Decision. Lead with “ProbLLMs: Why You Can’t Trust the Robot” (the original [1]) — it already nails the playful-but-pointed tone laymen titles need, and the wordplay survives translation to a non-technical room. If the wordplay feels too inside-baseball for the new audience, swap to “The Confident Liar in Your Pocket” as the safer-but-still-sharp alternative. Avoid TED-grandiose (“catastrophic”, “ultimate test”) — wrong register for a 60-min club talk [2].
What the title has to do
The talk covers hallucinations, deepfakes, prompt injection, jailbreaking, MCP, plus the laymen extensions (kids’ data, AI-injected ads, hyper-realistic scams) [1] ⭐ 1. The title needs to (a) promise stories not OWASP categories, (b) hint at danger without doom-scrolling, (c) fit a calendar invite. The curiosity-gap rule applies: tease, don’t dump [3] [4].
Candidates
| # | Title | Tone | Hook | Risk |
|---|---|---|---|---|
| 1 | ProbLLMs: Why You Can’t Trust the Robot | Playful + pointed | Wordplay (Problem/LLM) plus a clear promise [1] | Wordplay may not land with non-tech crowd |
| 2 | The Confident Liar in Your Pocket | Vivid + concrete | Names the core failure mode (hallucination) without jargon | None — strongest “safe pick” |
| 3 | Hallucinations, Heists & Hype | Punchy triplet | Three-noun rhythm telegraphs the three acts | Slightly buzzwordy |
| 4 | Don’t Feed the Bots | Imperative + warm | Family-flavoured, hints at data hygiene | Sounds like a children’s book |
| 5 | Garbage In, Gospel Out | Aphorism flip | Twists a known phrase; nails the “AI sounds authoritative” angle | Religious framing won’t fit every room |
| 6 | What Your Chatbot Is Actually Doing | Direct curiosity gap | Reader fills the blank — classic gap formula [3] [5] | Generic without a subtitle |
| 7 | AI Without the Hype: What Could Go Wrong | Sober promise | Signals “I won’t sell you anything” — laymen trust signal | A bit dry |
| 8 | Can You Trust the Robot? | Question | Mirrors Suleyman’s “What is an AI anyway?” cadence [6] | Yes/no questions are weaker hooks than “why” / “what” [4] |
Top 3, ranked
- ProbLLMs: Why You Can’t Trust the Robot — keep it. The colon-subtitle does the work: the wordplay hooks the technically-curious, the subtitle reassures everyone else. Already battle-tested with the technical run [1].
- The Confident Liar in Your Pocket — the safe substitute. “Confident liar” is the single most useful mental model a layperson can leave with, and “in your pocket” puts it on their phone, not in a research lab. No wordplay tax.
- Hallucinations, Heists & Hype — best if the talk gets a 3-act restructure. Pairs naturally with section dividers.
Patterns to avoid
- Doom register — “catastrophic”, “existential”, “the end of” [7]. Wrong tone for a non-technical evening; signals lecture, not stories.
- Generic gerund titles — “Understanding AI Security”, “Navigating the AI Landscape”. Zero curiosity gap [3].
- Acronym-heavy — “OWASP LLM01 for Everyone”. The audience doesn’t know the acronym and won’t ask.