains": [
"academic"
]
},
{
"id": "hedge-007",
"category": "hedging-language",
"subcategory": "appearance-verbs",
"pattern": "\\bseems to\\b",
"severity": "medium",
"confidence": 0.8,
"examples": [
"This seems to improve performance.",
"The approach seems to work well."
],
"replacements": [
"This improves performance by 23%",
"The approach works well",
"State what you know or measured"
],
"context": "Uncertain observation",
"frequency": "very-common",
"domains": [
"academic",
"technical"
]
},
{
"id": "hedge-008",
"category": "hedging-language",
"subcategory": "appearance-verbs",
"pattern": "\\bappears to\\b",
"severity": "medium",
"confidence": 0.79,
"examples": [
"The system appears to handle load well.",
"This appears to be the bottleneck."
],
"replacements": [
"The system handles 10k req/sec",
"This is the bottleneck",
"Provide evidence or commit"
],
"context": "Tentative assessment",
"frequency": "common",
"domains": [
"academic",
"technical"
]
},
{
"id": "hedge-009",
"category": "hedging-language",
"subcategory": "appearance-verbs",
"pattern": "\\btends to\\b",
"severity": "medium",
"confidence": 0.76,
"examples": [
"Caching tends to improve speed.",
"This pattern tends to emerge."
],
"replacements": [
"Caching improves speed",
"This pattern emerges when...",
"Be more specific about when"
],
"context": "General tendency claim",
"frequency": "common",
"domains": [
"academic",
"technical"
]
},
{
"id": "hedge-010",
"category": "hedging-language",
"subcategory": "intensifier-hedges",
"pattern": "\\bsomewhat\\b",
"severity": "medium",
"confidence": 0.81,
"examples": [
"This is somewhat complex.",
"Performance is somewhat degraded."
],
"replacements": [
"This has 5 dependencies and 3 edge cases",
"Performance dropped from 50ms to 75ms",
"Quantify the degree"
],
"context": "Vague degree marker",
"frequency": "very-common",
"domains": [
"academic",
"technical"
]
},
{
"id": "hedge-011",
"category": "hedging-language",
"subcategory": "intensifier-hedges",
"pattern": "\\brather\\b",
"severity": "medium",
"confidence": 0.75,
"examples": [
"This is rather inefficient.",
"The process is rather slow."
],
"replacements": [
"This uses O(n²) time complexity",
"The process takes 2 seconds vs 50ms target",
"Specify the inefficiency"
],
"context": "British-style hedge",
"frequency": "common",
"domains": [
"academic"
]
},
{
"id": "hedge-012",
"category": "hedging-language",
"subcategory": "intensifier-hedges",
"pattern": "\\bquite\\b",
"severity": "medium",
"confidence": 0.74,
"examples": [
"This is quite effective.",
"The results are quite promising."
],
"replacements": [
"This improved conversion by 34%",
"Accuracy increased from 78% to 91%",
"Use specific measurements"
],
"context": "Vague intensifier",
"frequency": "very-common",
"domains": [
"academic",
"technical"
]
},
{
"id": "hedge-013",
"category": "hedging-language",
"subcategory": "extent-qualifiers",
"pattern": "to some extent",
"severity": "medium",
"confidence": 0.83,
"examples": [
"This is true to some extent.",
"Performance improves to some extent."
],
"replacements": [
"This is true in 60% of cases",
"Performance improves by 15-25%",
"Quantify the extent"
],
"context": "Vague partial agreement",
"frequency": "common",
"domains": [
"academic"
]
},
{
"id": "hedge-014",
"category": "hedging-language",
"subcategory": "extent-qualifiers",
"pattern": "to a certain degree",
"severity": "medium",
"confidence": 0.81,
"examples": [
"Caching helps to a certain degree.",
"This is accurate to a certain degree."
],
"replacements": [
"Caching reduces latency by 40%",
"This is 85% accurate",
"Specify the degree"
],
"context": "Vague qualification",
"frequency": "common",
"domains": [
"academic"
]
},
{
"id": "hedge-015",
"category": "hedging-language",
"subcategory": "extent-qualifiers",
"pattern": "to a large extent",
"severity": "medium",
"confidence": 0.79,
"examples": [
"This explains the behavior to a large extent.",
"Success depends to a large extent on testing."
