Dragonfly Eye: A Multifaceted View on the Problem
The 'Dragonfly Eye' technology helps a solo researcher with AI create a holistic picture of complex issues, collecting knowledge from several subject areas in a controlled order. The main property of it is the ability to find useful connections, but at the same time not allowing infinite expansion and false analogies.
First, a Clear Task Frame
Research does not start with a query to the model, but with fixing the goal. It is necessary to indicate what exactly is being studied, what result is considered sufficient, where the boundary of the unknown passes and what is the criterion of completion. This is not bureaucracy, but a way to stop the topic when it begins to grow with each new connection.
Selection of Original Subject Facets
Only those areas of knowledge are determined, without which the task cannot be formulated. Each facet is an organized world with its own dictionary, objects, relations and mechanisms that can be normalized and checked.
Normalization into Taxons
Words are replaced with taxons — normalized units of the object that can be distinguished from others. For this, passports are created: definitions, boundaries of differences, sources, states, events and connections. Thus, a library of entities appears, and not just a set of terms.
Measurements for Meaningful Comparison
The passport is supplemented with measurements — axes by which objects are compared. This allows finding similarities even when names are different, and to distinguish entities that bear the same word. Measurements reveal the mechanism, states, conditions and consequences.
When the Facet Becomes Mature
A facet is mature if it contains a dictionary, a library of taxons, passports, measurements, relations between them, mechanisms, evidence and clear boundaries of what is still unknown. The AI model can fill in the gaps, but without a source the status remains "not confirmed".
Search for Possible Transfers
A mature facet shows interfaces with neighboring areas. The researcher determines which constructions are potentially transferable, in what direction, under what conditions and what cannot be transferred. This is not a ready bridge, but a map where the bridge makes sense to search for.
Assembly of Minimal Working Optics
From mature facets, a minimal configuration of subject worlds is formed, sufficient for the current direction. Optics is not the entire encyclopedia, but a working version that can be changed if some facet stops giving contribution.
Comparison of Taxons and Transfer of Constructions
Comparison is not of words, but of normalized taxons by measurements, boundaries and mechanisms. A specific construction is selected that is transferred, and not the whole facet. Then the construction is cleared of details from the original area and the invariant is fixed — the minimal set of relations that must be preserved during the transfer.
Checking the Bridge B→C
The abstracted construction is interpreted in the target area. A negative check is carried out: do the objects coincide in meaning, is the causal mechanism preserved, are the conditions met. Coincidence of terms does not prove the transfer, but difference also does not prohibit the mechanism. The bridge is considered meaningful when the original construction, the invariant and the checked interpretation are known.
Independent Verification and Long Verification
The transfer is checked by several independent lines: literature, simulation, real case and counterexample. Each statement must have an origin. It is fixed what remains unverified, and this is called the verification debt. The unverified is stored as an explicit element that can affect the decision.
When Research Can Be Stopped
Stopping does not mean that truth has been found. It means that there is enough information to make a decision, and the next verification either will not change the choice or is disproportionately expensive or comes too late. Three normal outcomes — continue, stop or transfer the result further.
What Remains at the Output
The result is not an AI answer and not a long report. This is a reproducible research optics: included facets, taxons, measurements, areas of transfer, verified bridges, evidence, verification debts and memory of failed branches. Negative transfers are also remembered, so as not to overpay for already found errors.
The 'Dragonfly Eye' technology makes cross-disciplinary research available to one person, but requires strict discipline of distinguishing entities, fixing boundaries and storing the unknown. AI accelerates the generation of connections, and the technology holds back the subject meaning and reproducibility.