Copywriting Hooks
The method
A hook's only job is to make the reader want sentence 2. Voice, structure, formatting, all of it, follow from that one job.
What makes a reader want sentence 2 is one of five levers:
- Open a gap. Pose something incomplete that the reader needs to close. Curiosity gap, question, open loop.
- Break a prediction. State something that violates the reader's prior. Contrarian, definition reversal, surprising statistic.
- Drop into a scene. Load sensory or specific detail that builds a vivid frame. In medias res, concrete detail, time anchor.
- Promise a payoff. Name an outcome the reader wants. Benefit, "if you... then this", direct problem.
- Borrow weight. Lean on a name, number, or quote that carries embedded authority. Authority hook, statistic, quote with disagreement.
A strong hook usually pulls two levers at once. "Frank Sinatra, holding a glass of bourbon..." is scene plus open loop. "Most people think X. They're wrong." is prediction-break plus gap. Single-lever hooks can still work but are easier to ignore.
Three further principles:
- Specific beats abstract every time. Replace "many companies" with "Stripe, Shopify, Vercel". Replace "recently" with a date. Replace "studies show" with the actual finding or cut the claim.
- The first sentence must force the second. Read each candidate cold. If you would not click sentence 2 after sentence 1, rewrite.
- Match technique to article type. Personal essay does not open like a tutorial. See the type-fit table below.
Behavior
When this skill triggers:
- Confirm the brief. Topic, audience, target language (EN, FR, or both), approximate length, where it will be published. If any of these is unclear and material, ask before generating.
- Pick 3 to 4 hooks from the catalog below that are genuinely different. Different levers, not three flavors of contrarian.
- Write 2 candidates per hook, specific to the user's article. The two candidates within one hook should explore different angles (different anecdote, different statistic, different scene), not be rewordings of each other.
- Present using the Output format below.
- Use
ask_user_input_v0 if available. The choice is a small fixed set, which is what that tool is for.
- Wait for the user's pick. Do not pick for them.
- After they pick, name what the choice commits the rest of the article to. A contrarian hook commits paragraphs 2 to 3 to defending the non-consensus claim. A scene opener commits the next section to either resolving the scene or productively delaying it.
Diversification rule. Across your 3 to 4 options include at minimum:
- One intellectual hook (contrarian, definition reversal, historical analogy, curiosity gap)
- One sensory hook (in medias res, concrete detail)
- One reader-direct hook (conditional, direct problem, promise)
This guarantees real choice. Three flavors of contrarian is not a choice.
Type-fit reference:
| Article type |
Strong hooks |
Avoid |
| Technical deep-dive |
concrete detail, statistic, contrarian, direct problem |
personal confession, scene opener |
| Personal essay |
in medias res, personal confession, time anchor, definition reversal |
bold claim, direct problem |
| Opinion / contrarian |
bold claim, definition reversal, contrarian, quote + disagreement |
gentle setup, dictionary opener |
| Tutorial / how-to |
direct problem (PAS), promise, conditional |
scene opener, historical analogy |
| Reported / investigative |
concrete detail, time anchor, in medias res, statistic |
bold claim, definition reversal |
| Listicle |
curiosity gap, counted stakes, conditional |
personal confession, in medias res |
| Longform analysis |
historical analogy, statistic, contrarian |
direct problem |
| Newsletter issue |
personal confession + open loop, conditional, curiosity gap |
dictionary opener |
Output format
Always present options exactly like this:
## Hook options for: [working title]
**Option 1: [Hook name]** ([lever])
A. [Candidate 1]
B. [Candidate 2]
**Option 2: [Hook name]** ([lever])
A. [Candidate 1]
B. [Candidate 2]
**Option 3: [Hook name]** ([lever])
A. [Candidate 1]
B. [Candidate 2]
Which? Reply with letter combination (e.g., "1B") or "more" for different techniques.
If the user says "more" or "none", produce 3 different hooks (not new candidates for the same hooks). If the user says "blend 1A and 2B", write a combined hook and check in again.
The hook catalog (18)
Each hook: what it does, examples (mix EN and FR, real and illustrative), when to use, when to avoid.
1. Curiosity Gap
Open an information gap the reader wants closed.
- EN: "How does Shen Yun make any money? Short answer: they don't." (Packy McCormick)
- EN: "Many years ago, one mustard dominated the supermarket shelves: French's." (Gladwell, "The Ketchup Conundrum")
- FR: "Trois startups françaises ont franchi le milliard cette année. Aucune n'est dans la tech."
- EN: "I've been a surgeon for eight years. For the past couple of them, my performance in the operating room has reached a plateau." (Gawande)
Use when: you can honestly close the gap in 2 or 3 sentences. The gap must be one the reader cares about. Avoid: vague gaps ("You won't believe what happened next") that the reader cannot even guess at.
2. Contrarian
Knock down a consensus belief the reader holds.
- EN: "Prevailing wisdom claims that the best way to achieve what we want in life is to set specific, actionable goals." (Clear, "Forget About Setting Goals", proceeds to argue the opposite)
- EN: "To do something well you have to like it. That idea is not exactly novel." (Graham, "Do What You Love", proceeds to complicate it)
- EN: "If you're not saying 'HELL YEAH!' about something, say no." (Sivers)
- FR: "Le Marketing est TOUT ce que l'IA ne peut pas faire !" (Truphème)
Use when: you have a defensible non-consensus view and 200 to 400 words to defend it. Avoid: strawmen, gratuitous edginess, contrarianism for its own sake.
3. Bold Claim / Promise
State the outcome upfront, before the proof.
- EN: "At 60 miles an hour the loudest noise in this new Rolls-Royce comes from the electric clock." (Ogilvy)
- EN: "They laughed when I sat down at the piano. But when I started to play!—" (Caples 1925)
- EN: "Give me 15 minutes and I'll give you a super-power memory." (Schwartz)
- FR: "En 5 minutes : la structure qui fait passer le taux de complétion d'un article de 18% à 64%."
Use when: you can deliver on the promise concretely in the article. Avoid: promises larger than the payoff. Destroys trust permanently.
4. Scene Opener / In Medias Res
Drop the reader inside a specific moment, no setup.
- EN: "Frank Sinatra, holding a glass of bourbon in one hand and a cigarette in the other, stood in a dark corner of the bar between two attractive but fading blondes who sat waiting for him to say something." (Talese)
- EN: "We were somewhere around Barstow on the edge of the desert when the drugs began to take hold." (Thompson)
- EN: "The center was not holding." (Didion)
- FR: "Le 14 mai 2024, à 6h12, trois hommes en civil sonnent à la porte d'un appartement du XVe arrondissement."