],
"replacements": [
"This explains 70% of the behavior",
"Testing accounts for 80% of success",
"Quantify 'large extent'"
],
"context": "Imprecise quantity",
"frequency": "common",
"domains": [
"academic"
]
},
{
"id": "hedge-016",
"category": "hedging-language",
"subcategory": "conditional-hedges",
"pattern": "in most cases",
"severity": "low",
"confidence": 0.7,
"examples": [
"In most cases, caching improves speed.",
"This works in most cases."
],
"replacements": [
"Caching improves speed except for tiny datasets",
"This works for 95% of inputs",
"Specify when it doesn't work"
],
"context": "Acceptable qualifier if truthful",
"frequency": "very-common",
"domains": [
"technical"
]
},
{
"id": "hedge-017",
"category": "hedging-language",
"subcategory": "conditional-hedges",
"pattern": "in many cases",
"severity": "medium",
"confidence": 0.76,
"examples": [
"In many cases, this approach works.",
"Performance improves in many cases."
],
"replacements": [
"This works for read-heavy workloads",
"Performance improves 60% of the time",
"Specify the conditions"
],
"context": "Vague frequency",
"frequency": "common",
"domains": [
"technical",
"academic"
]
},
{
"id": "hedge-018",
"category": "hedging-language",
"subcategory": "conditional-hedges",
"pattern": "in some cases",
"severity": "medium",
"confidence": 0.78,
"examples": [
"In some cases, optimization is necessary.",
"This fails in some cases."
],
"replacements": [
"Optimization is necessary for datasets >1GB",
"This fails for concurrent writes",
"Name the specific cases"
],
"context": "Very vague qualifier",
"frequency": "common",
"domains": [
"technical",
"academic"
]
},
{
"id": "hedge-019",
"category": "hedging-language",
"subcategory": "likelihood-phrases",
"pattern": "it is (possible|likely|probable) that",
"severity": "medium",
"confidence": 0.82,
"examples": [
"It is possible that caching would help.",
"It is likely that users prefer simplicity."
],
"replacements": [
"Caching might help",
"Users prefer simplicity (87% in survey)",
"Shorten or provide evidence"
],
"context": "Wordy hedge construction",
"frequency": "common",
"domains": [
"academic"
]
},
{
"id": "hedge-020",
"category": "hedging-language",
"subcategory": "likelihood-phrases",
"pattern": "(may|might|could) (help to|serve to|contribute to)",
"severity": "medium",
"confidence": 0.8,
"examples": [
"This may help to reduce latency.",
"Caching could serve to improve speed."
],
"replacements": [
"This might reduce latency",
"Caching improves speed",
"Remove verbose hedge"
],
"context": "Wordy possibility construction",
"frequency": "common",
"domains": [
"academic",
"technical"
]
},
{
"id": "hedge-021",
"category": "hedging-language",
"subcategory": "likelihood-phrases",
"pattern": "has the potential to",
"severity": "medium",
"confidence": 0.84,
"examples": [
"This has the potential to scale well.",
"The approach has the potential to succeed."
],
"replacements": [
"This could scale to 100k users",
"The approach might succeed if we fix X",
"Be specific about potential"
],
"context": "Weak potential claim",
"frequency": "very-common",
"domains": [
"executive",
"academic"
]
},
{
"id": "hedge-022",
"category": "hedging-language",
"subcategory": "probability-adverbs",
"pattern": "\\bpresumably\\b",
"severity": "medium",
"confidence": 0.77,
"examples": [
"This presumably improves performance.",
"Users presumably want faster load times."
],
"replacements": [
"This improves performance (verified in tests)",
"Users want faster load times (cite survey)",
"Replace assumption with evidence"
],
"context": "Assumption without verification",
"frequency": "occasional",
"domains": [
"academic"
]
},
{
"id": "hedge-023",
"category": "hedging-language",
"subcategory": "probability-adverbs",
"pattern": "\\bsupposedly\\b",
"severity": "medium",
"confidence": 0.76,
"examples": [
"This supposedly works at scale.",
"The framework is supposedly faster."
