~/talk

Revolutionizing ADRs with GenAI

TalkinUkrainianat Software Architecture fwdays'24 · on Saturday, 2024-09-14· [ai-assisted-development]
links:none on file
slides:none on file

Describes using custom LLMs to semi-automate Architecture Decision Record (ADR) creation by ingesting meeting transcripts and Google Drive documents with a Python app that chunks long transcripts for model context and runs a multi-agent draft–reviewer–writer pipeline. Produces outputs like draft ADRs, PlantUML/mermaid diagrams, and a polished Google Docs file; demonstrated generating 55 pages in 4 hours, used Teams Enterprise sandboxing for data privacy, and reports the workflow won a project and met generated timelines.

AI-written summary · about

  1. 0:00GenAI experiment intro
  2. 5:32Architect's role in ADRs
  3. 10:08ADR documentation problems
  4. 12:38Optimizing architect work
  5. 15:29Custom ADR bot demo
  6. 20:13Multi-agent ADR generation
  7. 22:25ADR diagram limits
  8. 26:29GenAI architecture use cases
  9. 27:30Text generation risks
  10. 30:19New model capabilities
  11. 33:16Context window limits
  12. 34:43GenAI data security
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