Matriks Ekstraksi Literatur (DEF Matrix)
Halaman ini memuat penampil interaktif dan tabel ringkasan 47 studi inklusi primer (Data Extraction Form / DEF Matrix Batch-1) yang telah melalui proses kurasi dan audit kualitas metodologis secara ketat.
Penampil Matriks Interaktif (Interactive Viewer)
💡 Fitur Penampil Interaktif: Tersedia pencarian instan, filter cepat (QA \(\ge\) 8.5, publikasi primer, pracetak vs telaah sejawat), drawer bukti penjangkar (provenance), serta ekspor tabel dalam format CSV / JSON / Markdown.
Tabel Agregasi 7 Kolom Studi Terpilih (S01–S47)
Tabel berikut menyajikan ringkasan 7 parameter utama dari 47 studi inklusi: ID, BID, Judul Studi, Arsitektur Utama, Skor QA, Peran Sintesis, serta Tautan Berkas Telaah. Klik tautan detail untuk membaca lembar ekstraksi teks lengkap, metrik kuantitatif eksak, tolok ukur, ragam kegagalan (failure modes), dan penjangkar bukti dokumen (provenance anchor).
📱 Catatan Tampilan Seluler / Layar Sempit: Bila tabel terpotong di layar ponsel, geser tabel secara horizontal untuk melihat seluruh kolom. Teks pada kolom Judul dan Arsitektur telah diringkas hingga maksimal 80 karakter dan diatur agar membungkus kata (word-wrap) secara fleksibel demi kenyamanan membaca di perangkat genggam.
| ID | BID | Judul Studi | Arsitektur | QA | Peran | Tautan |
|:---|:---|:---|:---|:---:|:---|:---:|
| **S01** | `B1-001` | Autonomous CI/CD Quality Assurance Using LangGraph Multi-Agent Orchestra... | LangGraph multi-agent orchestration comprising 14 specialist agents across fo... | **9.5** | primary (QA orchestration, LangGraph) | [Buka Detail](papers/kavita2026autonomous.md) |
| **S02** | `B1-023` | The Wheel of Intelligence: Contract-Enforced Closed-Loop Architectures f... | WoI hub-and-spoke: central typed Knowledge Representation (KR) hub + 7 compon... | **8.5** | primary (closed-loop pattern) | [Buka Detail](papers/chansa2026the.md) |
| **S03** | `B1-034` | CodeAir: A Multi-Agent Orchestration Framework for AI-Assisted Software ... | Tauri desktop (Rust backend + React frontend, ~10MB vs ~150MB Electron); 4 la... | **7.5** | supporting (industry practice) | [Buka Detail](papers/gabriel2026codeair.md) |
| **S04** | `B1-052` | MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework | Meta-programming framework incorporating Standardized Operating Procedures (S... | **9.5** | primary (foundational role-based fram... | [Buka Detail](papers/sirui2024metagpt.md) |
| **S05** | `B1-054` | A Self-Reflective Multi-Agent Collaboration Framework for Dynamic Softwa... | Eco-Evolve: Dynamic Orchestrator (complexity kappa(T)=sigmoid(We.Enc(T)+bc); ... | **8.5** | primary (adaptive SOTA, preprint-flag... | [Buka Detail](papers/yulin2026self.md) |
| **S06** | `B1-058` | CodePori: Large-Scale System for Autonomous Software Development Using M... | 6 agents (Manager segmentation max 200 lines/module + auto-split; Dev01 initi... | **8.0** | supporting (large-scale generation) | [Buka Detail](papers/zeeshan2024codepori.md) |
| **S07** | `B1-059` | SALLMA: A Software Architecture for LLM-Based Multi-Agent Systems | SALLMA: two core layers - (i) Operational Layer for request intent management... | **5.5** | supporting (architecture pattern refe... | [Buka Detail](papers/marco2025sallma.md) |
| **S08** | `B1-060` | Human-In-The-Loop Software Development Agents | HULA (Human-in-the-Loop LLM-based Agents framework) deployed into Atlassian J... | **8.5** | primary (HITL industrial deployment, ... | [Buka Detail](papers/wannita2025human.md) |