],
"replacements": [
"This works at 50k req/sec (benchmarked)",
"The framework is 2.3x faster (our tests)",
"Verify or cite evidence"
],
"context": "Skeptical hedge - verify instead",
"frequency": "occasional",
"domains": [
"technical"
]
},
{
"id": "hedge-024",
"category": "hedging-language",
"subcategory": "generalization-hedges",
"pattern": "generally speaking",
"severity": "medium",
"confidence": 0.75,
"examples": [
"Generally speaking, caching helps.",
"Generally speaking, testing reduces bugs."
],
"replacements": [
"Caching helps except for...",
"Testing reduces bugs by 40% (study X)",
"Be specific about exceptions"
],
"context": "Vague generalization",
"frequency": "common",
"domains": [
"academic",
"executive"
]
},
{
"id": "hedge-025",
"category": "hedging-language",
"subcategory": "generalization-hedges",
"pattern": "broadly speaking",
"severity": "medium",
"confidence": 0.74,
"examples": [
"Broadly speaking, microservices add complexity.",
"Broadly speaking, users want speed."
],
"replacements": [
"Microservices add operational complexity",
"Users abandon sites slower than 3 seconds",
"State specifics"
],
"context": "Vague scope qualifier",
"frequency": "occasional",
"domains": [
"executive"
]
},
{
"id": "hedge-026",
"category": "hedging-language",
"subcategory": "appearance-verbs",
"pattern": "would appear to",
"severity": "medium",
"confidence": 0.8,
"examples": [
"Example using would appear to",
"Another example with would appear to"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Tentative observation",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-027",
"category": "hedging-language",
"subcategory": "appearance-verbs",
"pattern": "seems like",
"severity": "medium",
"confidence": 0.78,
"examples": [
"Example using seems like",
"Another example with seems like"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Informal hedge",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-028",
"category": "hedging-language",
"subcategory": "appearance-verbs",
"pattern": "looks like",
"severity": "low",
"confidence": 0.72,
"examples": [
"Example using looks like",
"Another example with looks like"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Visual/informal hedge",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-029",
"category": "hedging-language",
"subcategory": "informal-hedges",
"pattern": "kind of",
"severity": "medium",
"confidence": 0.75,
"examples": [
"Example using kind of",
"Another example with kind of"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Casual vagueness",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-030",
"category": "hedging-language",
"subcategory": "informal-hedges",
"pattern": "sort of",
"severity": "medium",
"confidence": 0.75,
"examples": [
"Example using sort of",
"Another example with sort of"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Casual vagueness",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-031",
"category": "hedging-language",
"subcategory": "approximation",
"pattern": "more or less",
"severity": "medium",
"confidence": 0.79,
"examples": [
"Example using more or less",
"Another example with more or less"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Vague approximation",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-032",
"category": "hedging-language",
"subcategory": "simplification-hedges",
"pattern": "basically",
"severity": "low",
"confidence": 0.68,
"examples": [
"Example using basically",
"Another example with basically"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Often unnecessary",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-033",
"category": "hedging-language",
"subcategory": "simplification-hedges",
"pattern": "essentially",
"severity": "low",
"confidence": 0.69,
"examples": [
"Example using essentially",
"Another example with essentially"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Often unnecessary",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-034",
"category": "hedging-language",
"subcategory": "approximation",
"pattern": "virtually",
"severity": "medium",
"confidence": 0.76,
"examples": [
"Example using virtually",
"Another example with virtually"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Near-complete claim",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-035",
"category": "hedging-language",
"subcategory": "extent-qualifiers",
"pattern": "largely",
"severity": "medium",
"confidence": 0.74,
"examples": [
"Example using largely",
"Another example with largely"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Vague extent",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-036",
"category": "hedging-language",
"subcategory": "extent-qualifiers",
"pattern": "mostly",
"severity": "low",
"confidence": 0.7,
"examples": [
"Example using mostly",
"Another example with mostly"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Acceptable with specifics",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-037",
"category": "hedging-language",
"subcategory": "frequency-hedges",
"pattern": "typically",
