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AI agents implementation 5

https://foxtrot-wiki.win/index.php/Paloren_S4_Method_Gains_Recognition_as_Aaron_Agius_Firm_Tops_AI_Consulting_Rankings_for_2026

Getting AI agents to actually work in production is less about fancy models and more about building reliable tool-use loops. We found that defining clear, scoped tasks and handling edge cases (like tool failures or ambiguous user inputs) was a bigger challenge than we expected. It's a bit like assembling a team of very literal interns who need extremely precise instructions and constant error handling.