| **S09** | `B1-067` | Towards LLM-augmented multiagent systems for agile software engineering | CogniSim Ecosystem: MAS + LLM integration with Dynamic Context agent profilin... | **5.0** | supporting | [Buka Detail](papers/konrad2024towards.md) |
| **S10** | `B1-068` | AgentCoder: Multi-Agent-based Code Generation with Iterative Testing and... | AgentCoder: multi-agent code generation framework comprising Programmer Agent... | **8.0** | supporting (test-driven generation) | [Buka Detail](papers/dong2023agentcoder.md) |
| **S11** | `B1-070` | AgileCoder: Dynamic Collaborative Agents for Software Development based ... | AgileCoder: multi-agent software development framework based on Agile Methodo... | **9.5** | primary (agile-sprint orchestration, ... | [Buka Detail](papers/minh2025agilecoder.md) |
| **S12** | `B1-073` | MARE: Multi-Agents Collaboration Framework for Requirements Engineering | MARE: multi-agent collaboration framework for RE comprising 5 specialized age... | **8.5** | supporting (requirements engineering ... | [Buka Detail](papers/dongming2024mare.md) |
| **S13** | `B1-081P` | Detecting and Repairing Role Drift in Multi-Agent Collaboration with Lig... | RoleFix: (1) lightweight turn protocol [ROLE]/[COMMITMENT]/[NEED_FROM_OTHERS]... | **8.5** | primary (drift-stability, preprint su... | [Buka Detail](papers/feiyang2026detecting.md) |
| **S14** | `B1-086` | Agentic RAG for Software Testing with Hybrid Vector-Graph and Multi-Agen... | Agentic RAG framework: Multi-Agent Orchestration Layer (Scope Analysis, Objec... | **8.5** | primary (agentic RAG testing, enterpr... | [Buka Detail](papers/hariharan2025agentic.md) |
| **S15** | `B1-088` | A Multi-Agent RAG Framework for Regulatory Compliance Checking of Softwa... | Multi-Agent RAG framework comprising Compliance Checker (CC) Agent, Report An... | **8.0** | primary (compliance checking, HITL gate) | [Buka Detail](papers/das2025multiagent.md) |
| **S16** | `B1-093` | SPOQ: Specialist Orchestrated Queuing for Multi-Agent Software Engineering | SPOQ: Specialist Orchestrated Queuing combining (1) wave-based topological di... | **9.0** | primary (queuing orchestration, SPOQ) | [Buka Detail](papers/carbowitz2026spoq.md) |
| **S17** | `B1-094` | Inference-Time Graph Engineering for Multi-Agent LLM Workflows | ReActNet: Training-free inference-time compile-then-execute framework consist... | **8.5** | primary (inference-time graph enginee... | [Buka Detail](papers/tieu2026inference.md) |
| **S18** | `B1-095` | Bilevel Coordinated Reflection: A Game-Theoretic Approach to Multi-Agent... | Bilevel Coordinated Reflection framework: leader orchestrator (task decomposi... | **9.0** | primary (bilevel reflection, SRMA) | [Buka Detail](papers/chen2026bilevel.md) |
| **S19** | `B1-097` | Learning What to Retain: Gated-Memory Routing for Efficient Collaboratio... | Gated-Memory Routing: Memory Write Gate (commits non-redundant steps), Retrie... | **8.5** | primary (gated-memory routing) | [Buka Detail](papers/rajib2026learning.md) |
| **S20** | `B1-098` | Towards Fully Automated Medical Imaging Code Generation via Validation-b... | AutoMedImg: Two-phase multi-agent framework comprising a Planning Phase (Data... | **8.5** | primary (validation context engineeri... | [Buka Detail](papers/zhao2026towards.md) |
| **S21** | `B1-099` | openJiuwen: Beyond Static Harnesses for Long-Horizon Coding Agents | openJiuwen: Layered execution harness featuring (1) Shared execution substrat... | **8.0** | primary (long-horizon harness, compos... | [Buka Detail](papers/openjiuwen2026beyond.md) |
