Research practice
- Question framing
- Evidence and claim boundaries
- Quantitative evaluation
Public evidence is linked through the Research register.
Inspect related public workRaihan.
Building inspectable, evidence-led intelligent systems.
operator://raihan / public-record
The work should explain how it knows.
Raihan uses NAOBI to publish AI work with its method, maturity, evidence, and limitations still attached.
- Method before claim
Questions, assumptions, and decision criteria should be visible before results.
- Maturity stays attached
A draft, experiment, and validated result must never be presented as equivalents.
- Limitations are evidence
Known gaps remain beside the work instead of disappearing behind presentation.
Capabilities, tied to inspectable work.
Methods are grouped by use. No percentage, rank, or unsupported mastery claim.
Applied machine learning
- Sentiment classification
- Decision calibration
- Predictive-maintenance research
Current public records remain explicitly labelled at their actual maturity.
Inspect related public workInspectable AI systems
- Affective-systems research
- Interactive research communication
- Reproducible intent
No capability ranking or proficiency percentage is claimed.
Inspect related public workResearch, at its declared maturity.
This view reads the canonical public register; it does not duplicate result claims.
- Experiment · Coming SoonSentiment Decision Surface
An evidence-gated decision-policy instrument for inspecting confidence and margin in a three-class sentiment workflow without presenting synthetic scores as model performance.
- Research · Coming SoonHermes Affective Core
A planned research record for the Hermes Affective Core, to be published only when its methods and evidence are ready for review.
Professional context, without invented outcomes.
Dates, organizations, and full CV detail remain unpublished until owner review.
- Lead Data ScientistAspect-based sentiment analysis study
Portfolio role is public. The underlying research package remains outside the public release until its evidence and rights gates are cleared.
- AI ResearcherIndependent research and experimental systems
Current subjects include sentiment analysis, predictive maintenance, and affective computing. Published evidence is the authority for each claim.
- Project EstimatorMining-sector professional practice
Retained as concise professional history. Client identities and proprietary estimating data are not public, and mining is not a NAOBI product world.
Silent interface. External listening only.
NAOBI never plays audio. A Spotify destination may appear here after Raihan supplies and approves the exact profile or playlist URL.
Destination pending owner approval
Continue through Collaboration Center