Autonomous News Intelligence & Delivery
NovaSight AI
A fully autonomous, AI-powered news intelligence platform that ingests, deduplicates, scores, enriches, and delivers news through any platform — including Telegram — 24/7, with zero human intervention.
Three independent algorithms — cosine similarity on 768-dim multilingual embeddings, Jaccard token overlap, and IDF-weighted Jaccard — with time-aware threshold regimes.
GDELT global event correlation, FAISS-based novelty detection, trends analysis, and final novelty check against published content. Each gate independently configurable in real time.
OpenAI GPT-4.1, Ollama/Llama 3.2, and local HuggingFace models for rewriting, summaries, and reviews — ensuring 100% uptime even if cloud APIs fail.
Night buffer with AI rewriting, morning summary at 08:30, quiet hours with individual message flush, and evening editorial review at 22:45 written as cohesive journalistic text.
Pipeline Flow
From raw ingestion to autonomous delivery through any platform.
News articles ingested from global sources and passed through triple-layer semantic deduplication with time-aware thresholds — stricter at night, permissive in morning.
4-gate importance scoring: GDELT correlation, FAISS novelty detection, trends analysis, and final check against already published content. Each gate configurable in real time.
3-tier AI cascade rewrites and enriches content. GPT-4.1 primary, Ollama/Llama 3.2 fallback, local HuggingFace tertiary. Morning summaries and evening analytical reviews generated automatically.
Enriched articles delivered through any connected platform — Telegram channels, webhooks, APIs, or custom integrations — with intelligent scheduling and quiet hours management.
Deduplication
Triple-layer semantic deduplication with time-aware threshold regimes.
Cosine similarity on 768-dimensional multilingual embeddings, Jaccard token overlap, and IDF-weighted Jaccard. Stricter thresholds at night prevent noise, permissive in morning catches breaking stories.
Scoring
Four independent scoring gates, each configurable in real time.
GDELT global event correlation validates geopolitical relevance. FAISS-based novelty detection ensures freshness. Trends analysis catches emerging stories. Final check prevents republishing already delivered content.
AI Cascade
Three-tier model cascade guarantees 100% uptime.
OpenAI GPT-4.1 for primary rewriting. Ollama/Llama 3.2 as first fallback. Local HuggingFace models as final safety net. Morning summaries at 08:30 and evening analytical reviews at 22:45 generated as cohesive journalistic text.
Intelligent Operations
Fully autonomous 24/7 news operations with zero human intervention.
NovaSight AI operates around the clock with intelligent scheduling. Night buffer accumulates articles and rewrites them with AI. Morning summary compiles overnight events at 08:30. Quiet hours mode manages individual message flush. Evening editorial review at 22:45 synthesizes the day into cohesive analytical text.
28 Fields
Every article generates a structured record with embeddings, scores, tags, categories, sentiment, and editorial decisions for future model training.
768-Dim
Multilingual embeddings power semantic deduplication across languages, ensuring no duplicate content regardless of source language.
Any Platform
Delivers through Telegram, webhooks, APIs, or custom integrations. Platform-agnostic architecture works with any delivery channel.
NovaSight AI
Autonomous news intelligence that never sleeps.
NovaSight AI ingests, deduplicates, scores, enriches, and delivers news 24/7 through any connected platform. Built-in ML data pipeline generates structured training records from every article processed.