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

Title: P4: Guess about reasoning model.🏆 [2025-08-17 Sun]

- Representation: Tentatively link the effect with the most likely cause.
- Association/Action: find most similar

Self-awareness, I guess, is just a special item inside
representation that frequently accure focus. Did you
notice how you forget everything when you dive into your
thoughs, thoughs are always bound to ourself, if not it #dailyreport #reasoning #llm #aiagent #ai #aiengineering #gail #artificalintelligence

Title: P3: Guess about reasoning model.🏆 [2025-08-17 Sun]

- Use *association* to compare and find all have wings
- Build a *representation* of birds = “creatures with wings”
- Association/Action: “all birds probably have wings.”

Abductive: "seeing footprints and guessing which animal made them."
- Association: Search memory for similar past events or causes. #dailyreport #reasoning #llm #aiagent #ai #aiengineering #gail #artificalintelligence

Title: P2: Guess about reasoning model.🏆 [2025-08-17 Sun]

Deduction "All birds have wings. A robin is a bird."
- Focus: on the general rule and robin
- Associate: robin with “bird” category and apply “has
wings” property
- Represent: rule application
- Association/Action: Conclude “robin has wings.”

Induction "After seeing many robins, sparrows, and crows
with wings:"
- Focus on each observation #dailyreport #reasoning #llm #aiagent #ai #aiengineering #gail #artificalintelligence

Title: P1: Guess about reasoning model.🏆 [2025-08-17 Sun]

executions of focusing + association + memory.

All thinking processes may be explained as:

Path building: focusing (environment),
representation/map, accociation (steps in path and best
path), action (movement).

Selection/Decision-making: Representation + accociation
(properties) + accociation(difference) + Action
- Logic operations #dailyreport #reasoning #llm #aiagent #ai #aiengineering #gail #artificalintelligence

Title: P2: P0: Guess about reasoning model.🏆 [2025-08-17 Sun]
2) association ↔ retrievals or finding similar objects
and storing new finding in short memory.
3) memory 💎,
4) action 🦾 as a switching focus after output.

Representation(cognitive map) are result of several #gail #artificalintelligence #dailyreport #reasoning #llm #aiagent #ai #aiengineering #gail #artificalintelligence

Title: P1: P0: Guess about reasoning model.🏆 [2025-08-17 Sun]

#gail #artificalintelligence
Mental 🧠 operations:
1) Focusing 👀 as a stepping in, reaction or some
fundamental loop of perception. #gail #artificalintelligence #gail #artificalintelligence #dailyreport #reasoning #llm #aiagent #ai #aiengineering #gail #artificalintelligence