NicTec JVPro ⚙
NICTEC JVPRO
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NicTec JVPro · Engine v5.2.1 Adaptive

FROM TRASH TO GOLD JSONL Repair & Optimization Engine

JSONL STREAMING CONFIDENCE SCORING NO DATA RETENTION
▶ Open Web UI Features
🎬
Hero media
Upload GIF or MP4 in Admin → Branding
22
Repair Stages
100 GB+
File Streaming
4
Quality Grades
0
Data Retention
How It Works

From TRASH to GOLD

Drop any broken JSON or JSONL file. The engine repairs structure, normalizes encoding, deduplicates, and outputs a clean SFT-ready dataset.

🗑
Raw Input
TRASH
broken json wrong encoding duplicates llm artifacts
→
⚙
Forge Core v5.2
ENGINE
22 stages vortex shield smart repair
→
🏆
Gold Dataset
GOLD ★
sft-ready deduplicated normalized
Key Features

Everything Your Dataset Needs

⚡
JSONL Streaming

Process 100 GB+ files with O(1) memory footprint. JSONL line-by-line, JSON chunked 64MB. Never OOM again.

100 GB+ Files
★
Confidence Scoring

Every object gets a quality grade: Gold (SFT-ready), Silver (pre-training), Bronze (review), Trash (inspect).

4-Grade System
🛡
Secure Isolation

Zero data retention. Uploads deleted immediately after processing. Outputs purged on a configurable timer.

No Data Retention
🔤
Smart Encoding

Auto-detects CP1251 (Russian), GB18030 (Chinese), CP1256 (Arabic), and 9+ encodings. BOM, chardet, fallback chain.

9+ Encodings
🗺
Key Remapper

Auto-maps synonyms in 6 languages + Levenshtein fuzzy matching. "инструкция" → "instruction" automatically.

6 Languages
🔁
Vortex Shield 2.0

Content freezing prevents aggressive structural repair from corrupting your valuable text content. Values locked until fully safe.

Content Safe
Quotas & Pricing

Simple Access Tiers

Free Tier
Starter
10 MB / file
  • JSON & JSONL repair
  • Confidence scoring
  • Key remapping
  • 15-min file retention
  • Streaming 100GB+
  • LLM Polish
Get Started
Pro Tier
Professional
10 GB / file
  • Everything in Starter
  • JSONL Streaming
  • LLM Polish
  • Fuzzy deduplication
  • Priority queue
  • 1h file retention
Start Processing
Enterprise
Unlimited
∞ unlimited
  • Everything in Pro
  • Dedicated processing
  • Custom schema
  • API access
  • Admin portal
  • Custom retention
Contact Admin

Ready to Clean Your Dataset?

Upload a file and get your first Gold-grade dataset in under 60 seconds.

▶ Open Web UI Admin Portal