How I Redesigned 4 Years of Blog Posts (196 of them!) Overnight with AI

📅 Written on 2026-05-10 — A retrospective on the actual renewal of aicoreutility.com, which I operate myself.

Why a Renewal Was Necessary

When I applied to AdSense for aicoreutility.com, I received a clear rejection reason: "Insufficient content quality." I had migrated 196 posts from Tistory, where I had written for 4 years, onto the site. Over half of these posts were short (under 1500 characters) and old (from 2020-2023).

I had two options:

• 
  Shut down Tistory — Lose original search results, break backlinks, a gamble.


• 
  Full Renewal — Rewrite all 196 posts one by one. Impossible by hand.

I'm a solo developer. I don't have time to rewrite 196 posts while taking care of my family. So, I built an automated renewal pipeline using Gemini Flash-Lite.

Step 1: Ruthless Culling

Not every post is worth saving. Valueless posts are a negative for SEO. I archived 31 posts based on two criteria.

-- Posts that are very short and have almost no views

UPDATE blog_posts SET status='archived'

WHERE length(content_original) < 1500 AND view_count <= 3;



-- Posts of moderate length + low value + old

UPDATE blog_posts SET status='archived'

WHERE length(content_original) < 2500

  AND view_count <= 2

  AND ai_score < 7

  AND original_published_at < '2024-01-01';

199 posts → 168 posts. I lost 31 posts, but the average quality increased.

Step 2: A 5-Stage Renewal Chain

A simple "rewrite this post" prompt leads to hallucinations. I broke it down into 5 stages.

1. 
   extract_facts — Extract only verifiable facts from the original.


2. 
   seo_research — Generate title and keyword candidates.


3. 
   write_body — Write the body based on the facts.


4. 
   validate — Verify if facts are missing or added.


5. 
   seo_meta — Generate title, description, and excerpt.

The model used was gemini-2.5-flash-lite. Cost per post is about ₩2.

Trap 1: Year Hallucination

When I reviewed the first batch of results, the post body contained phrases like "5 things in 2024." It's currently 2026. Gemini was using old years from its training data.

I added the current KST time at the beginning of every stage's prompt.

def _now_context() -> str:

    now = datetime.now(KST)

    return (

        f"[Current Time — Must Adhere]\n"

        f"Today is {now.strftime('%Y년 %m월 %d일')} (KST).\n"

        f"When referring to years/time periods, please use {now.year} as the basis. "

        f"Do not arbitrarily use old years from training data (like 2023, 2024, etc.).\n"

    )

Solved.

Trap 2: Idempotence

I ran 130 posts at once, but it stopped halfway due to Gemini API rate limits. It halted at post 49. Would running it again start from scratch?

I added an HTML marker at the end of each post.

<!-- renewed-2026 -->

The script skips posts with this marker. Even if it stops, running it again only processes the remaining ones. In the end, I ran it twice more to complete 143 posts.

Trap 3: Korean Slugs

Some original post slugs were in Korean, like /blog/리액트-훅-정리. While they work in browser address bars, they cause issues with SEO and social media sharing.

I normalized all slugs to ASCII and used a sha1 hash as a fallback.

Step 3: Timestamping

I forcefully added two sections to the renewed posts.

• 
  🕒 This Post's Timestamp — Specifies the original writing year ("Originally written in 2022, reviewed as of May 2026").


• 
  📌 A Comment from 2026 — An additional paragraph from the current perspective.

This is to prevent readers from wondering "Is this an old post?" and to help AdSense recognize it as "fresh content."

Final Results

Learnings

• Full automation is possible, but injecting time context into prompts is essential.


• Without idempotence, even a single interruption causes significant loss.


• Don't save valueless posts. Average quality determines SEO.


• For solo developers, an LLM pipeline is a time-creating tool. It took only 35 minutes and cost ₩300.

📌 Next Steps

I've reapplied to AdSense and am waiting for the results. If approved, I plan to place ad units in only one location that doesn't disrupt readability. I won't enable auto ads.