"severity": "low",
"confidence": 0.68,
"examples": [
"Example using typically",
"Another example with typically"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Common pattern",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-038",
"category": "hedging-language",
"subcategory": "frequency-hedges",
"pattern": "usually",
"severity": "low",
"confidence": 0.67,
"examples": [
"Example using usually",
"Another example with usually"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Common pattern",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-039",
"category": "hedging-language",
"subcategory": "frequency-hedges",
"pattern": "often",
"severity": "low",
"confidence": 0.66,
"examples": [
"Example using often",
"Another example with often"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Frequency claim",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-040",
"category": "hedging-language",
"subcategory": "frequency-hedges",
"pattern": "sometimes",
"severity": "low",
"confidence": 0.65,
"examples": [
"Example using sometimes",
"Another example with sometimes"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Vague frequency",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-041",
"category": "hedging-language",
"subcategory": "modal-stacking",
"pattern": "can sometimes",
"severity": "medium",
"confidence": 0.78,
"examples": [
"Example using can sometimes",
"Another example with can sometimes"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Double hedge",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-042",
"category": "hedging-language",
"subcategory": "modal-stacking",
"pattern": "may sometimes",
"severity": "medium",
"confidence": 0.77,
"examples": [
"Example using may sometimes",
"Another example with may sometimes"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Double hedge",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-043",
"category": "hedging-language",
"subcategory": "modal-stacking",
"pattern": "might sometimes",
"severity": "medium",
"confidence": 0.76,
"examples": [
"Example using might sometimes",
"Another example with might sometimes"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Double hedge",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-044",
"category": "hedging-language",
"subcategory": "modal-stacking",
"pattern": "could sometimes",
"severity": "medium",
"confidence": 0.75,
"examples": [
"Example using could sometimes",
"Another example with could sometimes"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Double hedge",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-045",
"category": "hedging-language",
"subcategory": "assumption-hedges",
"pattern": "presumably",
"severity": "medium",
"confidence": 0.77,
"examples": [
"Example using presumably",
"Another example with presumably"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Unverified assumption",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-046",
"category": "hedging-language",
"subcategory": "assumption-hedges",
"pattern": "apparently",
"severity": "medium",
"confidence": 0.76,
"examples": [
"Example using apparently",
"Another example with apparently"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Uncertain observation",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-047",
"category": "hedging-language",
"subcategory": "assumption-hedges",
"pattern": "supposedly",
"severity": "medium",
"confidence": 0.75,
"examples": [
"Example using supposedly",
"Another example with supposedly"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Skeptical hedge",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-048",
"category": "hedging-language",
"subcategory": "assumption-hedges",
"pattern": "allegedly",
"severity": "medium",
"confidence": 0.74,
"examples": [
"Example using allegedly",
"Another example with allegedly"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Distancing language",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-049",
"category": "hedging-language",
"subcategory": "assumption-hedges",
"pattern": "ostensibly",
"severity": "medium",
"confidence": 0.73,
"examples": [
"Example using ostensibly",
"Another example with ostensibly"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Formal skepticism",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-050",
"category": "hedging-language",
"subcategory": "appearance-verbs",
"pattern": "it would seem",
"severity": "medium",
"confidence": 0.79,
"examples": [
"Example using it would seem",
"Another example with it would seem"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Formal hedge",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-051",
"category": "hedging-language",
"subcategory": "argumentation-hedges",
"pattern": "one could argue",
"severity": "high",
"confidence": 0.85,
"examples": [
"Example using one could argue",
"Another example with one could argue"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Distance from claim",
"frequency": "common",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-052",
