AI Evaluation & QA
Rubric design, response comparison, instruction-following checks, factuality review, error analysis, and high-density feedback.
PROFESSIONAL PROFILE · ENGLISH
I evaluate carefully, teach structurally, and build systems.
I am building a proof-of-work portfolio around AI evaluation, Indonesian-language quality, digital education, and software problem solving. This page is designed for recruiters and collaborators who want evidence before claims.
Indonesian Language
Naturalness, localization, age-appropriate writing, register control, ambiguity detection, and educational clarity.
Software & Systems
Laravel/PHP workflows, schema design, debugging, requirement compliance, testable architecture, and educational product design.
Evaluation integrity
Independent evidence, not leaked client work.
AI Lab samples are created from independent, synthetic, public, or self-authored material. Confidential project prompts, customer data, private rubrics, credentials, and restricted task content are not published as portfolio evidence.
How I work
A visible reasoning process
1Translate a vague task into explicit constraints.
2Build a rubric or testable acceptance criteria.
3Evaluate output against evidence, not preference.
4Identify the highest-impact failure precisely.
5Propose a correction that can be verified.
Contact
Tell me what needs to be evaluated or built
This form stores your inquiry in my private dashboard. Do not send confidential credentials or restricted material.