Jackagonz / Approach to AI
Approach to AI
How Jackagonz uses AI: implementation, human review, tool boundaries, and a clear generated-portrait disclosure.
Capability is useful. Responsibility does not move with it.
I use AI in research, drafting, coding and automation. I also work on the systems around it: the context it receives, the tools it can use, the evidence that checks the result and the point where a human has to decide.
1Working practice
- Context before output
- Decide which sources are authoritative, what the task needs and what must stay out. More context is not automatically better context.
- Bounded tools
- Access follows the task, not the maximum capability of the tool. Reading, drafting and publishing are different permissions.
- Evidence over completion reports
- Check the result in the environment where it matters. A confident answer or a successful command is not sufficient evidence by itself.
- Recoverable work
- Keep changes inspectable. Define failure, interruption and handoff before granting more autonomy.
2Review and responsibility
AI can help with outlines, drafts, research organization and code. Public copy under my name needs my review and editing before publication. Consequential recommendations remain mine to verify and defend.
Client-specific material and private systems are not examples to publish merely because they would make a stronger portfolio. Disclosure of assistance does not waive confidentiality.
This is a working standard, not a claim that AI-assisted work is error-free. If you find an error, contact me with the page and the correction.
3The portrait
This is an AI-generated portrait based on my appearance, not a photograph. I use it to avoid publishing another high-resolution photo of my face.
It is not a guarantee against recognition, scraping, matching, impersonation or other misuse. An image can be generated and still resemble a real person. The same disclosed stand-in is used across my linked public profiles.
The portrait is a representation. It is not evidence of a credential or a substitute for the work.
4Capability and consciousness
What a system can do and whether it has subjective experience are different questions. I do not treat useful behavior, fluent language or apparent personality as proof of sentience.
My interest here is inquiry: what would count as evidence, which explanations compete, and what remains uncertain. This page is a disclosure of working practice, not a declaration that the consciousness question is settled.