Use when: longform, profile, reported piece, essay. Avoid: short technical pieces where the reader has not earned the scene yet.
5. Surprising Statistic
Lead with a number that violates the prior.
- EN: "You have five seconds to get people's attention." (Housel, self-demonstrating)
- EN: "Thirty-seven thousand Americans died in car accidents in 1955, six times today's rate adjusted for miles driven." (Housel)
- EN: "Approximately 40 percent of the actions you perform each day are habits, not actual decisions." (Clear)
- FR: "Tu as moins de 3 secondes pour convaincre tes audiences que ton contenu est intéressant." (Truphème)
Use when: the number is genuinely surprising and you can cite it accurately. Avoid: vague stats ("studies show 90%..."), stats that confirm the reader's prior (no surprise equals no hook).
6. Question
Pose a question the reader actually wants answered.
- EN: "If you collected lists of techniques for doing great work in a lot of different fields, what would the intersection look like?" (Graham)
- EN: "Why do we make kids go to school?" (Caplan)
- FR: "Pourquoi 80% des articles LinkedIn ne dépassent jamais 100 vues ? Spoiler : ce n'est pas l'algorithme."
- FR: "Avez-vous le courage de gagner la moitié d'un million de dollars cette année ?" (Schwartz)
Use when: the reader was implicitly carrying the question. Avoid: "Have you ever wondered...?", "Did you know...?", "What if I told you...?". These presuppose curiosity not yet formed.
7. Quote + Disagreement
Borrow weight, then twist.
- EN: "Vernor Vinge: 'We are on the edge of change comparable to the rise of human life on Earth.'" (Urban setup)
- EN: "Steve Jobs said people don't know what they want until you show it to them. For SaaS, this is exactly backwards."
- EN: "Henry Ford supposedly said his customers would have asked for faster horses. For most products, that excuse is wrong."
- FR: "Henry Ford disait qu'on lui aurait demandé des chevaux plus rapides. Pour 90% des produits, c'est faux."
Use when: you have a real quote that supports or genuinely contrasts your point. Avoid: misattributed Einstein, Seneca, Confucius, Bouddha platitudes. Cliché.
8. Personal Confession
Admit something vulnerable, then universalize.
- EN: "I cheated on my husband." (Strayed)
- EN: "I've been thinking about my parents, who are in their mid-60s. During my first 18 years, I spent some time with my parents during at least 90% of my days." (Urban, "The Tail End")
- EN: "It's been a minute. This is as long as I've gone without writing an essay since starting Not Boring." (McCormick)
- FR: "À 34 ans, j'ai démissionné sans plan B. Voici ce que personne ne dit sur la suite."
Use when: personal byline, essay, newsletter. Avoid: corporate byline, technical articles where the author voice is not personal, performative vulnerability ("I almost didn't write this...").
9. Concrete Specific Detail
Replace abstraction with a single vivid detail.
- EN: "John Laroche is a tall guy, skinny as a stick, pale-eyed, slouch-shouldered, and sharply handsome, despite the fact that he is missing all his front teeth." (Orlean)
- EN: "Charles Bukowski was an alcoholic, a womanizer, a chronic gambler, a lout, a cheapskate, a deadbeat, and on his worst days, a poet." (Manson)
- FR: "Quand on la voit arriver dans les locaux du Bondy Blog, ce samedi 24 février, difficile de se dire qu'elle est fichée illégalement par les services de renseignement français."
- FR: "Un Post-it collé sur mon écran : 'Supprime ton premier paragraphe.'"
Use when: profile, reported piece, contrarian biographical setup. Avoid: specificity that does not advance the thesis (clutter).
10. Pattern Interrupt
Break expected rhythm with a fragment.
- EN: "Wait." (Godin style)
- EN: "Stop."
- EN: "This is not an article about productivity. It's an article about identity."
- FR: "Non. Ce que vous avez lu cette semaine sur l'IA est faux. Voici pourquoi."
Use when: rhythm-driven content, opinion piece, when the reader expects flow and you want to interrupt it. Avoid: every article. It becomes its own pattern fast.
11. Direct Problem (PAS)
Name the pain, sharpen it, hint at solution.
- EN: "Your articles aren't read. The data says you lose 80% of readers by paragraph two. There's a fix, and it's not what you've been doing."
- EN: "If you're like most marketing managers, you don't have enough time to write your white papers, and the ones you outsource come back generic." (Bly)
- FR: "Vos emails ne sont pas ouverts. Trois mois, taux plafonné à 12%. Le problème n'est pas l'objet, c'est l'expéditeur."
- FR: "Vos articles ne sont pas lus. 80% des lecteurs décrochent dès le deuxième paragraphe. Et la solution n'est pas celle que vous croyez."
Use when: tutorial, how-to, sales-adjacent content. Avoid: manufactured problems. Reads as fear-mongering. The pain must be real and recognizable.
12. Promise / Benefit
State a specific, bounded outcome.
- EN: "Read this in 5 minutes and you'll never write a weak opening again."
- EN: "By the end of this article, you'll know exactly when to use goroutines and when not to."
- EN: "Three things separate writers who get read from writers who don't. None involve writing every day."
- FR: "En 5 minutes : la structure qui fait passer le taux de complétion d'un article de 18% à 64%."
Use when: tutorial, how-to. Avoid: vague promises ("Learn how to be more productive"). Add a time bound or a number to anchor it.
13. Historical Analogy
Open with a vignette from history, pivot to the present.
- EN: "On a Tuesday morning in March 1976, a 21-year-old college dropout sold his Volkswagen Bus for 1,500 dollars. He used the money to build the first Apple computer."
- EN: "In 1965, Robert Lucas wrote a four-page paper that broke macroeconomics."
- EN: Wright Brothers vignette (Housel, "Three Big Things"), pivots to demographics and interest rates.
- FR: "En 1903, à Kitty Hawk, deux frères réparateurs de vélos volent pendant 12 secondes. Personne ne remarque. Voici ce que cette indifférence dit de l'adoption technologique aujourd'hui."
Use when: longform analysis, opinion piece, idea essay. Avoid: tutorials, news pieces. Reads as indulgent.
14. Definition Reversal
"X is not what you think. It's Y."
- EN: "Procrastination isn't laziness. It's a fight between two parts of your brain."
- EN: "This is not an article about productivity. It's an article about identity."
- EN: "Generics were the most requested Go feature for a decade. Three years in, the people who pushed hardest for them are telling you to stop using them."
