Identify gaps in research literature and opportunities.
AI AgentLLM ServerEducationResearchDetached System
0.5×← Perlahan · Cepat →
0%Stage 0 / 7 · Idle
💬Tekan Play Demo untuk lihat bagaimana Research Gap Finder mengenal pasti jurang kajian.
Demo Complete — All Stages Generated
01 WhatsApp Command
🔬
OpenClaw — AINNA Agent
● Neural Link Active
02 Requirement Analysis
Topics
16
Analyzed
12
Gaps Found
5
Opportunities
8
Menunggu Sedang aktif Selesai
03 Python Script Generation
1
📥
Kumpul literaturFetch papers by topic
2
🔍
Analisis liputanAnalyze topic coverage
3
🧩
Kenal pasti jurangIdentify research gaps
4
📋
Cadangan peluangRecommend opportunities
import pandas as pd
from collections import Counter
def analyze_coverage(papers):
topics = Counter()
for paper in papers:
for kw in paper['keywords']:
topics[kw] += 1
return topics
def find_gaps(topics, threshold=3):
return [t for t, c in topics.items() if c < threshold]
papers = pd.read_json('papers.json')
coverage = analyze_coverage(papers.to_dict('records'))
gaps = find_gaps(coverage)
print(f'Found {len(gaps)} research gaps')
04 Block Diagram
Menunggu Sedang aktif Selesai
05 System Schematic
Menunggu Sedang aktif Selesai
⚠️ Research gap analysis should be validated with domain experts before pursuing new research.
06 Simulasi Gap Finder
Mula Analisis
Topics
0
Analyzed
0
Gaps Found
0
Opportunities
0
07 Gap Analysis Report
Demo
Gap Finder
Topics
0
Analyzed
0
Gaps Found
0
Status
Standby
Terminal Log
[SISTEM] Research Gap Finder sedia
System Architecture
📱 Command Layer
WhatsApp instruction
🤖 Agent Layer
Paper fetcher
Coverage analyzer
Gap detector
🎓 Education Layer
Literature DB
Topic taxonomy
Opportunity tracker
Safety Notes
Validate identified research gaps with domain experts before pursuing.
Ensure literature database coverage is comprehensive.
Configure citation-based gap analysis for accuracy.