Title: P8: Guess about reasoning model.🏆 [2025-08-17 Sun]

- Testing limits :: Even extensive testing cannot cover all code paths and usage scenarios.

Solution: genetic "culling" or “purifying selection” may be used, but require vast of trials.

That is why death and Apaptosis of cells required.
█ #dailyreport #reasoning #llm #aiagent #ai #aiengineering #gail #artificalintelligence

Title: P7: Guess about reasoning model.🏆 [2025-08-17 Sun]

Problems of extensions:
- impossible :: to guarantee safety
- Dependencies :: Other code (including standard library modules or third-party packages) may rely on specific behaviors of the original code.
- original code changes :: can causing subtle bugs in extensions. #dailyreport #reasoning #llm #aiagent #ai #aiengineering #gail #artificalintelligence

Title: P6: Guess about reasoning model.🏆 [2025-08-17 Sun]

refactoring.) Algo is like a true tree, not a list of
files.
- Code review based on both: tests and on history of
extension.
- Position in plan based on current state, not history of
steps. So plan is a chain, not a big design.

Biological alro have:
- tree structure
- extensions everywhere, fallback to original code from extensions #dailyreport #reasoning #llm #aiagent #ai #aiengineering #gail #artificalintelligence

Title: P5: Guess about reasoning model.🏆 [2025-08-17 Sun]

a dream. (can't prove it)

Application of this core lego modules for AI agents.

I inspired by biological Embryo ꙮ development:
- Very stable memory compression algo that saves oldes
evolution steps.
- There is always some low level reserve mechanic for
high faster one.
- Algo have extended and rewrited parts. (Bio respect #dailyreport #reasoning #llm #aiagent #ai #aiengineering #gail #artificalintelligence