"category": "hedging-language",
"subcategory": "belief-hedges",
"pattern": "there is reason to believe",
"severity": "high",
"confidence": 0.82,
"examples": [
"Example using there is reason to believe",
"Another example with there is reason to believe"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Indirect assertion",
"frequency": "common",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-053",
"category": "hedging-language",
"subcategory": "possibility-hedges",
"pattern": "it is conceivable",
"severity": "high",
"confidence": 0.81,
"examples": [
"Example using it is conceivable",
"Another example with it is conceivable"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Weak possibility",
"frequency": "common",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-054",
"category": "hedging-language",
"subcategory": "possibility-hedges",
"pattern": "it is plausible",
"severity": "medium",
"confidence": 0.78,
"examples": [
"Example using it is plausible",
"Another example with it is plausible"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Reasonable guess",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-055",
"category": "hedging-language",
"subcategory": "litotes-hedges",
"pattern": "it is not unreasonable",
"severity": "high",
"confidence": 0.83,
"examples": [
"Example using it is not unreasonable",
"Another example with it is not unreasonable"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Double negative hedge",
"frequency": "common",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-056",
"category": "hedging-language",
"subcategory": "litotes-hedges",
"pattern": "it is not impossible",
"severity": "high",
"confidence": 0.82,
"examples": [
"Example using it is not impossible",
"Another example with it is not impossible"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Weak positive via negative",
"frequency": "common",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-057",
"category": "hedging-language",
"subcategory": "litotes-hedges",
"pattern": "it is not unlikely",
"severity": "high",
"confidence": 0.81,
"examples": [
"Example using it is not unlikely",
"Another example with it is not unlikely"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Confusing double negative",
"frequency": "common",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-058",
"category": "hedging-language",
"subcategory": "extent-qualifiers",
"pattern": "for the most part",
"severity": "medium",
"confidence": 0.75,
"examples": [
"Example using for the most part",
"Another example with for the most part"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Vague majority claim",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-059",
"category": "hedging-language",
"subcategory": "extent-qualifiers",
"pattern": "by and large",
"severity": "medium",
"confidence": 0.74,
"examples": [
"Example using by and large",
"Another example with by and large"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Vague generalization",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-060",
"category": "hedging-language",
"subcategory": "generalization-hedges",
"pattern": "in general",
"severity": "low",
"confidence": 0.7,
"examples": [
"Example using in general",
"Another example with in general"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Acceptable with specifics",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-061",
"category": "hedging-language",
"subcategory": "extent-qualifiers",
"pattern": "on the whole",
"severity": "medium",
"confidence": 0.73,
"examples": [
"Example using on the whole",
"Another example with on the whole"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Vague summary",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-062",
"category": "hedging-language",
"subcategory": "generalization-hedges",
"pattern": "as a rule",
"severity": "low",
"confidence": 0.71,
"examples": [
"Example using as a rule",
"Another example with as a rule"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Pattern claim",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-063",
"category": "hedging-language",
"subcategory": "approximation",
"pattern": "for all intents and purposes",
"severity": "high",
"confidence": 0.8,
"examples": [
"Example using for all intents and purposes",
"Another example with for all intents and purposes"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Wordy approximation",
"frequency": "common",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-064",
"category": "hedging-language",
"subcategory": "approximation",
"pattern": "to all intents and purposes",
"severity": "high",
"confidence": 0.79,
"examples": [
"Example using to all intents and purposes",
"Another example with to all intents and purposes"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "British variant",
"frequency": "common",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-065",
"category": "hedging-language",
"subcategory": "qualification-hedges",
"pattern": "in a sense",
"severity": "medium",
"confidence": 0.76,
