Vibe Coding Forem: seridarivus 13

PLI 7.10 - Bypassing AI Knowledge Cutoffs with Auto-Data Synthesis

seridarivus 13 — Sat, 10 Jan 2026 20:51:33 +0000

Hey everyone, I’m a student developer working on an alternative search/intelligence interface called PLI 7.10.

The goal is to kill the SEO noise of modern search engines and the "knowledge cutoff" of standard LLMs. I’ve just implemented a "Self-Healing" logic that I’d love some architectural feedback on.

The Logic: Instead of the AI simply saying "I don't know" when asked about recent events (e.g., Luke Littler’s 2026 stats), the backend now detects the failure and auto-triggers a @data layer. It fetches, translates (via Google API), and ranks Wikipedia + YouTube context in one loop.

Tech Specs & Trade-offs:

Stack: Next.js / Node.js / Vercel.

Latency: It’s about 20% slower than a standard hallucinating chat, but the accuracy for "live" data is significantly higher.

Data Source: Uses a multi-language Wikipedia ranker to find the most "dense" info regardless of the user's language.

Current Hurdles:

Vercel Cold Starts: The multi-step scraping/translation layer is hitting some latency on the first hit.

UX: Does a "3+1" card layout (Wiki + Video context) feel intuitive for a dev-tool, or is it too cluttered?

Link: https://pli7.vercel.app/

Why I built a search engine that limits results to exactly 4 items?!

seridarivus 13 — Thu, 08 Jan 2026 19:47:02 +0000

Researching a new topic usually means a messy workspace of Wikipedia tabs and YouTube tutorials. I built PLI 7.9 to fix that.

🚀 The 3+1 Layout: Get the 3 most authoritative text sources and the top-rated video guide on a single, unified screen. ⚡ Sub-second Speed: Built on Vercel with smart API pooling for near-instant results. 🧼 Zero Noise: No ads, no 'suggested' distractions—just the data you need.

Perfect for students, devs, and researchers who value their time. Try it here: https://pli7.vercel.app

Why I built a search engine that limits results to exactly 4 items

seridarivus 13 — Wed, 07 Jan 2026 20:54:23 +0000

Tired of switching between Wiki and YouTube to learn something? I built PLI 7.9 to create a '3+1' learning dashboard. One search gives you the best 3 text deep-dives and the top video guide in one unified screen.

Multimodal: Combines text, video, and image context instantly.

Fast: Sub-second response times via Vercel and smart API pooling.

Clean: Built for researchers, students, and devs who hate ads.

Check the live version: https://pli7.vercel.app