- FR: "Le copywriting n'est pas de l'écriture. C'est de la psychologie déguisée en phrases."
Use when: opinion piece, contrarian deep dive. Avoid: when your reframe is just a slight angle. Sounds gimmicky.
15. Authority Borrow
Lead with a name plus a specific action.
- EN: "Warren Buffett, at 91, still reads 500 pages a day."
- EN: "When Steve Jobs returned to Apple in 1997, he killed 70% of the product line in his first year."
- EN: "A boy once asked Charlie Munger..." (Housel narrative variant)
- FR: "Quand Bernard Arnault a racheté Tiffany pour 16 milliards, trois analystes ont prédit un échec. Ils s'étaient tous trompés sur la même chose."
Use when: business piece, profile, analytical essay. Avoid: name-dropping without payoff. The action must be specific and relevant.
16. Time Anchor
Lead with a specific date, hour, or moment.
- EN: "October 2005. Three journalists set up a blog in an apartment of the cité Blanqui, in Bondy."
- EN: "In 2022, the cost of writing a competent article dropped to zero. Most writers haven't noticed."
- EN: "On a Tuesday morning in March 1976, a 21-year-old dropout sold his Volkswagen Bus for 1,500 dollars."
- FR: "Octobre 2005, Bondy. Trois journalistes installent un blog dans un appartement de la cité Blanqui."
Use when: reported piece, retrospective, "why now" framing. Avoid: vague time anchors ("recently", "these past few years"). Use a specific date or cut the time framing.
17. Conditional ("If you... then this")
Self-segment the reader. Pre-target the curiosity.
- EN: "If you write for a living, you've probably been taught to start with context. Don't."
- EN: "If you've ever read a blog post and forgotten what it said within the hour, this article is the diagnostic."
- EN: "If you're not saying 'HELL YEAH!' about something, say no." (Sivers)
- FR: "Si vos articles sont lus à 80% par vos collègues et à 8% par vos prospects, le problème n'est pas le contenu. C'est l'accroche."
Use when: tutorial, advice piece, segmented audience. Avoid: conditions too broad ("If you've ever felt stuck..."). Segments nobody.
18. Open Loop
Start something, withhold the resolution.
- EN: Talese's Sinatra waiting for him to say something. He never says.
- EN: "He pressed Send and waited. Forty-seven seconds later, the company was worth 4 billion dollars less."
- EN: "Now here's where it gets really interesting..." (Sugarman, transition phrase, also valid as opener)
- FR: "J'ai été contacté par un éditeur la semaine dernière. Ce qu'il m'a demandé m'a fait reconsidérer 15 ans de pratique."
Use when: longform, pieces where the journey matters as much as the answer. Avoid: unresolved loops. Creates disproportionate betrayal when the article ends without paying off.
Anti-patterns (never propose any of these)
Cliché openers that immediately disqualify the writer:
- "In today's fast-paced world..." / "À l'heure du tout-numérique" / "À l'ère de l'IA" / "Dans un monde où..."
- "Have you ever wondered...?" / "Vous êtes-vous déjà demandé...?"
- Dictionary opener played straight ("Productivity, defined as...")
- "In this article, I'll discuss..." / "Dans cet article, nous allons voir..."
- Generic stats without source ("90% of people...", "Les études montrent...")
- Misattributed Einstein / Seneca / Confucius / Bouddha quotes
- "I'm not an expert, but..." / "Je ne suis pas spécialiste mais..."
- Three rhetorical questions in a row
- "Imagine waking up..." without a specific scene
- "Hot take:", "Unpopular opinion:", "Voici la vérité que personne ne veut entendre..."
- "At [Company], we believe..." / "Chez [Entreprise], nous pensons..."
- "Recently,..." / "Récemment,..." without a specific date
- "You're not alone."
Current AI tells (refresh yearly):
- "It's not just X, it's Y" (the formula construction)
- "Picture this:", "Imagine a world where...", "What if I told you..."
- "Whether you're a seasoned X or a curious newcomer..."
- "In the realm of...", "Navigating the landscape of..."
- "Unlock the power of...", "Dive into...", "Buckle up,", "Let's dive in"
- "Crucially,", "Notably,", "Importantly,", "Essentially," as sentence openers
- French AI tells: "Dans un monde en constante évolution", "Plongez dans...", "Découvrez comment...", "Par ailleurs,...", "Notamment,...", "Il est crucial de..."
Run every candidate through this list before presenting. If a candidate matches, rewrite.
For the extended anti-pattern list, see references/anti-patterns.md.
Language handling
If the audience is French: write in French. Apply the attaque journalistique register: concrete scene-setting, restrained tone, dated anchors, formal "vous" or restrained tutoiement. Do not translate American hype tropes literally. "You'll never believe..." becomes "Vous n'allez pas en croire vos yeux", which reads as scam in French. French marketing-skepticism baseline is higher than English; high promises trigger réactance faster.
If English: default to direct-response register for marketing or tutorial content, longform register for essays and reported pieces.
If bilingual: produce hooks in both languages, label clearly.
For deeper register guidance, see references/anglophone-vs-francophone.md.
Post Titles
A title is what the reader sees before clicking. A hook is what they read after. Both earn attention through different mechanisms: the title competes for clicks in a feed or search result; the hook earns continued reading after the click.
The core mechanic: calibrated curiosity
A title must open a gap without closing it — but the gap must feel real, not manufactured. Research on 8,977 A/B experiments (Upworthy, Scientific Reports 2024) found a curvilinear relationship: too vague produces confusion (no foothold for curiosity); too specific removes motivation to click. The sweet spot: name the stakes, withhold the resolution.
The craft test. Does the title open a gap the reader cares about, and does the article genuinely close it? If yes, that's craft. If the content doesn't deliver what the title implied, that's clickbait — it destroys trust for future clicks.
