Consultant, startup or AI agency
Deliver an AI system the client can continue
Delivering an AI project includes transferring the reasons behind choices and the conditions for continuing the work. MAIOS Project Kernel keeps state, knowledge, competences and operating rules in the project: a foundation to connect with provider and client responsibilities.
Draft generated by Codex on . Human review remains pending.
What must the next owner understand?
A change request can reveal a shift in the client’s process. Record the function a choice serves, alongside the delivered configuration. The maintainer needs to distinguish the request, proposal, decision and observed outcome.
A marketing automation that changes with the client
A workflow can read approved material, prepare a draft and bring it to review. The handoff also needs the audience, objective, current sources and reasons behind editorial choices. If the client’s offer changes, the next maintainer needs to know which texts, criteria and steps to reconsider. This relationship supports ongoing maintenance of assistants, applications and integrations.
Which kind of solution should you deliver?
Compare assistance, automation and an agentic system by useful outcome and total usage and maintenance work. APIs, managed service, support and commercial terms need their own agreements and evidence; the installable kernel is one component of the project.
From a demo to a usable handoff
Exercise the project with its receiver: a new case, a correction and resumption after an interruption. Make access, dependencies and work still handled by the provider visible. For a startup or agency, handoff quality includes how the client can understand, use and evolve the system, with agreed support conditions.
Reasoning handoff note
Attach this note to a deliverable or project decision.
Outcome
Which client need does the deliverable address?
Choice and reason
Which alternative did you choose, why, and compared with which options?
Sources and premises
Which documents, access and conditions support the choice?
Evidence
What was exercised, on which case, and with which limits?
Responsibility
Who may use, change and approve the next step?
Reassessment
Which change requires revisiting the decision? How is the work resumed?
MAIOS Project Kernel 5.1.0
Start with MAIOS
Install Project Kernel in an authorized project folder and describe the actual handoff. Integration or collaboration work is scoped around the case.
MAIOS sources
MAIOS, kernel_chat and MAIOS Project Kernel are independent projects. ChatGPT is an OpenAI product. Publication on ChatGPT Sites does not imply OpenAI endorsement or certification.