"examples": [
"Example using in a sense",
"Another example with in a sense"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Partial agreement",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-066",
"category": "hedging-language",
"subcategory": "qualification-hedges",
"pattern": "in a way",
"severity": "medium",
"confidence": 0.75,
"examples": [
"Example using in a way",
"Another example with in a way"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Partial agreement",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-067",
"category": "hedging-language",
"subcategory": "extent-qualifiers",
"pattern": "up to a point",
"severity": "medium",
"confidence": 0.77,
"examples": [
"Example using up to a point",
"Another example with up to a point"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Limited agreement",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-068",
"category": "hedging-language",
"subcategory": "extent-qualifiers",
"pattern": "within limits",
"severity": "medium",
"confidence": 0.74,
"examples": [
"Example using within limits",
"Another example with within limits"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Bounded claim",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-069",
"category": "hedging-language",
"subcategory": "qualification-hedges",
"pattern": "with certain reservations",
"severity": "high",
"confidence": 0.8,
"examples": [
"Example using with certain reservations",
"Another example with with certain reservations"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Qualified agreement",
"frequency": "common",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-070",
"category": "hedging-language",
"subcategory": "qualification-hedges",
"pattern": "with some exceptions",
"severity": "medium",
"confidence": 0.73,
"examples": [
"Example using with some exceptions",
"Another example with with some exceptions"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Non-universal claim",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-071",
"category": "hedging-language",
"subcategory": "conditional-hedges",
"pattern": "barring unforeseen circumstances",
"severity": "high",
"confidence": 0.79,
"examples": [
"Example using barring unforeseen circumstances",
"Another example with barring unforeseen circumstances"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Formal caveat",
"frequency": "common",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-072",
"category": "hedging-language",
"subcategory": "conditional-hedges",
"pattern": "all things being equal",
"severity": "high",
"confidence": 0.78,
"examples": [
"Example using all things being equal",
"Another example with all things being equal"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Idealized condition",
"frequency": "common",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-073",
"category": "hedging-language",
"subcategory": "conditional-hedges",
"pattern": "other things being equal",
"severity": "high",
"confidence": 0.77,
"examples": [
"Example using other things being equal",
"Another example with other things being equal"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Ceteris paribus",
"frequency": "common",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-074",
"category": "hedging-language",
"subcategory": "conditional-hedges",
"pattern": "under normal circumstances",
"severity": "medium",
"confidence": 0.75,
"examples": [
"Example using under normal circumstances",
"Another example with under normal circumstances"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Conditional claim",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-075",
"category": "hedging-language",
"subcategory": "conditional-hedges",
"pattern": "under certain conditions",
"severity": "medium",
"confidence": 0.74,
"examples": [
"Example using under certain conditions",
"Another example with under certain conditions"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Vague conditions",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "hedge-076",
"category": "hedging-language",
"subcategory": "possibility-hedges",
"pattern": "it could potentially be",
"severity": "warning",
"confidence": 0.8,
"examples": [
"Example using: it could potentially be"
],
"replacements": [
"State directly without hedging",
"Use specific evidence instead"
],
"context": "Hedging language reduces authority and signals AI generation",
"frequency": "common",
"domains": [
"academic",
"technical",
"executive"
]
},
{
"id": "hedge-077",
"category": "hedging-language",
"subcategory": "possibility-hedges",
"pattern": "there might possibly be",
"severity": "warning",
"confidence": 0.8,
"examples": [
"Example using: there might possibly be"
],
"replacements": [
"State directly without hedging",
"Use specific evidence instead"
],
"context": "Hedging language reduces authority and signals AI generation",
"frequency": "common",
"domains": [
"academic",
"technical",
"executive"
]
},
{
"id": "hedge-078",
"category": "hedging-language",
"subcategory": "possibility-hedges",