Core formulas
Curiosity / Gap
The [Adjective] Truth About [Topic] — "The Counterintuitive Truth About Go Generics"
What [Group] Won't Tell You About [Topic]
The Real Reason [Phenomenon] — "The Real Reason Most Content Gets Zero Shares"
[Number] Things Every [Audience] Gets Wrong About [Topic]
Contrarian / Negative (negative superlatives: +63% CTR vs. positive — Outbrain, 65k titles)
Stop [Doing X]. Here's Why. / Why [Common Belief] Is Wrong
[Number] [Myths/Mistakes] That Are Killing Your [Result]
Specificity / Data
I Analyzed [Number] [Things] — Here's What I Found
[Number]% of [Group] Does This Wrong
- Brackets signal format honestly and add +38% CTR:
How I Cut Build Time by 60% [Benchmark]
List / Number (numbers: +36% CTR — Conductor; odd numbers: +20% CTR — CMI)
[Number] [Adjective] Ways to [Goal] / [Number] Mistakes to Avoid When [Task]
How-To (3× more B2B shares than other formats — BuzzSumo, 10M LinkedIn articles)
How to [Task] Without [Painful Constraint] / How to [Task] Even If [Limiting Belief]
The "putaclic léger" zone
Slightly clickbait but honest — maximum tension with a real promise:
- Replace "won't believe" → "surprised to learn": same curiosity, honest register
- Add specificity: "I saved €500/month" beats "I saved money"
- Add a constraint: "without quitting your job" creates the gap
- Use "the real reason" or "what nobody tells you" — they signal a non-consensus view you must substantiate
- Add a bracket
[Étude], [Template], [Benchmark] to signal payoff type
FR — putaclic carries stronger pejorative weight. Apply the 70/30 rule: 70% information, 30% mystery. Tension and contradiction work; faux drama ("J'arrête tout 😱") destroys credibility immediately in French professional contexts. Canonical FR structure: "Tout le monde vous dit de faire A. Voici pourquoi je fais B." Formulas saturated on LinkedIn FR in 2025+: "J'ai fait une erreur, voici ce que j'ai appris", "J'arrête [plateforme]".
Platform constraints
| Platform |
Max display |
Key rule |
| Blog / SEO |
50–60 chars |
Front-load keyword. Power words reduce CTR by ~14% in search. |
| LinkedIn article |
150 chars hard |
Under 100 for clean display. |
| LinkedIn feed |
120–140 chars |
Opening line = the title. Engineer a "see more" click. |
| Newsletter subject |
30–50 chars |
First 30 chars carry the signal. Avoid "Newsletter" (−18.7% opens). |
| X / Twitter |
≤200 chars |
First tweet = the title. Must stand alone. |
Anti-patterns for titles
- Generic superlatives without specificity: "The Ultimate Guide to X" — no gap
- "You won't believe..." / "Vous n'allez pas y croire..." — overused, signals hype
- Power words (Secret, Amazing, Ultimate) in SEO titles — signal hype, lower CTR
- Titles that give away the full answer — if the title answers the question, there is no reason to click
- Recycling saturated fingerprints: "I analyzed X things, here's what I found" — effective 2022–2023, saturating 2025–2026
Behavior for title requests
- Confirm topic, audience, language, platform
- Propose 3–5 titles across distinct formulas — not three variants of the same type
- Include at minimum: one curiosity/gap, one contrarian or data, one list or how-to
- Use the same output format as hooks: numbered options, wait for the pick
- After the pick, note what the title commits the article's opening to
For the full 58-formula catalog (EN + FR) with data citations, see references/title-formulas.md.
Reference files (load only when needed)
references/anti-patterns.md: extended cliché and AI-tell list.
references/anglophone-vs-francophone.md: register conventions, what does not translate.
references/formulas.md: 30 reusable templates (EN + FR) for quick template-based hooks.
references/title-formulas.md: 58-formula post title catalog (EN + FR), platform constraints table, data summary.
The catalog above is sufficient for most invocations. Load references only when the user asks for templates, deeper register guidance, or to sanity-check anti-patterns.
Integration with other ghostwriting skills
If invoked from inside another skill's workflow (e.g., technical-article-writer reaches the hook step), produce options, ask, wait. Return the chosen hook to the parent skill for the rest of the article.
If the user has already drafted an opening and asks for "a better one", treat that draft as Option 0 (their current version) and propose 3 alternatives across different hooks. Do not silently discard their version.
Worked example
User: "I'm writing a Substack piece on why most Go developers misuse generics. About 1500 words, intermediate Go devs, English."
Correct skill response:
## Hook options for: "Why Most Go Developers Misuse Generics"
**Option 1: Contrarian** (prediction-break)
A. Most articles on Go generics explain when to use them. This one explains when to delete them.
B. Generics were the most requested Go feature for a decade. Three years in, the people who pushed hardest for them are the ones telling you to stop using them.
**Option 2: Concrete detail** (sensory + specific)
A. samber/lo ships 87 generic helpers. Six of them account for 94 percent of the binary-size complaints. The other 81 are fine.
B. A function called `Map[T, U any]` looks innocent. Compile a project that imports it 40 times and your build time triples. Here is why.
**Option 3: Direct problem (PAS)** (reader-direct)
A. Your Go code compiles slower since you adopted generics. The cause is not what the linter is telling you.
B. If your team adopted generics last year and your build times doubled, you are not alone. The diagnosis is more boring than the fix.
Which? Reply with letter combination (e.g., "1B") or "more" for different techniques.
Then wait for the pick. Do not write the rest of the article until the user has chosen.
1---2name: copywriting-hooks3description: Generate opening hooks and post titles for long-form articles in EN or FR — blog posts, Substack/Medium/dev.to, LinkedIn long-form, paid newsletters, opinion essays, reported features, technical deep-dives. Trigger whenever the user asks for a hook, opening, lede, intro, first sentence/paragraph, opener, accroche, attaque, phrase d'accroche, or première phrase — including making a flat intro punchier or rewriting a draft opening. Also trigger when user asks for a post title, titre d'article, headline, or when ghostwriting skills reach the opening or titling step. Proposes 3-4 hooks pulling distinct psychological levers (curiosity gap, contrarian, scene, promise, authority), 2 candidates each, waits for the user to pick. Do NOT trigger for social posts (LinkedIn feed, Twitter/X, TikTok, Bluesky, Threads), READMEs or doc first lines, taglines, email subjects or openers, ad copy (Google/Meta Ads), landing-page headlines, press releases, SEO meta, fiction openings, talk/podcast/video script intros, or body rewrit4license: MIT5---6
7# Copywriting Hooks
8
9## The method
10
11A hook's only job is to make the reader want sentence 2. Voice, structure, formatting, all of it, follow from that one job.
12
13What makes a reader want sentence 2 is one of **five levers**:
14
151. **Open a gap.** Pose something incomplete that the reader needs to close. Curiosity gap, question, open loop.
162. **Break a prediction.** State something that violates the reader's prior. Contrarian, definition reversal, surprising statistic.
173. **Drop into a scene.** Load sensory or specific detail that builds a vivid frame. In medias res, concrete detail, time anchor.
