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

1 folder, 36 files

Filename	Content Type	Size
../
pdfs/	–	2.31 kB
README.md	text/markdown	9.21 kB
REF-001-production-grade-agentic-workflows.md	text/markdown	22.4 kB
REF-002-llm-failure-modes-agentic.md	text/markdown	22.6 kB
REF-003-agentic-development-antipatterns.md	text/markdown	8.66 kB
REF-004-magis-multi-agent-software.md	text/markdown	50.5 kB
REF-005-millers-law-cognitive-limits.md	text/markdown	25.3 kB
REF-006-cognitive-load-theory.md	text/markdown	18.4 kB
REF-007-mixture-of-experts.md	text/markdown	16.1 kB
REF-008-retrieval-augmented-generation.md	text/markdown	16.5 kB
REF-009-neural-turing-machines.md	text/markdown	19.7 kB
REF-010-stage-gate-systems.md	text/markdown	16.9 kB
REF-011-requirements-traceability.md	text/markdown	47.5 kB
REF-012-chatdev-multi-agent-software.md	text/markdown	47.5 kB
REF-013-metagpt-multi-agent-framework.md	text/markdown	47.1 kB
REF-014-swe-bench-evaluation.md	text/markdown	26.5 kB
REF-015-self-refine-iterative-refinement.md	text/markdown	38.8 kB
REF-016-chain-of-thought-prompting.md	text/markdown	8.47 kB
REF-017-self-consistency-reasoning.md	text/markdown	10.8 kB
REF-018-react-reasoning-acting.md	text/markdown	19.8 kB
REF-019-toolformer-self-taught-tools.md	text/markdown	25.3 kB
REF-020-tree-of-thoughts-planning.md	text/markdown	14.1 kB
REF-021-reflexion-verbal-reinforcement.md	text/markdown	23.7 kB
REF-022-autogen-multi-agent-conversation.md	text/markdown	32.6 kB
REF-023-hugginggpt-task-planning.md	text/markdown	40 kB
REF-024-lats-language-agent-tree-search.md	text/markdown	28.8 kB
REF-025-constitutional-ai-harmlessness.md	text/markdown	25.2 kB
REF-026-in-context-learning-survey.md	text/markdown	26.9 kB
REF-056-fair-guiding-principles.md	text/markdown	9.45 kB
REF-057-agent-laboratory.md	text/markdown	8.47 kB
REF-058-rlam-reproducibility.md	text/markdown	8.54 kB
REF-059-litllm-literature-review.md	text/markdown	8.09 kB
REF-060-grade-evidence-quality.md	text/markdown	9.23 kB
REF-061-oais-reference-model.md	text/markdown	9.38 kB
REF-062-w3c-prov.md	text/markdown	9.8 kB
REF-066-mcp-specification-2025.md	text/markdown	11.9 kB
_manifest.json	application/json	260 B