aiwg

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Cognitive architecture for AI-augmented software development with structured memory, ensemble validation, and closed-loop correction. FAIR-aligned artifacts, 84% cost reduction via human-in-the-loop, standards adopted by 100+ organizations.

aiwg.io

jmagly/aiwg

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[ { "id": "trans-001", "category": "transition-words", "subcategory": "additive-formal", "pattern": "^Moreover,", "severity": "medium", "confidence": 0.91, "examples": [ "Moreover, caching improves performance.", "Moreover, security is critical." ], "replacements": [ "Also, caching improves performance", "Caching also improves performance", "Start sentence directly" ], "context": "Very common AI transition - overly formal", "frequency": "very-common", "domains": [ "academic", "technical" ] }, { "id": "trans-002", "category": "transition-words", "subcategory": "additive-formal", "pattern": "^Furthermore,", "severity": "medium", "confidence": 0.9, "examples": [ "Furthermore, testing reduces bugs.", "Furthermore, users prefer simplicity." ], "replacements": [ "Also, testing reduces bugs", "Testing also reduces bugs", "Continue without marker" ], "context": "Paired with Moreover - strong AI signal", "frequency": "very-common", "domains": [ "academic", "technical" ] }, { "id": "trans-003", "category": "transition-words", "subcategory": "additive-formal", "pattern": "^Additionally,", "severity": "medium", "confidence": 0.87, "examples": [ "Additionally, we optimized queries.", "Additionally, costs decreased." ], "replacements": [ "We also optimized queries", "Also, we optimized queries", "Continue naturally" ], "context": "Formal addition marker", "frequency": "very-common", "domains": [ "academic", "technical", "executive" ] }, { "id": "trans-004", "category": "transition-words", "subcategory": "contrast-formal", "pattern": "^Nevertheless,", "severity": "medium", "confidence": 0.88, "examples": [ "Nevertheless, the approach works.", "Nevertheless, we proceeded." ], "replacements": [ "Still, the approach works", "But the approach works", "Use simpler contrast" ], "context": "Overly formal contrast", "frequency": "common", "domains": [ "academic" ] }, { "id": "trans-005", "category": "transition-words", "subcategory": "contrast-formal", "pattern": "^Nonetheless,", "severity": "medium", "confidence": 0.86, "examples": [ "Nonetheless, performance improved.", "Nonetheless, we shipped." ], "replacements": [ "Still, performance improved", "Even so, performance improved", "Simplify contrast" ], "context": "Formal despite marker", "frequency": "common", "domains": [ "academic" ] }, { "id": "trans-006", "category": "transition-words", "subcategory": "contrast-formal", "pattern": "^However,", "severity": "low", "confidence": 0.65, "examples": [ "However, latency increased.", "However, costs rose." ], "replacements": [ "But latency increased", "Latency increased, though", "Acceptable but consider variety" ], "context": "Common but acceptable - just don't overuse", "frequency": "very-common", "domains": [ "academic", "technical", "executive" ] }, { "id": "trans-007", "category": "transition-words", "subcategory": "causal-formal", "pattern": "^Consequently,", "severity": "medium", "confidence": 0.84, "examples": [ "Consequently, we added caching.", "Consequently, performance improved." ], "replacements": [ "So we added caching", "As a result, we added caching", "This led us to add caching" ], "context": "Formal consequence marker", "frequency": "common", "domains": [ "academic", "technical" ] }, { "id": "trans-008", "category": "transition-words", "subcategory": "causal-formal", "pattern": "^Subsequently,", "severity": "medium", "confidence": 0.83, "examples": [ "Subsequently, we tested the fix.", "Subsequently, bugs decreased." ], "replacements": [ "Then we tested the fix", "After that, we tested the fix", "Next, we tested the fix" ], "context": "Overly formal sequence", "frequency": "occasional", "domains": [ "academic" ] }, { "id": "trans-009", "category": "transition-words", "subcategory": "causal-formal", "pattern": "^Therefore,", "severity": "low", "confidence": 0.68, "examples": [ "Therefore, caching is essential.", "Therefore, we optimized." ], "replacements": [ "So caching is essential", "That's why caching is essential", "Acceptable but consider variety" ], "context": "Common logical conclusion - acceptable", "frequency": "very-common", "domains": [ "academic", "technical" ] }, { "id": "trans-010", "category": "transition-words", "subcategory": "causal-formal", "pattern": "^Thus,", "severity": "low", "confidence": 0.7, "examples": [ "Thus, we chose Redis.", "Thus, latency improved." ], "replacements": [ "So we chose Redis", "This led us to choose Redis", "Acceptable in formal writing" ], "context": "Formal therefore - acceptable", "frequency": "common", "domains": [ "academic", "technical" ] }, { "id": "trans-011", "category": "transition-words", "subcategory": "causal-formal", "pattern": "^Hence,", "severity": "medium", "confidence": 0.79, "examples": [ "Hence, optimization is required.", "Hence, we refactored." ], "replacements": [ "So optimization is required", "That's why optimization is required", "Use simpler transition" ], "context": "Overly formal hence", "frequency": "occasional", "domains": [ "academic" ] }, { "id": "trans-012", "category": "transition-words", "subcategory": "prepositional-phrases", "pattern": "In light of", "severity": "medium", "confidence": 0.82, "examples": [ "In light of these findings, we optimized.", "In light of performance issues." ], "replacements": [ "Given these findings, we optimized", "Because of performance issues", "Simplify the phrase" ], "context": "Wordy formal phrase", "frequency": "common", "domains": [ "academic", "executive" ] }, { "id": "trans-013", "category": "transition-words", "subcategory": "prepositional-phrases", "pattern": "With regard to", "severity": "medium", "confidence": 0.81, "examples": [ "With regard to performance, we optimized.", "With regard to security concerns." ], "replacements": [ "Regarding performance, we optimized", "About security concerns", "For performance, we optimized" ], "context": "Verbose regarding", "frequency": "common", "domains": [ "academic", "executive" ] }, { "id": "trans-014", "category": "transition-words", "subcategory": "prepositional-phrases", "pattern": "With respect to", "severity": "medium", "confidence": 0.8, "examples": [ "With respect to scalability, we used Kubernetes.", "With respect to costs." ], "replacements": [ "For scalability, we used Kubernetes", "Regarding costs", "About costs" ], "context": "Wordy respect phrase", "frequency": "common", "domains": [ "academic", "technical" ] }, { "id": "trans-015", "category": "transition-words", "subcategory": "prepositional-phrases", "pattern": "In terms of", "severity": "low", "confidence": 0.67, "examples": [ "In terms of performance, it's fast.", "In terms of cost, it's expensive." ], "replacements": [ "Performance-wise, it's fast", "For performance, it's fast", "Acceptable but verbose" ], "context": "Common but wordy - consider shorter alternatives", "frequency": "very-common", "domains": [ "technical", "executive" ] }, { "id": "trans-016", "category": "transition-words", "subcategory": "emphasis-markers", "pattern": "^Indeed,", "severity": "medium", "confidence": 0.78, "examples": [ "Indeed, caching improves speed.", "Indeed, testing is valuable." ], "replacements": [ "Caching improves speed", "Start directly without emphasis", "Let facts speak for themselves" ], "context": "Unnecessary emphasis marker", "frequency": "common", "domains": [ "academic" ] }, { "id": "trans-017", "category": "transition-words", "subcategory": "emphasis-markers", "pattern": "^Notably,", "severity": "medium", "confidence": 0.77, "examples": [ "Notably, latency decreased by 60%.", "Notably, users preferred the new UI." ], "replacements": [ "Latency decreased by 60%", "Users preferred the new UI", "The fact is notable enough" ], "context": "Self-referential emphasis", "frequency": "common", "domains": [ "academic", "executive" ] }, { "id": "trans-018", "category": "transition-words", "subcategory": "emphasis-markers", "pattern": "^Importantly,", "severity": "medium", "confidence": 0.76, "examples": [ "Importantly, security was maintained.", "Importantly, costs stayed low." ], "replacements": [ "Security was maintained", "We kept security intact", "State importance without label" ], "context": "Meta-commentary on importance", "frequency": "common", "domains": [ "executive", "technical" ] }, { "id": "trans-019", "category": "transition-words", "subcategory": "example-intros", "pattern": "For instance,", "severity": "low", "confidence": 0.66, "examples": [ "For instance, Redis is fast.", "For instance, we cache queries." ], "replacements": [ "For example, Redis achieves <1ms latency", "Redis, for instance, achieves <1ms latency", "Acceptable but consider variety" ], "context": "Common example introduction - acceptable", "frequency": "very-common", "domains": [ "academic", "technical" ] }, { "id": "trans-020", "category": "transition-words", "subcategory": "example-intros", "pattern": "For example,", "severity": "low", "confidence": 0.64, "examples": [ "For example, we use Redis.", "For example, latency matters." ], "replacements": [ "We use Redis, for example", "Redis, for example, provides caching", "Acceptable but vary placement" ], "context": "Very common - acceptable but don't overuse", "frequency": "very-common", "domains": [ "technical", "academic", "casual" ] }, { "id": "trans-021", "category": "transition-words", "subcategory": "time-sequences", "pattern": "^Initially,", "severity": "low", "confidence": 0.69, "examples": [ "Initially, we used MySQL.", "Initially, performance was slow." ], "replacements": [ "We started with MySQL", "At first, performance was slow", "Acceptable time marker" ], "context": "Common temporal marker - acceptable", "frequency": "common", "domains": [ "technical" ] }, { "id": "trans-022", "category": "transition-words", "subcategory": "time-sequences", "pattern": "^Eventually,", "severity": "low", "confidence": 0.68, "examples": [ "Eventually, we migrated to PostgreSQL.", "Eventually, performance improved." ], "replacements": [ "We later migrated to PostgreSQL", "After 6 months, we migrated", "Acceptable with specifics" ], "context": "Vague timeline - better with specific time", "frequency": "common", "domains": [ "technical", "casual" ] }, { "id": "trans-023", "category": "transition-words", "subcategory": "time-sequences", "pattern": "^Subsequently,", "severity": "medium", "confidence": 0.83, "examples": [ "Subsequently, we added indexes.", "Subsequently, queries got faster." ], "replacements": [ "Then we added indexes", "Next, we added indexes", "After that, we added indexes" ], "context": "Overly formal sequence", "frequency": "occasional", "domains": [ "academic" ] }, { "id": "trans-024", "category": "transition-words", "subcategory": "clarification", "pattern": "^In other words,", "severity": "low", "confidence": 0.71, "examples": [ "In other words, caching helps.", "In other words, optimize queries." ], "replacements": [ "That is, caching helps", "Simply put, caching helps", "Just say it clearly the first time" ], "context": "Acceptable clarification - but question if needed", "frequency": "common", "domains": [ "academic", "technical", "casual" ] }, { "id": "trans-025", "category": "transition-words", "subcategory": "clarification", "pattern": "^That is to say,", "severity": "medium", "confidence": 0.79, "examples": [ "That is to say, performance matters.", "That is to say, we need caching." ], "replacements": [ "In other words, performance matters", "Performance matters", "Simplify or omit" ], "context": "Wordy clarification", "frequency": "occasional", "domains": [ "academic" ] }, { "id": "trans-026", "category": "transition-words", "subcategory": "summary-intros", "pattern": "^In summary,", "severity": "high", "confidence": 0.9, "examples": [ "In summary, caching is essential.", "In summary, we optimized three areas." ], "replacements": [ "Caching is essential", "We optimized three areas", "End naturally without announcing summary" ], "context": "Formulaic summary marker", "frequency": "common", "domains": [ "academic", "executive" ] }, { "id": "trans-027", "category": "transition-words", "subcategory": "summary-intros", "pattern": "^To sum up,", "severity": "high", "confidence": 0.89, "examples": [ "To sum up, testing saves time.", "To sum up, three key points." ], "replacements": [ "Testing saves time", "Three key points: ...", "Summarize without announcing" ], "context": "Informal summary marker", "frequency": "occasional", "domains": [ "casual" ] }, { "id": "trans-028", "category": "transition-words", "subcategory": "summary-intros", "pattern": "^All in all,", "severity": "medium", "confidence": 0.82, "examples": [ "All in all, the migration succeeded.", "All in all, costs decreased." ], "replacements": [ "The migration succeeded", "Overall, the migration succeeded", "Simplify summary intro" ], "context": "Casual summary phrase", "frequency": "occasional", "domains": [ "casual" ] }, { "id": "trans-029", "category": "transition-words", "subcategory": "contrast-casual", "pattern": "^That said,", "severity": "low", "confidence": 0.67, "examples": [ "That said, latency increased.", "That said, costs rose." ], "replacements": [ "But latency increased", "Still, latency increased", "Acceptable casual contrast" ], "context": "Conversational contrast - acceptable", "frequency": "common", "domains": [ "casual", "technical" ] }, { "id": "trans-030", "category": "transition-words", "subcategory": "contrast-casual", "pattern": "^Having said that,", "severity": "medium", "confidence": 0.78, "examples": [ "Having said that, we proceeded.", "Having said that, risks remained." ], "replacements": [ "Still, we proceeded", "Even so, we proceeded", "Simplify contrast" ], "context": "Wordy casual contrast", "frequency": "occasional", "domains": [ "casual" ] }, { "id": "trans-031", "category": "transition-words", "subcategory": "causal-formal", "pattern": "^Accordingly,", "severity": "medium", "confidence": 0.81, "examples": [ "Example using ^Accordingly,", "Another example with ^Accordingly," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Formal consequence", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-032", "category": "transition-words", "subcategory": "comparison", "pattern": "^Likewise,", "severity": "medium", "confidence": 0.75, "examples": [ "Example using ^Likewise,", "Another example with ^Likewise," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Similarity marker", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-033", "category": "transition-words", "subcategory": "comparison", "pattern": "^Similarly,", "severity": "low", "confidence": 0.7, "examples": [ "Example using ^Similarly,", "Another example with ^Similarly," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Similarity marker", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-034", "category": "transition-words", "subcategory": "contrast-formal", "pattern": "^Conversely,", "severity": "medium", "confidence": 0.79, "examples": [ "Example using ^Conversely,", "Another example with ^Conversely," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Formal contrast", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-035", "category": "transition-words", "subcategory": "contrast-formal", "pattern": "^In contrast,", "severity": "medium", "confidence": 0.76, "examples": [ "Example using ^In contrast,", "Another example with ^In contrast," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Explicit contrast", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-036", "category": "transition-words", "subcategory": "contrast-formal", "pattern": "^By contrast,", "severity": "medium", "confidence": 0.75, "examples": [ "Example using ^By contrast,", "Another example with ^By contrast," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Explicit contrast", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-037", "category": "transition-words", "subcategory": "comparison", "pattern": "^Equally,", "severity": "medium", "confidence": 0.74, "examples": [ "Example using ^Equally,", "Another example with ^Equally," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Equal weight marker", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-038", "category": "transition-words", "subcategory": "concession", "pattern": "^Admittedly,", "severity": "low", "confidence": 0.72, "examples": [ "Example using ^Admittedly,", "Another example with ^Admittedly," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Concession marker", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-039", "category": "transition-words", "subcategory": "concession", "pattern": "^Granted,", "severity": "low", "confidence": 0.71, "examples": [ "Example using ^Granted,", "Another example with ^Granted," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Concession marker", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-040", "category": "transition-words", "subcategory": "concession", "pattern": "^To be sure,", "severity": "medium", "confidence": 0.76, "examples": [ "Example using ^To be sure,", "Another example with ^To be sure," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Formal concession", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-041", "category": "transition-words", "subcategory": "concession", "pattern": "^To be fair,", "severity": "low", "confidence": 0.7, "examples": [ "Example using ^To be fair,", "Another example with ^To be fair," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Balance marker", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-042", "category": "transition-words", "subcategory": "summary-intros", "pattern": "^On balance,", "severity": "medium", "confidence": 0.77, "examples": [ "Example using ^On balance,", "Another example with ^On balance," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Balanced summary", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-043", "category": "transition-words", "subcategory": "summary-intros", "pattern": "^In