| **S22** | `B1-100` | Observability and Fault Injection for LLM-Based Multi-Agent Systems in S... | llmmas-otel: Lightweight, framework-agnostic tool combining OpenTelemetry-bas... | **8.5** | primary (observability, fault injection) | [Buka Detail](papers/seyedghorban2026observability.md) |
| **S23** | `B1-101` | Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixe... | Comparative mixed-method evaluation pipeline: qualitative feature analysis ac... | **7.5** | supporting (mixed-method experience r... | [Buka Detail](papers/deoliveira2026developing.md) |
| **S24** | `B1-102` | MoRSE: Task-Oriented Multi-Agent System with Mixture of Role-Subtask Exp... | MoRSE: Task-Oriented Multi-Agent System combining (1) ToMAS (dependency-aware... | **8.5** | primary (MoRSE, mixture of role-subta... | [Buka Detail](papers/li2026morse.md) |
| **S25** | `B1-103` | CURATE: Leveraging LLM Agents to Compose, Catalog, and Deploy Reproducib... | CURATE: Multi-agent system comprising Workflow Composition Agent (WCA), Modul... | **8.0** | primary (CURATE, HITL approval gates,... | [Buka Detail](papers/cutler2026curate.md) |
| **S26** | `B1-104` | From AI Technical Debt to Agentic Technical Debt: A Systematic Mapping o... | AgTD Conceptual Framework & Mapping Model: Theory-informed 4-phase transforma... | **7.5** | supporting (agentic technical debt ma... | [Buka Detail](papers/tukur2026agentic.md) |
| **S27** | `B1-105` | Adversarial Attacks in Multi-Agent LLM Pipelines: Unveiling Structural V... | Trace-driven vulnerability discovery and boundary verification analysis frame... | **8.5** | primary (adversarial robustness, atta... | [Buka Detail](papers/bappy2026adversarial.md) |
| **S28** | `B1-106` | AgenticRepair: Multi-Faceted Program Context Engineering for Agentic Vul... | Multi-faceted context-engineered multi-agent framework: 3 specialized context... | **8.5** | primary (program context engineering,... | [Buka Detail](papers/fu2026agenticrepair.md) |
| **S29** | `B1-107` | Bridging Behavior and Implementation: Automated Java Glue Code Generatio... | AutoGlue: Hierarchical multi-agent framework structured via LangGraph into Be... | **8.5** | supporting (BDD glue generation) | [Buka Detail](papers/shi2026bridging.md) |
| **S30** | `B1-109` | ProjAgent: Procedural Similarity Retrieval for Repository-Level Code Gen... | ProjAgent: Procedural similarity retrieval pipeline decomposing target functi... | **8.5** | primary (procedural retrieval, REPOCOD) | [Buka Detail](papers/chen2026projagent.md) |
| **S31** | `B1-116` | MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algor... | MLEvolve: Self-evolving multi-agent framework comprising Progressive Monte Ca... | **9.0** | primary (self-evolving ML discovery) | [Buka Detail](papers/du2026mlevolve.md) |
| **S32** | `B1-117` | An Agentic Approach Towards Replication Package Quality Evaluation | Multi-agent replication package evaluator: Plan Agent, Retrieval Agent (git c... | **7.0** | supporting (replication quality eval,... | [Buka Detail](papers/amougou2026agentic.md) |
| **S33** | `B1-119` | Bridging Requirements and Architecture: Multi-Agent Orchestration with E... | MAAD: knowledge-driven MAS with 4 role-specific agents (Analyst, Modeler, Des... | **8.0** | primary (requirements-architecture or... | [Buka Detail](papers/li2026bridging.md) |
| **S34** | `B1-120` | When Parallelism Pays Off: Cohesion-Aware Task Partitioning for Multi-Ag... | Co-Coder: orchestrator building weighted file-dependency graph (vertex cost +... | **9.0** | primary (cohesion-aware partitioning,... | [Buka Detail](papers/yang2026when.md) |
