Why do many companies waste precious effort & time in R&D of GenAI and Agents?

(1) GenAI is fundamentally different than software:

	Software	GenAI
Field	Mature	Young, world's most rapidly growing
Reaching solution	Easy to plan, agile linear run to first solution that works	Complex research & discovery in huge solution space, many possibilities, aspects
Solution nature	Deterministic, binary – works or not, stable	Probabilistic – continuous, multi-faceted, unstable
Validation, monitoring	Easy to validate, QA, automate	Complex – requires benchmarks, metrics, evaluation methods, user feedback
Skills	Algorithmic approach, linear thinking, bottom-up	Creative, curious & careful non-linear thinking, top-down

(2) R&D of GenAI is fundamentally different than software:

Software R<<D – linear agile run:

Implement what you already know

GenAI R>>D – non-linear, research-first:

Discover how to solve what you don't know

GenAI done as software:

Agile running in the wrong direction

GenAI done right:

Careful, small & flexible steps to reach target

GenAI R&D requires unique expertise & approach –

Don't waste precious effort & time!

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