The Technical Debt Hook and the AI-Debt Carousel

What creators are doing

LinkedIn1,020 HN points

Tech creators are turning the 'AI forces us to pay off 40 years of technical debt' angle into a 5-slide carousel — each slide names one decade of debt, the last slide names the AI forcing the bill. The structure is chronological countdown, which creates forward pull through every swipe.

Why it works: A countdown structure (1980s → 1990s → … → now) gives readers a reason to swipe to the end, and the final 'who pays?' slide invites comments from engineers who lived through each era.

Copy this

Open with: 'AI didn't create your tech debt. It just sent the invoice.' Then dedicate one slide per decade, ending with a CTA asking which era hurt their team most.

Make this today

Make a 'Decade-by-Decade Tech Debt' Carousel in Under an Hour

1. 1

   Pick your angle and outline 5 slides10 min

   Slide 1 is the hook ('AI just sent the invoice for 40 years of shortcuts'). Slides 2–5 each cover one era: 1980s (spaghetti COBOL), 1990s (Y2K patches left in), 2000s (monoliths nobody touched), 2010s (microservices sprawl). Slide 6 is the payoff: 'Now AI reads all of it — and the bill is due.' Write one punchy headline and one 15-word explainer per slide. Source: the HN thread at spectrum.ieee.org.

2. 2

   Design the slides15 min

   Use Canva or your house style in makerzz. One bold headline per slide, dark background, accent colour for the decade label. Keep body copy under 20 words. Add a small progress indicator (1/6, 2/6…) so readers know how far they are.

3. 3

   Write the caption8 min

   First line is the hook verbatim: 'AI didn't create your tech debt. It just sent the invoice.' Follow with 3 lines expanding the idea, then end with a question: 'Which decade's shortcuts are costing your team the most right now?' Questions in the last line reliably lift comment counts.

4. 4

   Export and schedule with makerzz5 min

   Upload the carousel images to makerzz, paste your caption, and let it apply your house style to any final formatting. Schedule for 8–9 AM in your primary audience's timezone — LinkedIn carousels posted mid-morning on weekdays tend to get the most dwell time.

Platform moves worth knowing today

Tools: what you can make now

Scripts to post today

LinkedIn

The 40-Year Invoice

“AI didn't create your tech debt. It just sent the invoice.”

Slide 1: AI didn't create your tech debt. It just sent the invoice. Slide 2: The 1980s — COBOL systems nobody dared rewrite. Still running payroll at 40% of Fortune 500 companies. Slide 3: The 1990s — Y2K patches that 'fixed' the year and left everything else broken. Still in production. Slide 4: The 2000s — monoliths so fragile that changing a button colour required a change-control board. Slide 5: The 2010s — microservices that solved the monolith problem by creating 300 new ones. Slide 6: Now AI reads all of it. Finds every shortcut. Every undocumented function. The bill is due. Which decade's shortcuts are costing your team the most right now?

Why it works: The countdown structure creates forward pull through every swipe, and the final question converts readers into commenters — comments are the metric LinkedIn's algorithm weights most heavily in 2026.

Make a video about this

TikTok

Stardew 2027 Wishlist

“Stardew Valley's 2027 update is the largest in the game's history — here are the 3 things I need to see in it.”

Profiles trending right now

harry0703GitHub

MoneyPrinterTurbo is trending at 617 stars today — a tool that generates complete short videos from a topic or keyword using an automated AI workflow. The repo is getting attention from both developers and faceless-video creators.

Steal this: Post the workflow as content, not just the output. A screen recording of you running the tool on three different topics in real time is a more shareable piece of content than any of the videos the tool produces.

FareedKhan-devGitHub

The kimi-k3-in-c repo (351 stars today) demonstrates running a 2.78-trillion-parameter model on a single CPU in 8.24 GB RAM — a claim that is inherently viral because it sounds impossible.

Steal this: Use the 'impossible number' format: lead with the stat that sounds wrong, then prove it in the first 10 seconds. This works on YouTube, TikTok, and X equally well.

mattpocockGitHub

The skills repo (1,379 stars) — 'Skills for Real Engineers, straight from my .agents directory' — is being forked and adapted by developers who are posting their own versions as X threads and LinkedIn carousels.

Steal this: The '.agents directory' framing is the hook — it implies insider access. Adapt it: 'Here is what is actually in my [role] toolkit' outperforms 'here are my favourite tools' every time.

What to do today

• Post the 'AI sent the invoice for 40 years of tech debt' carousel to LinkedIn today — the 1,020-point HN thread gives you all the source material and the hook is already written above. Estimated time: 45 minutes including design.
• If you have a gaming channel, post a Stardew Valley 2027 wishlist video or TikTok in the next 12 hours while the search spike (500 searches, Google Trends US) is live — the format is a 30–45 second face-to-camera reaction with a comments CTA.
• Record a screen-capture of MoneyPrinterTurbo generating 3 faceless videos from 3 different topics and cut it into a 90-second YouTube Short or Reel titled 'I made 10 faceless videos before breakfast' — the meta-content about the tool will outperform the videos it makes.
• Write an X thread on the AMD vs Intel historic overtake using the script above — post it before market open in the US (before 9:30 AM ET) to catch the tech and finance audience when they are most active.
• Set up a comment-to-DM automation in makerzz on your highest-performing post from the last 7 days — pick a trigger word from your existing comments, write a 2-sentence DM with a link to your newsletter or lead magnet, and activate it today. This takes under 10 minutes and runs while you sleep.