184. **Promise a payoff.** Name an outcome the reader wants. Benefit, "if you... then this", direct problem.
195. **Borrow weight.** Lean on a name, number, or quote that carries embedded authority. Authority hook, statistic, quote with disagreement.
20
21A strong hook usually pulls two levers at once. "Frank Sinatra, holding a glass of bourbon..." is scene plus open loop. "Most people think X. They're wrong." is prediction-break plus gap. Single-lever hooks can still work but are easier to ignore.
22
23Three further principles:
24
25- **Specific beats abstract every time.** Replace "many companies" with "Stripe, Shopify, Vercel". Replace "recently" with a date. Replace "studies show" with the actual finding or cut the claim.
26- **The first sentence must force the second.** Read each candidate cold. If you would not click sentence 2 after sentence 1, rewrite.
27- **Match technique to article type.** Personal essay does not open like a tutorial. See the type-fit table below.
28
29---
30
31## Behavior
32
33When this skill triggers:
34
351. **Confirm the brief.** Topic, audience, target language (EN, FR, or both), approximate length, where it will be published. If any of these is unclear and material, ask before generating.
362. **Pick 3 to 4 hooks from the catalog** below that are genuinely different. Different levers, not three flavors of contrarian.
373. **Write 2 candidates per hook**, specific to the user's article. The two candidates within one hook should explore different angles (different anecdote, different statistic, different scene), not be rewordings of each other.
384. **Present using the Output format** below.
395. **Use `ask_user_input_v0`** if available. The choice is a small fixed set, which is what that tool is for.
406. **Wait for the user's pick.** Do not pick for them.
417. **After they pick**, name what the choice commits the rest of the article to. A contrarian hook commits paragraphs 2 to 3 to defending the non-consensus claim. A scene opener commits the next section to either resolving the scene or productively delaying it.
42
43**Diversification rule.** Across your 3 to 4 options include at minimum:
44
45- One intellectual hook (contrarian, definition reversal, historical analogy, curiosity gap)
46- One sensory hook (in medias res, concrete detail)
47- One reader-direct hook (conditional, direct problem, promise)
48
49This guarantees real choice. Three flavors of contrarian is not a choice.
50
51**Type-fit reference:**
52
53| Article type | Strong hooks | Avoid |
54| --- | --- | --- |
55| Technical deep-dive | concrete detail, statistic, contrarian, direct problem | personal confession, scene opener |
56| Personal essay | in medias res, personal confession, time anchor, definition reversal | bold claim, direct problem |
57| Opinion / contrarian | bold claim, definition reversal, contrarian, quote + disagreement | gentle setup, dictionary opener |
58| Tutorial / how-to | direct problem (PAS), promise, conditional | scene opener, historical analogy |
59| Reported / investigative | concrete detail, time anchor, in medias res, statistic | bold claim, definition reversal |
60| Listicle | curiosity gap, counted stakes, conditional | personal confession, in medias res |
61| Longform analysis | historical analogy, statistic, contrarian | direct problem |
62| Newsletter issue | personal confession + open loop, conditional, curiosity gap | dictionary opener |
63
64---
65
66## Output format
67
68Always present options exactly like this:
69
70```
71## Hook options for: [working title]
72
73**Option 1: [Hook name]** ([lever])
74A. [Candidate 1]
75B. [Candidate 2]
76
77**Option 2: [Hook name]** ([lever])
78A. [Candidate 1]
79B. [Candidate 2]
80
81**Option 3: [Hook name]** ([lever])
82A. [Candidate 1]
83B. [Candidate 2]
84
85Which? Reply with letter combination (e.g., "1B") or "more" for different techniques.
86```
87
88If the user says "more" or "none", produce 3 different hooks (not new candidates for the same hooks). If the user says "blend 1A and 2B", write a combined hook and check in again.
89
90---
91
92## The hook catalog (18)
93
94Each hook: what it does, examples (mix EN and FR, real and illustrative), when to use, when to avoid.
95
96### 1. Curiosity Gap
97
98Open an information gap the reader wants closed.
99
100- EN: "How does Shen Yun make any money? Short answer: they don't." (Packy McCormick)
101- EN: "Many years ago, one mustard dominated the supermarket shelves: French's." (Gladwell, "The Ketchup Conundrum")
102- FR: "Trois startups françaises ont franchi le milliard cette année. Aucune n'est dans la tech."
103- EN: "I've been a surgeon for eight years. For the past couple of them, my performance in the operating room has reached a plateau." (Gawande)
104
105**Use when**: you can honestly close the gap in 2 or 3 sentences. The gap must be one the reader cares about. **Avoid**: vague gaps ("You won't believe what happened next") that the reader cannot even guess at.
106
107### 2. Contrarian
108
109Knock down a consensus belief the reader holds.
110
111- EN: "Prevailing wisdom claims that the best way to achieve what we want in life is to set specific, actionable goals." (Clear, "Forget About Setting Goals", proceeds to argue the opposite)
112- EN: "To do something well you have to like it. That idea is not exactly novel." (Graham, "Do What You Love", proceeds to complicate it)
113- EN: "If you're not saying 'HELL YEAH!' about something, say no." (Sivers)
114- FR: "Le Marketing est TOUT ce que l'IA ne peut pas faire !" (Truphème)
115
116**Use when**: you have a defensible non-consensus view and 200 to 400 words to defend it. **Avoid**: strawmen, gratuitous edginess, contrarianism for its own sake.
117
118### 3. Bold Claim / Promise
119
120State the outcome upfront, before the proof.
121
122- EN: "At 60 miles an hour the loudest noise in this new Rolls-Royce comes from the electric clock." (Ogilvy)
123- EN: "They laughed when I sat down at the piano. But when I started to play!—" (Caples 1925)
124- EN: "Give me 15 minutes and I'll give you a super-power memory." (Schwartz)
125- FR: "En 5 minutes : la structure qui fait passer le taux de complétion d'un article de 18% à 64%."
126
127**Use when**: you can deliver on the promise concretely in the article. **Avoid**: promises larger than the payoff. Destroys trust permanently.
128
129### 4. Scene Opener / In Medias Res
130
131Drop the reader inside a specific moment, no setup.
132
133- EN: "Frank Sinatra, holding a glass of bourbon in one hand and a cigarette in the other, stood in a dark corner of the bar between two attractive but fading blondes who sat waiting for him to say something." (Talese)
134- EN: "We were somewhere around Barstow on the edge of the desert when the drugs began to take hold." (Thompson)
135- EN: "The center was not holding." (Didion)
136- FR: "Le 14 mai 2024, à 6h12, trois hommes en civil sonnent à la porte d'un appartement du XVe arrondissement."
