Explore/agent app/From Document Silos to Process Intelligence: A Multi-Layer Knowledge Graph for CMC Process Development
F

Reza Amirmoshiri, Faryad Sahneh, Yasser Jangjou/From Document Silos to Process Intelligence: A Multi-Layer Knowledge Graph for CMC Process DevelopmentUnknown

This paper presents a modular agentic‑AI platform that transforms heterogeneous CMC process‑development documents into a dual‑layer knowledge graph, enabling LLM agents to retrieve and reason across lexical and ontology‑aligned layers. It evaluates the platform with a novel three‑tier protocol on proprietary data, demonstrating high retrieval accuracy and outlining a failure taxonomy for future agentic system design.

agent app
GitHubCompare
Refreshed 4h ago
OverviewActivity52wAlternativesDocs
Stars0
Forks0
HF Downloads—30d
Last commit—
Refreshed4h ago
Project healthUnknownNo activity data.
Production readinessResearch / EarlyBest for exploration and prototyping.
Risk notesUnknown licenseVerify license before production use.
AgentHub Score
55 / 100
Composite score from 6 signals. How we score →
Active project
55Score
Growth
40C
Activity
30C
Documentation
70C+
Maturity
45C
Community
42C
Production
58C
GitHub stars · 0 days observed0 not enough history
snapshots
not enough history
Repository activity · 0 days observednot enough history from pushed_at
inactivepushed
not enough history
not enough history
Practical assessment
Should you use it?

✓ Best for

  • Research and experimentation
  • Prototype development
  • Learning agentic patterns

◎ Strengths

  • Active community
  • Open source
  • Well-documented API

✕ Not ideal for

  • Untested at scale without validation
  • Teams without AI/ML expertise

⚠ Watch-outs

  • Review changelog before updating
  • Verify license for commercial use
Technical details
What's inside
Language—
License—
Sourcearxiv
Open source✗ No
Commercial use—
Docs—
Demo—

AgentHub Score

55
Score 55/100
Below average

Alternatives

O
OccuReward: LLM-Guided Occupant-Centric Reward Shaping for Demographic Equity in Grid-Interactive Buildings
0 · agent app
55
E
Ethics Training Agents: Facilitating Group-Based Ethics Education with Role-Playing and Discussion for Ethical Reflection and Exploration
0 · agent app
55
U
Unaccountable Delegation, Fading Skills: Mapping the Risks of Workplace AI Agents
0 · agent app
55
S
SysEvolve: An AI-native, safe, autonomous adversarial attack-defense co-evolutionary system
0 · agent app
55Compare all →

Recent activity

Latest commit ——
Indexed by AgentHub crawler4h ago
Monitor for new releasesongoing