"pattern": "one could speculate that",
"severity": "warning",
"confidence": 0.8,
"examples": [
"Example using: one could speculate that"
],
"replacements": [
"State directly without hedging",
"Use specific evidence instead"
],
"context": "Hedging language reduces authority and signals AI generation",
"frequency": "common",
"domains": [
"academic",
"technical",
"executive"
]
},
{
"id": "hedge-079",
"category": "hedging-language",
"subcategory": "academic-hedges",
"pattern": "it is plausible to suggest",
"severity": "warning",
"confidence": 0.8,
"examples": [
"Example using: it is plausible to suggest"
],
"replacements": [
"State directly without hedging",
"Use specific evidence instead"
],
"context": "Hedging language reduces authority and signals AI generation",
"frequency": "common",
"domains": [
"academic",
"technical",
"executive"
]
},
{
"id": "hedge-080",
"category": "hedging-language",
"subcategory": "possibility-hedges",
"pattern": "this may potentially indicate",
"severity": "warning",
"confidence": 0.8,
"examples": [
"Example using: this may potentially indicate"
],
"replacements": [
"State directly without hedging",
"Use specific evidence instead"
],
"context": "Hedging language reduces authority and signals AI generation",
"frequency": "common",
"domains": [
"academic",
"technical",
"executive"
]
},
{
"id": "hedge-081",
"category": "hedging-language",
"subcategory": "uncertainty-markers",
"pattern": "it remains to be determined",
"severity": "warning",
"confidence": 0.8,
"examples": [
"Example using: it remains to be determined"
],
"replacements": [
"State directly without hedging",
"Use specific evidence instead"
],
"context": "Hedging language reduces authority and signals AI generation",
"frequency": "common",
"domains": [
"academic",
"technical",
"executive"
]
},
{
"id": "hedge-082",
"category": "hedging-language",
"subcategory": "academic-hedges",
"pattern": "further investigation is warranted",
"severity": "warning",
"confidence": 0.8,
"examples": [
"Example using: further investigation is warranted"
],
"replacements": [
"State directly without hedging",
"Use specific evidence instead"
],
"context": "Hedging language reduces authority and signals AI generation",
"frequency": "common",
"domains": [
"academic",
"technical",
"executive"
]
},
{
"id": "hedge-083",
"category": "hedging-language",
"subcategory": "academic-hedges",
"pattern": "additional research is necessary",
"severity": "warning",
"confidence": 0.8,
"examples": [
"Example using: additional research is necessary"
],
"replacements": [
"State directly without hedging",
"Use specific evidence instead"
],
"context": "Hedging language reduces authority and signals AI generation",
"frequency": "common",
"domains": [
"academic",
"technical",
"executive"
]
},
{
"id": "hedge-084",
"category": "hedging-language",
"subcategory": "academic-hedges",
"pattern": "more studies are needed",
"severity": "warning",
"confidence": 0.8,
"examples": [
"Example using: more studies are needed"
],
"replacements": [
"State directly without hedging",
"Use specific evidence instead"
],
"context": "Hedging language reduces authority and signals AI generation",
"frequency": "common",
"domains": [
"academic",
"technical",
"executive"
]
},
{
"id": "hedge-085",
"category": "hedging-language",
"subcategory": "uncertainty-markers",
"pattern": "the evidence is inconclusive",
"severity": "warning",
"confidence": 0.8,
"examples": [
"Example using: the evidence is inconclusive"
],
"replacements": [
"State directly without hedging",
"Use specific evidence instead"
],
"context": "Hedging language reduces authority and signals AI generation",
"frequency": "common",
"domains": [
"academic",
"technical",
"executive"
]
},
{
"id": "hedge-086",
"category": "hedging-language",
"subcategory": "uncertainty-markers",
"pattern": "results are preliminary",
"severity": "warning",
"confidence": 0.8,
"examples": [
"Example using: results are preliminary"
],
"replacements": [
"State directly without hedging",
"Use specific evidence instead"
],
"context": "Hedging language reduces authority and signals AI generation",
"frequency": "common",
"domains": [
"academic",
"technical",
"executive"
]
},
{
"id": "hedge-087",
"category": "hedging-language",
"subcategory": "uncertainty-markers",
"pattern": "findings are tentative",
"severity": "warning",
"confidence": 0.8,
"examples": [
"Example using: findings are tentative"
],
"replacements": [
"State directly without hedging",
"Use specific evidence instead"
],
"context": "Hedging language reduces authority and signals AI generation",
"frequency": "common",
"domains": [
"academic",
"technical",
"executive"
]
},
{
"id": "hedge-088",
"category": "hedging-language",
"subcategory": "uncertainty-markers",
"pattern": "conclusions are provisional",
"severity": "warning",
"confidence": 0.8,
"examples": [
"Example using: conclusions are provisional"
],
"replacements": [
"State directly without hedging",
"Use specific evidence instead"
],
"context": "Hedging language reduces authority and signals AI generation",
"frequency":