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Orchestration, AI Agents, and the Changing Shape of Software

Author: Hyde, Adam
Publisher: Zenodo
DOI: 10.5281/zenodo.17316445
Source: https://zenodo.org/records/17316445/files/Orchestration_AI_Agents_Software.pdf
O ches a ion, AI Agen s, and he Changing
Shape o So wa e
AI agen s a e g adually changing how we in e ac wi h so wa e. Once a pla o m
connec s o an o ches a ion sys em—whe he ia API, au oma ion laye , o
agen amewo k—i doesn’ jus become au oma able, i becomes o ches a able.
Tha dis inc ion, while sub le, has eal implica ions.
F om Wo k low o O ches a ion
Mos pla o ms a e buil a ound wo k lows—sequences o asks execu ed h ough
de ined in e aces. Bu when an AI agen can obse e s a e, call APIs, and
igge ansi ions, he pla o m becomes pa o a b oade ecosys em. I shi s
om being a sel -con ained p oduc o becoming a composable node in a ne wo k
o coo dina ed sys ems.
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In his new con ex , a pla o m isn’ jus a place whe e asks happen. I becomes
a esou ce ha can be accessed, a se ice ha i s in o o he p ocesses, and a
pa icipan in mo e dynamic wo k lows.
Pla o ms as Ups eam Lib a ies
As o ches a ion ma u es, pla o ms s a o esemble ups eam lib a ies. Ins ead
o na iga ing in e aces, agen s access indi idual ope a ions di ec ly—assigning
e iewe s, e ie ing da a, gene a ing ou pu s—wi hou in e ac ing h ough
sc eens.
This is one o he co e s eng hs o o ches a ion: agen s ope a e a he unc ion
le el, while humans a e s ill cons ained by in e aces.
This shi makes so wa e mo e composable. Agen s can dynamically cons uc
wo k lows based on con ex and logic, que ying di e en pa s o a sys em
simul aneously and e icien ly. I ’s a way o wo king ha humans simply can’
ma ch using adi ional UIs.
I we could ope a e so wa e wi h he same di ec ness—in oking unc ions on
demand h ough na u al language—we’d be much mo e e icien . And we’ e
slowly heading in ha di ec ion.
The Role o Na u al Language In e aces
Na u al language in e aces a e imp o ing, making i easie o humans o in e ac
wi h sys ems by exp essing goals a he han clicking h ough s eps. Meanwhile,
agen s a e ge ing be e a in e p e ing hose goals and ansla ing hem in o
ac ions ac oss sys ems.
This shi doesn’ mean e e y hing becomes con e sa ional. Bu i does mean
we’ e beginning o speak o so wa e in ways ha a e less igid, and mo e abou
in en .
Humans in he Loop
None o his emo es he human ole. I jus changes i . In o ches a ed
en i onmen s, humans become a chi ec s, o e see s, and collabo a o s. They
design he wo k lows, moni o execu ion, in e ene whe e necessa y, and p o ide
he kind o judgmen agen s can’ .
In ha sense, pla o ms a e e ol ing in o dashboa ds, consoles, and spaces o
sha ed agency—places whe e agen s and humans bo h ha e oles o play.
Re hinking Wha So wa e Is
When pla o ms become o ches a able, hey s op being sel -con ained applica-
ions and s a ac ing mo e like in as uc u e. They se e agen s and humans
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alike, o e ing bo h s uc u ed APIs and human in e aces. They expose unc-
ionali y in a way ha ’s anspa en and accessible om mul iple di ec ions.
Tha doesn’ mean he end o so wa e as we know i —bu i does mean we’ e
heading owa d a di e en kind o ela ionship wi h he ools we use. A bi mo e
luid. A bi mo e adap able. And a bi mo e collabo a i e.
Au ho : Adam Hyde
Bio: Technologis , se ial social en ep eneu Adam Hyde. Shu lewo h Fellow.
In en o o Book Sp in s. Founde o Coko, PagedJS, Open Publishing Fes ,
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