Automated Synthesis and Validation
of Academic Literature
Ditenagai oleh sistem Agentic AI. Berbeda dengan asisten AI biasa, di AutoCite seluruh agen AI bekerja sama secara kolaboratif untuk menelusuri, memvalidasi, dan menyusun literatur akademik dengan akurasi tinggi.
Multi-Agent Orchestration Architecture
AutoCite distributes operational workloads across bounded, isolated sub-routines to systematically govern target verification and pipeline efficiency.
Topic Decomposition
Evaluates multi-word prompt arrays to identify semantic core properties, generating normalized boolean variables suitable for algorithmic database ingestion.
Bibliometric Retrieval
Interfaces directly with the OpenAlex open-access repository. Applies structural exclusion constraints based on publication data completeness and recency.
Provenance Verification
Evaluates incoming dataset properties to strictly ensure structural compliance with standard academic citation frameworks (APA 7th formatting rules).
Cross-Doc Integration
Synthesizes information vectors across confirmed abstracts, mapping divergent assertions or methodological contradictions objectively.
System Framework Specifications
The pipeline utilizes standardized scientific infrastructure routines to facilitate data discovery and mitigate collection bias.
OpenAlex Registry Integration
Executes algorithmic queries directly against open bibliographic records, mitigating typical manual discovery discovery latency and index capture bias.
Syntax Standardization
Deterministic normalization rules check all generated tokens against exact APA 7th layout paradigms, stabilizing referencing outputs.
Heuristic Filtering Rules
Applies explicit pruning thresholds: non-abstract items are categorically eliminated from consideration to safeguard structural completeness.
Objective Contradiction Analysis
Designed to map heterogeneous empirical outcomes. The aggregation layer identifies conflicting conclusions within literature clusters without subjective curation bias.
$ python orchestration_engine.py --run
[LOG] Executing Topic Decomposition...
[LOG] Fetching OpenAlex Remote Entities...
→ Compiling 3 semantic text vectors
→ Validating syntactic compliance standards
Research and Development Personnel
AutoCite is developed within an undergraduate research setting to analyze structural automated documentation engineering frameworks.
Willy Wijaya
Undergraduate StudentH. Hengky Anra, S.T., M.Kom.
NIP. 197503251999031005