01 /
Context Integrity
How well shared context is maintained and carried across sessions.
I provide the AI with a structured summary of prior decisions and context at the start of each new session.
Yes
Partial
No
AI outputs remain consistent with directions and constraints set in earlier sessions.
Yes
Partial
No
I have noticed the AI producing outputs that contradict or ignore decisions already established in the collaboration.
Yes
Sometimes
No
There is a documented record of key decisions from AI sessions that I can refer back to at any time.
Yes
Partial
No
02 /
Memory Governance
Whether corrections and decisions are preserved and accessible across sessions.
Corrections I make to the AI in one session are applied and available in future sessions.
Yes
Partial
No
I maintain a persistent external record of important working decisions — separate from the AI's context window.
Yes
Partial
No
If all AI context were lost today, I could reconstruct the full working state of my project from existing records.
Yes
Partial
No
I have a defined process for updating shared working memory when decisions change or new constraints are established.
Yes
Partial
No
03 /
Verification
Whether AI outputs are independently checked before being acted on.
I treat verification of AI outputs as a distinct step — separate from the generation process.
Yes
Partial
No
Numerical or factual claims in AI outputs are checked against source material before I act on them.
Yes
Partial
No
I rely on the same AI that generated an output to also verify that output.
Yes
Sometimes
No
Critical decisions based on AI outputs are reviewed independently before action is taken.
Yes
Partial
No
04 /
Language Governance
Whether instructions are precise and shared vocabulary remains stable across sessions.
The AI and I use defined, consistent terminology across all sessions — terms are not left to be interpreted each time.
Yes
Partial
No
My instructions to the AI are specific and unambiguous — I avoid relying on the AI to infer intent.
Yes
Partial
No
I correct imprecise, vague, or drifting language when it appears in AI outputs — rather than accepting it and continuing.
Yes
Partial
No
I have noticed the same terms or concepts being interpreted differently by the AI across different sessions.
Yes
Sometimes
No
05 /
Recovery
Whether you have defined procedures for when collaboration failures occur.
I have a defined procedure for recovering from a failed or corrupted AI collaboration session.
Yes
Partial
No
When something goes wrong in an AI collaboration, I can identify what type of failure has occurred.
Yes
Partial
No
I have defined checkpoints in my AI workflow that allow me to restore a known-good working state.
Yes
Partial
No
A major AI collaboration failure has caused me to lose significant work or restart a substantial piece of work from scratch.
Yes
Once
No