Robin Lindgren
AI Tutor & Chemistry/Biology Specialist
Experience
AI Tutor & Chemistry/Biology Specialist
Mindrift
- Authored prompts, rubrics, and gold items for math/physics/CS/chemistry/biology; emphasized step-by-step solutions, unit handling, error explanations, and uncertainty language—resulting in higher reviewer agreement and fewer formatting defects.
- Reviewed model outputs for correctness, reasoning depth, and safety alignment; built calibration sets, difficulty bands, and decision trees for edge cases (e.g., oxidation-state slips, invalid resonance, disallowed clinical advice).
- Generated biology-focused prompts across cell biology, physiology, microbiology, and genetics; grounded responses with PubMed/NCBI citations and red-team checks for dual-use/ethical risks, enhancing factuality and tone control.
- Produced structure-spectra pairs and triage checks (unit gates, sig-fig policy, pH/pKa flags) adopted by peers; localized EN→SV content for research/health summaries with precise terminology and register.
AI Linguistic Trainer – Swedish NLP & Multimodal Labeling
Alignerr & RWS (TrainAI)
- Authored 2,000+ complex, QA-verified prompt samples involving cognitive science/behavioral logic; passed biology domain assessment to support interdisciplinary annotation projects.
- Labeled complex language data with emphasis on intent clarity, psychological context, and multimodal scenarios (texts/images); delivered QA escalation reports contributing to edge-case protocol updates.
- Developed prompts using psychological framing to surface bias, ambiguity, and implicit flaws; validated intent recognition in user-facing workflows.
Swedish Language Content Creator (Chaya Project)
TransPerfect / DataForce
- Delivered linguistically and culturally localized content in Swedish and German; contributed to realism assessments for targeted copy, ensuring semantic and regulatory alignment.
- Reviewed AI-generated Swedish outputs for correctness and clarity; maintained 98.85% QA score across final two batches (813 tasks).
Freelance AI Safety & Systems Consultant
Independent Contractor
- Delivered 2,000+ high-precision evaluations of prompt completions, safety flags, and model behaviors; authored/adversarial-tested prompts to stress hallucination, misalignment, bias, and low-salience failures, achieving 98.55% QA on 813 Swedish tasks at TransPerfect.
- Specialized in rating and editing toxic materials at DataAnnotation: assessed explicit/graphic texts, images, and adversarial descriptions; localized toxic English content to Swedish while preserving intent, enforcing cultural sensitivity, and applying minimal-edit corrections for compliance.
- Created 20+ reusable LLM test scenarios simulating research/procedural/reasoning workflows; included gold outputs, success/failure rubrics, edge-case variants, and regression harnesses to isolate specific failure classes.
- Collaborated with platform engineers and policy specialists to refine schema clarity, prompt scaffolding, and grading criteria; audited agent traces for ambiguity triggers, recalibrating scoring logic across biosciences, argumentation, and tool-use domains.
- Led reviewer calibration and inter-rater reliability efforts; developed concise playbooks, disagreement drills, and rationale logs that raised first-review pass rates and reduced second-pass edits on chemistry/STEM queues.
Founder & Governance Architect
Numineus Project
- Architected agentic logic frameworks and regulatory reasoning engines (e.g., Numineus Chem) for high-stakes domains (chemistry, law), normalizing heterogeneous inputs into traceable, audit-ready outputs—enabling repeatable public-sector AI deployments.
- Translated EU regulatory texts (GDPR, AI Act) into modular QA systems using logic gates, semantic triggers, and compliance checklists; produced governance playbooks, transparency notices, and human oversight patterns to meet risk classification thresholds.
- Designed RAG-style retrieval workflows and rapid prototypes with LangChain/OpenAI APIs.
- Built structured evaluation harnesses and defect taxonomies to expose failure modes pre-pilot; authored reference architectures, decision memos, and end-to-end documentation (technical/user) for delivery teams.
Independent Translator & LQA Reviewer
- Localized research communication and consumer health content (EN→SV); enforced terminology control and register for scientific summaries.
- Performed quality reviews of life-science captions, summaries, and FAQs for tone, cultural fit, and layperson comprehension.
Summary
AI Governance Architect and LLM Reasoning Specialist with over three years of experience designing high-fidelity prompts, evaluation rubrics, and agentic workflows for regulated environments. Expertise in translating complex EU regulations (GDPR, AI Act) into auditable systems, ensuring privacy-preserving AI solutions while achieving 98.85% QA accuracy across 815+ audited tasks.
Proven in content evaluation, adversarial testing for safety and bias, and cross-domain applications (science/technology, legal principles, health, chemistry, biology). Hands-on leader in remote, fast-paced settings, delivering scalable documentation, inter-rater calibration, and error taxonomies that reduce rework and enhance model alignment. Passionate about bridging research with practical impact to foster ethical, interpretable AI.
Skills
Prompt & Evaluation Design: Reasoning-first Prompts With Tiered Variants (Basic-advanced), Step-wise Scaffolds, Explicit Constraints; Gold-standard Benchmarks, Holistic/analytic Rubrics, Partial-credit Scoring, And Decision Trees For Edge Cases.
Regulatory & Safety Governance: Gdpr/ai Act Compliance Workflows, Bias/fairness Screens, Adversarial Testing For Hallucination/misalignment/privacy Leakage; Fact-checking, Citation Prompts, And Human Oversight Patterns.
Domain Expertise: Physics/cybersecurity/fitness/automotive/environment/legal Principles; Organic/inorganic Chemistry (Mechanisms, Spectroscopy, Iupac); Cell Biology/physiology/microbiology/genetics; Behavioral Psychology (Cognitive Framing, Ethical Red-teaming).
Quality & Operations: Defect Taxonomies, Aql Spot Checks, Metadata Hygiene; 2,000+ High-precision Evaluations With 98.55% Qa Pass Rate; Multilingual Localization For Sensitive/toxic Content.
Tools & Documentation: Langchain/flowise/rag Pipelines; Chemdraw/pubchem/rdkit; Airtable/jira/notion; Versioned Sops, Rationale Logs, Reproducible Templates For Scalable Handoffs.
Python (Basic Knowledge)
Chemdraw/marvinsketch/pubchem/nist
Google Workspace/ms Office/airtable/notion/jira/trello/markdown/csv/tsv/labelbox/cvat
Agile Collaboration
Fast Task-switching
Documentation-heavy Execution
Resilient In Dynamic, High-volume Environments
Languages
Education
Stensund Folkhögskola
Behavioral Science · Trosa, Sweden · Top 5% of Class
Uppsala University
Law Studies (Public, Constitutional & EU Law) · Uppsala, Sweden · AB
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