journal-master

Multi-agent orchestration for automated research paper generation coordinates specialized sub-skills like math extraction, visual generation, and gap analysis across modules. It applies phase-driven execution with progress tracking to synthesize per-module outputs and cross-module analyses into a publication-ready report.

Automating end-to-end journal generation from modular analysis involves running phase-driven execution across per-module and cross-module workflows. A configuration file controls whether the system applies unified whole-project or modular per-module analysis, ultimately synthesizing math, architecture, gaps, and summary outputs into a final report.

Phase-driven execution supports progress tracking during research paper creation by sequentially coordinating analytical sub-skills. It processes per-module outputs and cross-module analyses deterministically, ensuring each phase generates specific artifacts like mathematics, architecture diagrams, and gap assessments before reaching final synthesis.

Publication-ready report generation orchestrates specialized sub-skills for math extraction and visual generation internally, so separate manual tools are not required. The orchestration workflow automatically coordinates these components to produce cohesive architectural and mathematical artifacts across all analyzed modules.

Unified analysis processes the entire project as a single whole-project scope, while modular analysis evaluates individual modules separately. Both modes are controlled by a configuration file and feed into a deterministic synthesis workflow that generates cross-module analyses and a final publication-ready report.

Orchestration workflows for research paper creation should not be used when a single-module analysis is sufficient or when manual control over specific analytical phases is required. The automated multi-skill pipeline is designed for comprehensive end-to-end generation requiring coordinated math, visual, and gap analysis across multiple modules.