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TECHNOLOGY EVOLUTION

How stories are created?

Two engines, dynamic multi-model architecture

📚 Engine 1 — Daily short stories (5 stages)

01
COLLECTOR + SOURCE
Temperature: 0.55
1800-2200 words technical dossier (English)
Avoids already covered topics (fingerprints)
→
02
WRITER (merge)
Temperature: 0.65-0.89
Removes repetitions
Applies narrator style (5 profiles)
7500-9500 characters Lithuanian narrative
→
03
TITLE GENERATOR
Temperature: 0.85 (gen) + 0.80 (select)
Generates 7 unique English titles
Selects top 3 Lithuanian translations
Avoids already used templates
→
04
EDITOR + IMAGE
Temperature: 0.25
Lithuanian language polishing + diacritics
Image generation:
🖼️ Gemini Imagen 4.0 (priority)
☁️ Cloudflare FLUX (fallback)
🦾 Grok Imagine (fallback)
Automatic fallback if primary fails
→
05
FINGERPRINT
Temperature: 0.20
Extracts topics, people, time period
Saves to DB for duplicate prevention
🗄️ DATABASE
source_stories · final_stories · story_fingerprints
✨ FINAL STORY
📄 HTML format
💾 Saved to database
🖼️ Illustration (Gemini/Cloudflare/Grok)
🎭 Unique style (5 profiles)
🌐 Displayed on website

🧬 Engine 2 — Technology Evolution (5 stages)

Merges 3 existing stories (past/present/future) into one long-form saga, spanning all three eras.
01
TECH DOMAIN + PLANNER
Temperature: 0.20
Picks 1 of 5 thematic domains, avoiding the last 5 used
Finds the oldest era story + links relatives (QuickScan + DeepScan)
→
02
RELAY WRITER
Temperature: 0.65-0.89
Writes past → present → future in relay, with short bridges between eras
Story Angle, Narrative Architecture (6 types), Ending Diversity (18 types)
→
03
DIVERSITY GUARD + POLISHER
Temperature: 0.30
Checks originality against the last 5 evolution stories
Removes clichés, scientific notation, Markdown leaks, grammar audit
→
04
TRANSLATION
🤖 Gemini
Title + full story + each era segment translated to English separately
Multi-provider fallback if Gemini is unavailable
→
05
3 IMAGES
One separate image per era (past / present / future)
🖼️ Gemini Imagen · ☁️ FLUX Dev · ☁️ Cloudflare FLUX
Random first pick, automatic fallback chain
🗄️ DATABASE
evolution_stories · evolution_fingerprints
✨ EVOLUTION STORY
📄 3 era segments + bridges, joined into one saga
💾 The 3 source stories used are deleted (FIFO)
🖼️ 3 illustrations (one per era)
🌐 Displayed at /evoliucija