UNPKG

aiwg

Version:

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.

179 lines (115 loc) 5.63 kB
# Common AI Tells and How to Avoid Them ## The Top 10 AI Giveaways ### 1. The "Comprehensive Solution" Syndrome **AI Tell**: Everything is comprehensive, robust, innovative, or cutting-edge. **Why it happens**: AI is trained to sound impressive and complete. **Fix**: Be specific about what the thing actually does. ### 2. The Three-Item List Obsession **AI Tell**: "The system is fast, reliable, and secure." **Why it happens**: Three items feel complete and balanced. **Fix**: Use 2, 4, or no list. Or just pick the most important item. ### 3. The Moreover Transition Addiction **AI Tell**: Moreover, Furthermore, Additionally at the start of paragraphs. **Why it happens**: AI learned formal writing patterns. **Fix**: Just start the next sentence. No transition needed. ### 4. The Perfect World Problem **AI Tell**: Everything works flawlessly, all stakeholders are satisfied. **Why it happens**: AI avoids negative outcomes. **Fix**: Include what broke, what was hard, what you'd change. ### 5. The Hedge Word Haven **AI Tell**: "can help to", "may provide", "seeks to enable" **Why it happens**: AI avoids absolute statements. **Fix**: Use direct verbs. It does or it doesn't. ### 6. The Em-Dash Epidemic **AI Tell**: Multiple em-dashes — like this — throughout the text. **Why it happens**: AI uses them for parenthetical information. **Fix**: Use commas, parentheses, or separate sentences. ### 7. The Conclusion Compulsion **AI Tell**: "In conclusion", "To summarize", "All in all" **Why it happens**: AI follows essay structure. **Fix**: Just stop when you're done. ### 8. The Balance Beam Act **AI Tell**: "While X has challenges, it also provides opportunities" **Why it happens**: AI tries to present balanced viewpoints. **Fix**: Pick a side or state facts without the balance. ### 9. The Transformation Fixation **AI Tell**: Everything is transformative, revolutionary, or game-changing. **Why it happens**: AI amplifies importance. **Fix**: Most things are incremental improvements. ### 10. The Seamless Integration Illusion **AI Tell**: Everything seamlessly integrates. **Why it happens**: AI implies perfection. **Fix**: Nothing is seamless. Everything has friction. ## Structural Tells ### The Wikipedia Opening **AI Tell**: Starting with a broad definition before getting specific. > "Digital transformation is the process by which organizations..." **Fix**: Start with the specific situation. > "We needed to get invoices online. Paper was killing us." ### The Academic Structure **AI Tell**: Introduction → Body → Conclusion in every section. **Fix**: Sometimes just make your point and move on. ### The Consistent Paragraph Pattern **AI Tell**: Every paragraph follows: claim → evidence → conclusion. **Fix**: Mix it up. Some paragraphs are one sentence. Others ramble. ### The Summary Addiction **AI Tell**: Summarizing what was just said. **Fix**: Trust the reader. They got it the first time. ## Voice Tells ### The Helpful Assistant Voice **AI Tell**: "I hope this helps!", "Let me explain...", "Happy to elaborate!" **Why it happens**: AI is trained to be helpful. **Fix**: Just provide the information. ### The Marketing Voice **AI Tell**: Everything is an opportunity, solution, or journey. **Why it happens**: AI mimics corporate communication. **Fix**: Use plain language. Problems aren't opportunities. ### The Academic Voice **AI Tell**: "It is worth noting that...", "One might argue..." **Why it happens**: AI learned from formal texts. **Fix**: State facts directly. No throat-clearing. ## Subtle Patterns ### The Perfection Problem AI never mentions: - Bugs that took weeks to fix - Features that users hate - Technical debt - Budget overruns - Missed deadlines - Arguments about architecture ### The Politeness Pattern AI always: - Acknowledges all viewpoints - Avoids strong opinions - Hedges statements - Maintains positive tone - Provides complete coverage ### The Completeness Compulsion AI tries to: - Cover every angle - List all possibilities - Provide comprehensive overview - Include all stakeholders - Address every concern ## Detection Exercise ### Spot the AI **Text A:** > "The authentication system uses JWT tokens with 15-minute expiry. Refresh tokens last 30 days. We store them in > httpOnly cookies after the XSS incident last year. Still arguing about whether to move to sessions." **Text B:** > "Our robust authentication solution leverages industry-standard JWT tokens to provide secure, seamless access control. > Furthermore, the implementation of refresh tokens ensures optimal balance between security and user experience." **Answer**: B is AI. Tells: "robust solution", "leverages", "seamless", "Furthermore", "optimal balance" ## The Fix Formula When your writing sounds too AI: 1. **Add a problem**: What went wrong? 2. **Add specifics**: What technology? What numbers? 3. **Add context**: Why this decision? 4. **Add opinion**: What do you think? 5. **Remove adjectives**: They're usually unnecessary 6. **Remove transitions**: Just start the next sentence ## Real Writing Has - Typos (occasionally) - Strong opinions - Specific numbers - Tech stack details - Things that failed - Inside jokes - Industry complaints - Time pressure mentions - Budget constraints - Team dynamics ## The Ultimate Test If you can't imagine a tired developer writing this at 4pm on a Friday, it's too AI. Real human writing is: - Sometimes grumpy - Often imperfect - Occasionally brilliant - Always specific - Never seamless Remember: You're not trying to sound professional. You're trying to sound human.