137
138**Use when**: longform, profile, reported piece, essay. **Avoid**: short technical pieces where the reader has not earned the scene yet.
139
140### 5. Surprising Statistic
141
142Lead with a number that violates the prior.
143
144- EN: "You have five seconds to get people's attention." (Housel, self-demonstrating)
145- EN: "Thirty-seven thousand Americans died in car accidents in 1955, six times today's rate adjusted for miles driven." (Housel)
146- EN: "Approximately 40 percent of the actions you perform each day are habits, not actual decisions." (Clear)
147- FR: "Tu as moins de 3 secondes pour convaincre tes audiences que ton contenu est intéressant." (Truphème)
148
149**Use when**: the number is genuinely surprising and you can cite it accurately. **Avoid**: vague stats ("studies show 90%..."), stats that confirm the reader's prior (no surprise equals no hook).
150
151### 6. Question
152
153Pose a question the reader actually wants answered.
154
155- EN: "If you collected lists of techniques for doing great work in a lot of different fields, what would the intersection look like?" (Graham)
156- EN: "Why do we make kids go to school?" (Caplan)
157- FR: "Pourquoi 80% des articles LinkedIn ne dépassent jamais 100 vues ? Spoiler : ce n'est pas l'algorithme."
158- FR: "Avez-vous le courage de gagner la moitié d'un million de dollars cette année ?" (Schwartz)
159
160**Use when**: the reader was implicitly carrying the question. **Avoid**: "Have you ever wondered...?", "Did you know...?", "What if I told you...?". These presuppose curiosity not yet formed.
161
162### 7. Quote + Disagreement
163
164Borrow weight, then twist.
165
166- EN: "Vernor Vinge: 'We are on the edge of change comparable to the rise of human life on Earth.'" (Urban setup)
167- EN: "Steve Jobs said people don't know what they want until you show it to them. For SaaS, this is exactly backwards."
168- EN: "Henry Ford supposedly said his customers would have asked for faster horses. For most products, that excuse is wrong."
169- FR: "Henry Ford disait qu'on lui aurait demandé des chevaux plus rapides. Pour 90% des produits, c'est faux."
170
171**Use when**: you have a real quote that supports or genuinely contrasts your point. **Avoid**: misattributed Einstein, Seneca, Confucius, Bouddha platitudes. Cliché.
172
173### 8. Personal Confession
174
175Admit something vulnerable, then universalize.
176
177- EN: "I cheated on my husband." (Strayed)
178- EN: "I've been thinking about my parents, who are in their mid-60s. During my first 18 years, I spent some time with my parents during at least 90% of my days." (Urban, "The Tail End")
179- EN: "It's been a minute. This is as long as I've gone without writing an essay since starting Not Boring." (McCormick)
180- FR: "À 34 ans, j'ai démissionné sans plan B. Voici ce que personne ne dit sur la suite."
181
182**Use when**: personal byline, essay, newsletter. **Avoid**: corporate byline, technical articles where the author voice is not personal, performative vulnerability ("I almost didn't write this...").
183
184### 9. Concrete Specific Detail
185
186Replace abstraction with a single vivid detail.
187
188- EN: "John Laroche is a tall guy, skinny as a stick, pale-eyed, slouch-shouldered, and sharply handsome, despite the fact that he is missing all his front teeth." (Orlean)
189- EN: "Charles Bukowski was an alcoholic, a womanizer, a chronic gambler, a lout, a cheapskate, a deadbeat, and on his worst days, a poet." (Manson)
190- FR: "Quand on la voit arriver dans les locaux du Bondy Blog, ce samedi 24 février, difficile de se dire qu'elle est fichée illégalement par les services de renseignement français."
191- FR: "Un Post-it collé sur mon écran : 'Supprime ton premier paragraphe.'"
192
193**Use when**: profile, reported piece, contrarian biographical setup. **Avoid**: specificity that does not advance the thesis (clutter).
194
195### 10. Pattern Interrupt
196
197Break expected rhythm with a fragment.
198
199- EN: "Wait." (Godin style)
200- EN: "Stop."
201- EN: "This is not an article about productivity. It's an article about identity."
202- FR: "Non. Ce que vous avez lu cette semaine sur l'IA est faux. Voici pourquoi."
203
204**Use when**: rhythm-driven content, opinion piece, when the reader expects flow and you want to interrupt it. **Avoid**: every article. It becomes its own pattern fast.
205
206### 11. Direct Problem (PAS)
207
208Name the pain, sharpen it, hint at solution.
209
210- EN: "Your articles aren't read. The data says you lose 80% of readers by paragraph two. There's a fix, and it's not what you've been doing."
211- EN: "If you're like most marketing managers, you don't have enough time to write your white papers, and the ones you outsource come back generic." (Bly)
212- FR: "Vos emails ne sont pas ouverts. Trois mois, taux plafonné à 12%. Le problème n'est pas l'objet, c'est l'expéditeur."
213- FR: "Vos articles ne sont pas lus. 80% des lecteurs décrochent dès le deuxième paragraphe. Et la solution n'est pas celle que vous croyez."
214
215**Use when**: tutorial, how-to, sales-adjacent content. **Avoid**: manufactured problems. Reads as fear-mongering. The pain must be real and recognizable.
216
217### 12. Promise / Benefit
218
219State a specific, bounded outcome.
220
221- EN: "Read this in 5 minutes and you'll never write a weak opening again."
222- EN: "By the end of this article, you'll know exactly when to use goroutines and when not to."
223- EN: "Three things separate writers who get read from writers who don't. None involve writing every day."
224- FR: "En 5 minutes : la structure qui fait passer le taux de complétion d'un article de 18% à 64%."
225
226**Use when**: tutorial, how-to. **Avoid**: vague promises ("Learn how to be more productive"). Add a time bound or a number to anchor it.
227
228### 13. Historical Analogy
229
230Open with a vignette from history, pivot to the present.
231
232- EN: "On a Tuesday morning in March 1976, a 21-year-old college dropout sold his Volkswagen Bus for 1,500 dollars. He used the money to build the first Apple computer."
233- EN: "In 1965, Robert Lucas wrote a four-page paper that broke macroeconomics."
234- EN: Wright Brothers vignette (Housel, "Three Big Things"), pivots to demographics and interest rates.
235- FR: "En 1903, à Kitty Hawk, deux frères réparateurs de vélos volent pendant 12 secondes. Personne ne remarque. Voici ce que cette indifférence dit de l'adoption technologique aujourd'hui."
