Brightloop-MAHA: Protocol, Agent, and the Feedback Loop of Life
A practical framework for understanding how our decisions are formed — and how reality, in turn, shapes those decisions.
Disclaimer
I am writing this not as a scientist or academic, but as someone presenting a practical framework developed through personal reflection and experience. It is not a scientifically validated theory or the result of formal research.
Some terms used in this framework (such as “cognitive capacity”) are used according to my own working definitions, which may not fully correspond to their established meanings in academic psychology. I also recognize that similar frameworks already exist across various fields — from cognitive psychology and cognitive behavioral therapy (CBT) to control theory and systems theory (such as the OODA loop). This is not a claim to have discovered something that has never existed before. Rather, it is an attempt to reorganize related ideas into a single framework that is personal, practical, and easy to use for self-reflection.
Think of this as a thinking tool — not a final truth, not a universal prescription, and something that remains open to criticism and revision. Ironically, this openness to revision is itself part of the model.
1. Starting Point: Values as a Life Protocol
Human beings always operate through some framework of values that they consider rational — regardless of whether those values are realistic (consistent with reality) or not. These values function, in essence, as a life protocol: an implicit system of rules that guides how a person interprets the world and acts within it.
Values may take the form of a worldview, principles, beliefs, or religion. Through these values, people act — and through their actions, they also contribute to shaping the reality of their lives.
From this emerges the central idea:
A person's current condition is, in part, feedback from the reality produced through their own actions.
The basic sequence is:
Action → Reality → Feedback
2. Tracing the Chain Upstream: What Shapes Action?
A person's actions are shaped by their decisions:
Decision → Action → Reality → Feedback
But how are decisions themselves formed?
People make decisions based on what they know, but the accuracy of those decisions is strongly influenced by the quality of their cognitive system — the basis through which information is understood and evaluated. This is why knowing something is not necessarily enough; knowledge still has to be processed by a cognitive system capable of using it effectively.
Cognitive Capacity → Decision → Action → Reality → Feedback
The cognitive capacity available for processing information is itself influenced by information processing — how incoming information is processed, filtered, and interpreted before it either burdens or enriches cognitive capacity.
Information Processing → Cognitive Capacity → Decision → Action → Reality → Feedback
Information processing, in turn, begins with attention. What repeatedly becomes the center of our attention has a greater opportunity to dominate the contents of our cognition, influencing evaluation and eventually decision-making.
This is where attention management becomes important: filtering which information deserves our attention.
Attention Management → Information Processing → Cognitive Capacity → Decision → Action → Reality → Feedback
Yet humans, as the primary actors (subjects/agents) in their lives, have the capacity to direct their attention according to their preferences. These preferences determine what kind of attention-management strategy an agent applies.
Agent → Attention Management → Information Processing → Cognitive Capacity → Decision → Action → Reality → Feedback
And as an agent, a human being is always operating according to some protocol.
3. Definition: Value vs. Protocol
These two concepts need to be separated clearly so that the model does not become ambiguous.
Value is a single evaluative unit — a standard of “good/bad, right/wrong, important/unimportant” that an agent holds toward an object or situation. A value is an atom of a person's belief system.
Protocol is a systemically interconnected structure of values that functions as:
- (a) a map of reality — how an agent understands what exists and how things are related;
- (b) a value-setting mechanism — determining priorities and which values take precedence when values conflict;
- (c) a consequence generator — rules that translate the fulfillment or violation of values into consequences anticipated by the agent.
In other words:
A protocol is the governance of values; values are the raw material of a protocol.
A concrete example can be found in religion. Sharia or a theological framework can function as a comprehensive protocol (a map of reality + a hierarchy of values + consequences), while “honesty is good” is a single value within it.
4. Closing the Loop: Feedback Returning to the Protocol
If the model stopped at “feedback,” it would still feel like a linear chain that simply ends. But feedback does not naturally stop there — it is evaluated again through the same protocol that originally produced the action.
