About the publication
Fieldwork from the middle of the work.
Shiftby.pro is an independent technical publication about AI-assisted research, systems and practice.
Each publication starts from real work: an implementation, research project, engineering decision or technical experiment. The aim is to show not only what was built, but why decisions were made, what evidence supported them, what did not work and what others can learn.
Evidence before certainty.
Current state is distinguished from historical rationale. Evidence strength is made visible. Limitations are retained. AI can assist with research, synthesis and drafting; human judgement retains publication authority.
Claims stay bounded by the work and evidence that support them. This publication does not turn an evolving exploration into a finished product story.
Shiftby.pro is published by Ananda Krishna Marri.