| **S35** | `B1-121` | How Generation Architecture Shapes Code Complexity in Multi-Agent LLM Sy... | Six multi-agent generation configurations (Basic, AC analyst-coder, ACT +test... | **8.0** | supporting (complexity-vs-architectur... | [Buka Detail](papers/ashrafi2026how.md) |
| **S36** | `B1-124` | AgentModernize: Preserving Business Logic in Legacy Modernization with M... | AgentModernize: 4-agent pipeline (Extractor, Specification, Modernization Tra... | **8.0** | supporting (legacy modernization, BSG) | [Buka Detail](papers/ahmed2026agentmodernize.md) |
| **S37** | `B1-125` | Solvita: Enhancing Large Language Models for Competitive Programming via... | Closed-loop agentic evolution framework comprising 4 specialized agents (Plan... | **8.5** | primary (agentic evolution, competiti... | [Buka Detail](papers/li2026solvita.md) |
| **S38** | `B1-126` | Agentic AI in Industry: Adoption Level and Deployment Barriers | Qualitative empirical interview study using a six-level maturity framework (L... | **8.5** | supporting (industrial adoption surve... | [Buka Detail](papers/apostolou2026agentic.md) |
| **S39** | `B1-128` | Deterministic vs. LLM-Controlled Orchestration for COBOL-to-Python Moder... | ATLAS modernization framework implementing both deterministic pipeline orches... | **9.5** | primary (deterministic vs LLM orchest... | [Buka Detail](papers/lwin2026deterministic.md) |
| **S40** | `B1-129` | Retrieval-Conditioned Topology Selection with Provable Budget Conservati... | Retrieval-Guided Adaptive Orchestration (RGAO) within CODE-AGENT: extracts st... | **8.5** | primary (retrieval-conditioned topolo... | [Buka Detail](papers/talluri2026retrieval.md) |
| **S41** | `B1-130` | TDD Governance for Multi-Agent Code Generation via Prompt Engineering | AI-native TDD layered governance architecture separating model proposal layer... | **7.0** | supporting (TDD governance, EASE short) | [Buka Detail](papers/hasanli2026tdd.md) |
| **S42** | `B1-134` | PlayCoder: Making LLM-Generated GUI Code Playable | Closed-loop multi-agent framework comprising PlayDeveloper (repository-aware ... | **9.5** | primary (closed-loop GUI feedback, Pl... | [Buka Detail](papers/peng2026playcoder.md) |
| **S43** | `B1-135` | BONSAI: A Mixed-Initiative Workspace for Human-AI Co-Development of Visu... | Modular 4-layer architecture (Hardware, Services, Orchestration, Application)... | **8.0** | supporting (mixed-initiative workspac... | [Buka Detail](papers/spinner2026bonsai.md) |
| **S44** | `B1-136` | CADMAS-CTX: Contextual Capability Calibration for Multi-Agent Delegation | Hierarchical contextual capability calibration framework; maintains Beta post... | **9.0** | primary (contextual delegation, CADMA... | [Buka Detail](papers/qiao2026cadmas.md) |
| **S45** | `B1-139` | From Translation to Superset: Benchmark-Driven Evolution of a Production... | LLM-assisted continuous code translation with benchmark-as-objective-function... | **9.0** | primary (production code translation,... | [Buka Detail](papers/wang2026from.md) |
| **S46** | `B1-141` | Test-Oriented Programming: rethinking coding for the GenAI era | Onion proof-of-concept CLI tool: parses YAML project specifications, generate... | **8.0** | supporting (test-oriented programming... | [Buka Detail](papers/melegati2026test.md) |
| **S47** | `B1-142` | A Multi-Agent Framework for Automated Exploit Generation with Constraint... | VulnSage multi-agent framework: Code Analyzer Agent (taint analysis), Code Ge... | **9.5** | primary (exploit generation, VulnSage) | [Buka Detail](papers/chen2026multi.md) |