This evaluation produces two broad possibilities:
Assimilation — feedback is interpreted through the existing protocol without changing it; reality that does not fit the existing framework may instead be reinterpreted so that the protocol remains intact.
Accommodation — feedback becomes sufficiently strong or repetitive that the protocol itself is revised: new values are added, value hierarchies shift, or the map of reality is corrected.
Accommodation is not a single category. It is better understood as a spectrum, depending on how deeply the feedback disrupts the existing protocol:
1. Minor Accommodation
A single value is revised or added, while the overall architecture of the protocol remains intact.
Example: someone operates according to the protocol “hard work always leads to success.” After experiencing failure, they revise it to “hard work needs to be combined with strategy.” The core structure (effort = outcome) is still retained; only an additional component has been added.
2. Structural Accommodation
The hierarchy of values shifts significantly. A value that once dominated becomes less important, while another value rises in priority.
The old protocol still exists, but its structure has changed substantially.
3. Protocol Replacement (Paradigm Shift)
The old protocol collapses and is replaced by a fundamentally different protocol rather than merely being revised.
This may occur during a conversion of beliefs or religion, a major turning point in life, or an existential crisis that fundamentally changes how a person interprets reality.
What distinguishes these three levels is usually the intensity and accumulation of feedback that the old protocol can no longer absorb. Eventually, the protocol may lose coherence — it can no longer explain or predict reality in a reasonably consistent way.
At that point, maintaining the old protocol may become more cognitively costly than replacing it, making total replacement possible.
The model therefore changes from a linear chain into an adaptive loop:
Protocol → Agent → Attention Management → Information Processing → Cognitive Capacity → Decision → Action → Reality → Feedback → (evaluation) ↺
┌─────────────────────────────────────────────────┐
│ │
▼ │
PROTOCOL │
│ │
▼ │
AGENT │
│ │
▼ │
ATTENTION MANAGEMENT │
│ │
▼ │
INFORMATION PROCESSING │
│ │
▼ │
COGNITIVE CAPACITY │
│ │
▼ │
DECISION │
│ │
▼ │
ACTION │
│ │
▼ │
REALITY │
│ │
▼ │
FEEDBACK ─────────────────────────────────────────────┘
(assimilation: protocol maintained /
accommodation: protocol revised)
5. An Open Question: What Determines Assimilation or Accommodation?
One important question remains unresolved in the model:
What makes one person maintain their protocol despite clearly negative and repeated feedback, while another person is relatively willing to revise theirs?
A provisional answer — and one that remains consistent with the variables already present in the model — is the quality of consciousness/cognitive capacity itself.
The higher its quality, the more capable an agent may be of reading feedback honestly rather than interpreting it defensively in order to protect an existing protocol.
In this sense, rigidly maintaining a protocol that is clearly producing harmful outcomes may be a sign that the agent has not yet developed enough cognitive maturity to tolerate the discomfort involved in revising itself.
This is only a working hypothesis, however, not an established scientific conclusion.
6. The Name: Brightloop-MAHA
I call this model Brightloop-MAHA.
Brightloop comes from Bright Loop, referring to the model's recurring causal structure: the protocol produces action, action produces reality, reality produces feedback, and feedback returns to the protocol — repeating over time and, ideally, becoming progressively clearer as the protocol is continually tested and revised.
MAHA is not a conceptual acronym. It is simply an abbreviation of my name as the creator of the model: Mohammad Ali Hasan Amiruddin.
This model may not be perfect. But I have tried to make it as close to perfection as possible — while fully acknowledging that “perfection,” in accordance with the model itself, is something that will continue to be tested and may itself be revised by future feedback.
7. Conclusion
This model is not intended to replace or contradict established psychological frameworks. It is better understood as a personal lens for auditing one's own life:
- What decisions am I actually making?
- What protocol is currently generating those decisions?
- What protocol am I following without realizing it?
- Am I currently operating in a mode of assimilation (preserving the existing framework) or accommodation (revising it in response to feedback)?
The question worth taking away from this framework is not:
“Is this model correct?”
but rather:
“What protocol am I running today, and is it still worth keeping?”