essence,", "severity": "medium", "confidence": 0.76, "examples": [ "Example using ^In essence,", "Another example with ^In essence," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Core summary", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-044", "category": "transition-words", "subcategory": "summary-intros", "pattern": "^In short,", "severity": "low", "confidence": 0.69, "examples": [ "Example using ^In short,", "Another example with ^In short," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Brief summary", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-045", "category": "transition-words", "subcategory": "summary-intros", "pattern": "^In brief,", "severity": "low", "confidence": 0.68, "examples": [ "Example using ^In brief,", "Another example with ^In brief," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Brief summary", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-046", "category": "transition-words", "subcategory": "simplification", "pattern": "^Put simply,", "severity": "low", "confidence": 0.7, "examples": [ "Example using ^Put simply,", "Another example with ^Put simply," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Simplification", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-047", "category": "transition-words", "subcategory": "simplification", "pattern": "^Simply put,", "severity": "low", "confidence": 0.69, "examples": [ "Example using ^Simply put,", "Another example with ^Simply put," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Simplification", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-048", "category": "transition-words", "subcategory": "specification", "pattern": "^In particular,", "severity": "low", "confidence": 0.68, "examples": [ "Example using ^In particular,", "Another example with ^In particular," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Specification", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-049", "category": "transition-words", "subcategory": "specification", "pattern": "^Specifically,", "severity": "low", "confidence": 0.67, "examples": [ "Example using ^Specifically,", "Another example with ^Specifically," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Specification", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-050", "category": "transition-words", "subcategory": "specification", "pattern": "^Particularly,", "severity": "low", "confidence": 0.68, "examples": [ "Example using ^Particularly,", "Another example with ^Particularly," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Specification", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-051", "category": "transition-words", "subcategory": "importance-markers", "pattern": "^More importantly,", "severity": "medium", "confidence": 0.78, "examples": [ "Example using ^More importantly,", "Another example with ^More importantly," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Importance escalation", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-052", "category": "transition-words", "subcategory": "importance-markers", "pattern": "^Most importantly,", "severity": "medium", "confidence": 0.79, "examples": [ "Example using ^Most importantly,", "Another example with ^Most importantly," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Peak importance", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-053", "category": "transition-words", "subcategory": "importance-markers", "pattern": "^Significantly,", "severity": "medium", "confidence": 0.77, "examples": [ "Example using ^Significantly,", "Another example with ^Significantly," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Significance marker", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-054", "category": "transition-words", "subcategory": "importance-markers", "pattern": "^Crucially,", "severity": "high", "confidence": 0.8, "examples": [ "Example using ^Crucially,", "Another example with ^Crucially," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Critical point", "frequency": "common", "domains": [ "technical", "executive", "academic" ] }, { "id": "trans-055", "category": "transition-words", "subcategory": "conclusion-markers", "pattern": "^Ultimately,", "severity": "medium", "confidence": 0.76, "examples": [ "Example using ^Ultimately,", "Another example with ^Ultimately," ], "replacements": [ "Use specific language instead", "Be more direct", "Provide concrete details" ], "context": "Final point", "frequency": "occasional", "domains": [ "technical", "executive", "academic" ] } ]