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aiwg

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Cognitive architecture for AI-augmented software development with structured memory, ensemble validation, and closed-loop correction. FAIR-aligned artifacts, 84% cost reduction via human-in-the-loop, standards adopted by 100+ organizations.

aiwg.io

jmagly/aiwg

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# Research Paper PDFs This directory contains downloaded PDFs of the research papers referenced in AIWG documentation. ## Contents | File | Paper | Year | |------|-------|------| | REF-001-bandara-2024-production-agentic.pdf | Production-Grade Agentic AI Workflows | 2024 | | REF-002-roig-2025-llm-failure-modes.pdf | LLM Failure Modes in Agentic Scenarios | 2025 | | REF-004-tao-2024-magis.pdf | MAGIS Multi-Agent GitHub Issues | 2024 | | REF-005-miller-1956-magical-seven.pdf | The Magical Number Seven | 1956 | | REF-006-sweller-1988-clt.pdf | Cognitive Load Theory | 1988 | | REF-007-jacobs-1991-moe.pdf | Adaptive Mixtures of Local Experts | 1991 | | REF-008-lewis-2020-rag.pdf | Retrieval-Augmented Generation | 2020 | | REF-009-graves-2014-ntm.pdf | Neural Turing Machines | 2014 | | REF-010-cooper-1990-stagegate.pdf | Stage-Gate Systems | 1990 | | REF-011-gotel-1994-traceability.pdf | Requirements Traceability | 1994 | | REF-012-qian-2024-chatdev.pdf | ChatDev Communicative Agents | 2024 | | REF-013-hong-2024-metagpt.pdf | MetaGPT Multi-Agent Framework | 2024 | | REF-014-jimenez-2024-swebench.pdf | SWE-bench Evaluation | 2024 | | REF-015-madaan-2023-selfrefine.pdf | Self-Refine Iterative Refinement | 2023 | | REF-016-wei-2022-cot.pdf | Chain-of-Thought Prompting | 2022 | | REF-017-wang-2023-selfconsistency.pdf | Self-Consistency Reasoning | 2023 | | REF-018-yao-2023-react.pdf | ReAct Reasoning+Acting | 2023 | | REF-019-schick-2023-toolformer.pdf | Toolformer Self-Taught Tools | 2023 | | REF-020-yao-2023-tot.pdf | Tree of Thoughts | 2023 | | REF-021-shinn-2023-reflexion.pdf | Reflexion Verbal RL | 2023 | | REF-022-wu-2023-autogen.pdf | AutoGen Multi-Agent Conversation | 2023 | | REF-023-shen-2023-hugginggpt.pdf | HuggingGPT/JARVIS | 2023 | | REF-024-zhou-2024-lats.pdf | LATS Language Agent Tree Search | 2024 | | REF-025-bai-2022-constitutional.pdf | Constitutional AI | 2022 | | REF-026-dong-2024-icl-survey.pdf | In-Context Learning Survey | 2024 | ## Missing Papers REF-003 is not assigned (skipped in numbering). ## Sources Most papers sourced from: - arXiv (arxiv.org) - Author/institution websites - ACL Anthology ## Usage These PDFs are for research reference only. Please cite the original papers appropriately. --- *Downloaded: 2026-01-24* *Total: 25 papers, ~72MB*