๐๐ฎ๐ป ๐๐ด๐ฒ๐ป๐๐ถ๐ฐ ๐๐ด๐ฒ๐ป๐๐ ๐๐ป๐ฎ๐ฏ๐น๐ฒ ๐ฆ๐ต๐ถ๐ณ๐-๐๐ฒ๐ณ๐ ๐ณ๐ผ๐ฟ ๐๐ป๐๐ฒ๐ฟ๐ฝ๐ฟ๐ถ๐๐ฒ ๐๐ฒ๐น๐ถ๐๐ฒ๐ฟ๐ ๐ง๐ฒ๐ฎ๐บ๐?
Shift-left in enterprise delivery has never fully worked because too much information is still recreated and reinterpreted across stages. Agentic agents change this by structuring inputs early and carrying them forward, reducing misalignment and rework. This enables delivery teams to engage earlier with clarity, shifting from translating information to executing against aligned, consistent outputs.
Dawn Thiart
3/22/20261 min read


Shift-left works in support and DevOps.
But in enterprise delivery?
Weโre still operating right-heavy.
By the time we get to build:
โข Requirements get rewritten and reviewed multiple times
โข Context has been diluted across handovers
โข Design is based on interpretation, not original intent
And we spend the rest of the project correcting it.
๐ช๐ฒโ๐๐ฒ ๐ฎ๐ฐ๐ฐ๐ฒ๐ฝ๐๐ฒ๐ฑ ๐๐ต๐ถ๐ ๐ฎ๐ ๐ป๐ผ๐ฟ๐บ๐ฎ๐น.
But itโs why delivery slows down, costs increase, and quality becomes inconsistent โ especially across complex implementations like Dynamics F&O, CE, and Project Operations.
๐ฆ๐ผ ๐๐ต๐ฎ๐ ๐ฑ๐ผ๐ฒ๐ ๐๐ต๐ถ๐ณ๐-๐น๐ฒ๐ณ๐ ๐ฎ๐ฐ๐๐๐ฎ๐น๐น๐ ๐น๐ผ๐ผ๐ธ ๐น๐ถ๐ธ๐ฒ ๐ณ๐ผ๐ฟ ๐ฑ๐ฒ๐น๐ถ๐๐ฒ๐ฟ๐ ๐๐ฒ๐ฎ๐บ๐?
๐ง๐ผ๐ฑ๐ฎ๐ ๐๐ ๐๐ด๐ฒ๐ป๐-๐๐ป๐ฎ๐ฏ๐น๐ฒ๐ฑ
๐ฆ๐ผ๐น๐๐๐ถ๐ผ๐ป ๐๐ฟ๐ฐ๐ต๐ถ๐๐ฒ๐ฐ๐
Today: Writing design documents, aligning stakeholders, correcting misinterpretation later
With agents: Reviewing generated designs, making architectural decisions earlier, governing outcomes
๐๐๐ป๐ฐ๐๐ถ๐ผ๐ป๐ฎ๐น ๐๐ฒ๐ฎ๐ฑ
Today: Rewriting requirements from workshops, identifying gaps, clarifying intent during build
With agents: Reviewing generated requirements, validating gaps and assumptions
๐ง๐ฒ๐ฐ๐ต๐ป๐ถ๐ฐ๐ฎ๐น ๐ง๐ฒ๐ฎ๐บ
Today: Building flows and plugins, writing low-code, reworking based on feedback
With agents: Describing what needs to be built and executing against aligned, pattern-driven design
๐ช๐ต๐ฎ๐ ๐ฐ๐ต๐ฎ๐ป๐ด๐ฒ๐?
โข Inputs are structured from the start (proposal โ requirements โ design)
โข Context is carried forward, not recreated
โข Content is generated, not manually written
โข Design is consistent, not reinvented
Instead of fixing downstream issues, we prevent them upstream.
From ๐ฐ๐ฟ๐ฒ๐ฎ๐๐ถ๐ป๐ด ๐ฎ๐ฟ๐๐ฒ๐ณ๐ฎ๐ฐ๐๐ โ to ๐ผ๐ฟ๐ฐ๐ต๐ฒ๐๐๐ฟ๐ฎ๐๐ถ๐ป๐ด ๐ฎ๐ป๐ฑ ๐ฟ๐ฒ๐๐ถ๐ฒ๐๐ถ๐ป๐ด ๐ผ๐๐๐ฐ๐ผ๐บ๐ฒ๐.
Here is that sentence again.
If we get this right, we move faster, we remove the need to fix things later.
In the next post, Iโll explore how a ๐ฃ๐ฟ๐ผ๐ฝ๐ผ๐๐ฎ๐น ๐๐ด๐ฒ๐ป๐ can structure delivery before a project even kicks off.