236
237**Use when**: longform analysis, opinion piece, idea essay. **Avoid**: tutorials, news pieces. Reads as indulgent.
238
239### 14. Definition Reversal
240
241"X is not what you think. It's Y."
242
243- EN: "Procrastination isn't laziness. It's a fight between two parts of your brain."
244- EN: "This is not an article about productivity. It's an article about identity."
245- EN: "Generics were the most requested Go feature for a decade. Three years in, the people who pushed hardest for them are telling you to stop using them."
246- FR: "Le copywriting n'est pas de l'écriture. C'est de la psychologie déguisée en phrases."
247
248**Use when**: opinion piece, contrarian deep dive. **Avoid**: when your reframe is just a slight angle. Sounds gimmicky.
249
250### 15. Authority Borrow
251
252Lead with a name plus a specific action.
253
254- EN: "Warren Buffett, at 91, still reads 500 pages a day."
255- EN: "When Steve Jobs returned to Apple in 1997, he killed 70% of the product line in his first year."
256- EN: "A boy once asked Charlie Munger..." (Housel narrative variant)
257- FR: "Quand Bernard Arnault a racheté Tiffany pour 16 milliards, trois analystes ont prédit un échec. Ils s'étaient tous trompés sur la même chose."
258
259**Use when**: business piece, profile, analytical essay. **Avoid**: name-dropping without payoff. The action must be specific and relevant.
260
261### 16. Time Anchor
262
263Lead with a specific date, hour, or moment.
264
265- EN: "October 2005. Three journalists set up a blog in an apartment of the cité Blanqui, in Bondy."
266- EN: "In 2022, the cost of writing a competent article dropped to zero. Most writers haven't noticed."
267- EN: "On a Tuesday morning in March 1976, a 21-year-old dropout sold his Volkswagen Bus for 1,500 dollars."
268- FR: "Octobre 2005, Bondy. Trois journalistes installent un blog dans un appartement de la cité Blanqui."
269
270**Use when**: reported piece, retrospective, "why now" framing. **Avoid**: vague time anchors ("recently", "these past few years"). Use a specific date or cut the time framing.
271
272### 17. Conditional ("If you... then this")
273
274Self-segment the reader. Pre-target the curiosity.
275
276- EN: "If you write for a living, you've probably been taught to start with context. Don't."
277- EN: "If you've ever read a blog post and forgotten what it said within the hour, this article is the diagnostic."
278- EN: "If you're not saying 'HELL YEAH!' about something, say no." (Sivers)
279- FR: "Si vos articles sont lus à 80% par vos collègues et à 8% par vos prospects, le problème n'est pas le contenu. C'est l'accroche."
280
281**Use when**: tutorial, advice piece, segmented audience. **Avoid**: conditions too broad ("If you've ever felt stuck..."). Segments nobody.
282
283### 18. Open Loop
284
285Start something, withhold the resolution.
286
287- EN: Talese's Sinatra waiting for him to say something. He never says.
288- EN: "He pressed Send and waited. Forty-seven seconds later, the company was worth 4 billion dollars less."
289- EN: "Now here's where it gets really interesting..." (Sugarman, transition phrase, also valid as opener)
290- FR: "J'ai été contacté par un éditeur la semaine dernière. Ce qu'il m'a demandé m'a fait reconsidérer 15 ans de pratique."
291
292**Use when**: longform, pieces where the journey matters as much as the answer. **Avoid**: unresolved loops. Creates disproportionate betrayal when the article ends without paying off.
293
294---
295
296## Anti-patterns (never propose any of these)
297
298Cliché openers that immediately disqualify the writer:
299
300- "In today's fast-paced world..." / "À l'heure du tout-numérique" / "À l'ère de l'IA" / "Dans un monde où..."
301- "Have you ever wondered...?" / "Vous êtes-vous déjà demandé...?"
302- Dictionary opener played straight ("Productivity, defined as...")
303- "In this article, I'll discuss..." / "Dans cet article, nous allons voir..."
304- Generic stats without source ("90% of people...", "Les études montrent...")
305- Misattributed Einstein / Seneca / Confucius / Bouddha quotes
306- "I'm not an expert, but..." / "Je ne suis pas spécialiste mais..."
307- Three rhetorical questions in a row
308- "Imagine waking up..." without a specific scene
309- "Hot take:", "Unpopular opinion:", "Voici la vérité que personne ne veut entendre..."
310- "At [Company], we believe..." / "Chez [Entreprise], nous pensons..."
311- "Recently,..." / "Récemment,..." without a specific date
312- "You're not alone."
313
314Current AI tells (refresh yearly):
315
316- "It's not just X, it's Y" (the formula construction)
317- "Picture this:", "Imagine a world where...", "What if I told you..."
318- "Whether you're a seasoned X or a curious newcomer..."
319- "In the realm of...", "Navigating the landscape of..."
320- "Unlock the power of...", "Dive into...", "Buckle up,", "Let's dive in"
321- "Crucially,", "Notably,", "Importantly,", "Essentially," as sentence openers
322- French AI tells: "Dans un monde en constante évolution", "Plongez dans...", "Découvrez comment...", "Par ailleurs,...", "Notamment,...", "Il est crucial de..."
323
324Run every candidate through this list before presenting. If a candidate matches, rewrite.
325
326For the extended anti-pattern list, see `references/anti-patterns.md`.
327
328---
329
330## Language handling
331
332**If the audience is French**: write in French. Apply the _attaque journalistique_ register: concrete scene-setting, restrained tone, dated anchors, formal "vous" or restrained tutoiement. Do not translate American hype tropes literally. "You'll never believe..." becomes "Vous n'allez pas en croire vos yeux", which reads as scam in French. French marketing-skepticism baseline is higher than English; high promises trigger _réactance_ faster.
333
334**If English**: default to direct-response register for marketing or tutorial content, longform register for essays and reported pieces.
335
336**If bilingual**: produce hooks in both languages, label clearly.
337
338For deeper register guidance, see `references/anglophone-vs-francophone.md`.
339
340---
341
342## Post Titles
343
344A **title** is what the reader sees before clicking. A **hook** is what they read after. Both earn attention through different mechanisms: the title competes for clicks in a feed or search result; the hook earns continued reading after the click.
345
346### The core mechanic: calibrated curiosity
347
348A title must open a gap without closing it — but the gap must feel real, not manufactured. Research on 8,977 A/B experiments (Upworthy, _Scientific Reports_ 2024) found a curvilinear relationship: too vague produces confusion (no foothold for curiosity); too specific removes motivation to click. The sweet spot: name the stakes, withhold the resolution.
349
350**The craft test.** Does the title open a gap the reader cares about, and does the article genuinely close it? If yes, that's craft. If the content doesn't deliver what the title implied, that's clickbait — it destroys trust for future clicks.
351
352### Core formulas
353
354**Curiosity / Gap**
355
356- `The [Adjective] Truth About [Topic]` — "The Counterintuitive Truth About Go Generics"
357- `What [Group] Won't Tell You About [Topic]`
358- `The Real Reason [Phenomenon]` — "The Real Reason Most Content Gets Zero Shares"
359- `[Number] Things Every [Audience] Gets Wrong About [Topic]`
360
361**Contrarian / Negative** (negative superlatives: +63% CTR vs. positive — Outbrain, 65k titles)
362
363- `Stop [Doing X]. Here's Why.` / `Why [Common Belief] Is Wrong`
364- `[Number] [Myths/Mistakes] That Are Killing Your [Result]`
365
366**Specificity / Data**
367
368- `I Analyzed [Number] [Things] — Here's What I Found`
369- `[Number]% of [Group] Does This Wrong`
370- Brackets signal format honestly and add +38% CTR: `How I Cut Build Time by 60% [Benchmark]`
371
372**List / Number** (numbers: +36% CTR — Conductor; odd numbers: +20% CTR — CMI)
373
374- `[Number] [Adjective] Ways to [Goal]` / `[Number] Mistakes to Avoid When [Task]`
375
376**How-To** (3× more B2B shares than other formats — BuzzSumo, 10M LinkedIn articles)
377
378- `How to [Task] Without [Painful Constraint]` / `How to [Task] Even If [Limiting Belief]`
379
380### The "putaclic léger" zone
381
382Slightly clickbait but honest — maximum tension with a real promise:
383
384- Replace "won't believe" → "surprised to learn": same curiosity, honest register
385- Add specificity: "I saved €500/month" beats "I saved money"
386- Add a constraint: "without quitting your job" creates the gap
387- Use "the real reason" or "what nobody tells you" — they signal a non-consensus view you must substantiate
388- Add a bracket `[Étude]`, `[Template]`, `[Benchmark]` to signal payoff type
389
390**FR — putaclic carries stronger pejorative weight.** Apply the **70/30 rule**: 70% information, 30% mystery. Tension and contradiction work; faux drama ("J'arrête tout 😱") destroys credibility immediately in French professional contexts. Canonical FR structure: "Tout le monde vous dit de faire A. Voici pourquoi je fais B." Formulas saturated on LinkedIn FR in 2025+: "J'ai fait une erreur, voici ce que j'ai appris", "J'arrête [plateforme]".
391
392### Platform constraints
393
394| Platform | Max display | Key rule |
395| --- | --- | --- |
396| Blog / SEO | 50–60 chars | Front-load keyword. Power words reduce CTR by ~14% in search. |
397| LinkedIn article | 150 chars hard | Under 100 for clean display. |
398| LinkedIn feed | 120–140 chars | Opening line = the title. Engineer a "see more" click. |
399| Newsletter subject | 30–50 chars | First 30 chars carry the signal. Avoid "Newsletter" (−18.7% opens). |
400| X / Twitter | ≤200 chars | First tweet = the title. Must stand alone. |
401
402### Anti-patterns for titles
403
404- Generic superlatives without specificity: "The Ultimate Guide to X" — no gap
405- "You won't believe..." / "Vous n'allez pas y croire..." — overused, signals hype
406- Power words (Secret, Amazing, Ultimate) in SEO titles — signal hype, lower CTR
407- Titles that give away the full answer — if the title answers the question, there is no reason to click
408- Recycling saturated fingerprints: "I analyzed X things, here's what I found" — effective 2022–2023, saturating 2025–2026
409
410### Behavior for title requests
411
4121. Confirm topic, audience, language, platform
4132. Propose **3–5 titles** across distinct formulas — not three variants of the same type
4143. Include at minimum: one curiosity/gap, one contrarian or data, one list or how-to
4154. Use the same output format as hooks: numbered options, wait for the pick
4165. After the pick, note what the title commits the article's opening to
417
418For the full 58-formula catalog (EN + FR) with data citations, see `references/title-formulas.md`.
419
420---
421
422## Reference files (load only when needed)
423
424- `references/anti-patterns.md`: extended cliché and AI-tell list.
425- `references/anglophone-vs-francophone.md`: register conventions, what does not translate.
426- `references/formulas.md`: 30 reusable templates (EN + FR) for quick template-based hooks.
427- `references/title-formulas.md`: 58-formula post title catalog (EN + FR), platform constraints table, data summary.
428
429The catalog above is sufficient for most invocations. Load references only when the user asks for templates, deeper register guidance, or to sanity-check anti-patterns.
430
431---
432
433## Integration with other ghostwriting skills
434
435If invoked from inside another skill's workflow (e.g., `technical-article-writer` reaches the hook step), produce options, ask, wait. Return the chosen hook to the parent skill for the rest of the article.
436
437If the user has already drafted an opening and asks for "a better one", treat that draft as **Option 0** (their current version) and propose 3 alternatives across different hooks. Do not silently discard their version.
438
439---
440
441## Worked example
442
443User: "I'm writing a Substack piece on why most Go developers misuse generics. About 1500 words, intermediate Go devs, English."
444
445Correct skill response:
446
447```
448## Hook options for: "Why Most Go Developers Misuse Generics"
449
450**Option 1: Contrarian** (prediction-break)
451A. Most articles on Go generics explain when to use them. This one explains when to delete them.
452B. Generics were the most requested Go feature for a decade. Three years in, the people who pushed hardest for them are the ones telling you to stop using them.
453
454**Option 2: Concrete detail** (sensory + specific)
455A. samber/lo ships 87 generic helpers. Six of them account for 94 percent of the binary-size complaints. The other 81 are fine.
456B. A function called `Map[T, U any]` looks innocent. Compile a project that imports it 40 times and your build time triples. Here is why.
457
458**Option 3: Direct problem (PAS)** (reader-direct)
459A. Your Go code compiles slower since you adopted generics. The cause is not what the linter is telling you.
460B. If your team adopted generics last year and your build times doubled, you are not alone. The diagnosis is more boring than the fix.
461
462Which? Reply with letter combination (e.g., "1B") or "more" for different techniques.
463```
464
465Then wait for the pick. Do not write the rest of the article until the user has chosen.