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AI context EngineeringMassGenics • Plano, Texas
AI context Engineering

AI context Engineering

MassGenics • Plano, Texas
4 days ago
Salary
$50.00 hourly
Job type
  • Full-time
Job description
A client of Innova Solutions is immediately hiring for a AI context Engineering

Position type: Contract
Duration: 12+ Months
Location: Jersey City, NJ/ Plano, TX & Charlotte, NC

The AI Context Engineer is responsible for designing and creating the Knowledge Base Repository that stores curated business, technical, semantic, and retrieval-ready knowledge used by GenAI. This role focuses on converting source documentation, metadata, business definitions, and mappings into structured AI-consumable context.
Candidate Background: Combination of software engineer and GenAI use case tech analysis and implementation background
Key Responsibilities
Knowledge Base Repository Design
  • Define the structure of the Knowledge Base Repository for Talk to SPI.
  • Create repository organization standards for business terms, data definitions, semantic mappings, retrieval specifications, prompts, rules, and source references.
  • Define naming conventions, folder structure, versioning approach, ownership metadata, and publishing workflow.
  • Ensure the repository can support both human review and machine consumption by the GenAI a platform.

AI Context Artifact Creation
  • Create structured context files that describe Strategic Process Inventory (SPI) business concepts, definitions, synonyms, relationships, metrics, and data mappings.
  • Convert business documentation, PDFs, data dictionaries, and source metadata into AI-usable knowledge artifacts.
  • Define reusable context templates for:
  • Business glossary terms.
  • Table and column context.
  • Metric definitions.
  • Synonyms and alternate phrases.
  • Retrieval rules.
  • Semantic layer inputs.
  • Query generation guidance.
  • Ensure context is concise, relevant, non-duplicative, and grounded in approved source material.

Retrieval and Prompt Context Enablement
  • Define which knowledge artifacts should be retrievable for specific user intents.
  • Organize context to support accurate SQL generation, entity recognition, synonym resolution, and business interpretation.
  • Work with the AI Platform Engineer to ensure the repository can be indexed, deployed, and consumed by the GenAI platform.
  • Support context chunking, tagging, metadata enrichment, and retrieval optimization.

Governance and Lifecycle Management
  • Establish review and approval workflows for AI context artifacts.
  • Track source lineage for every definition, mapping, and rule.
  • Maintain version control of knowledge assets.
  • Define retirement, update, and refresh procedures for stale or superseded knowledge.
  • Collaborate with business SMEs to validate context accuracy.

Primary Skill
Microsoft Azure
Secondary Skill
Artificial Intelligence/Machine Learning
Tertiary Skill
Python


Required Qualifications
Experience
  • 5+ years in AI context engineering, knowledge management, semantic modeling, data governance, or business metadata management.
  • Experience creating knowledge repositories, business glossaries, or semantic documentation.
  • Experience supporting LLM, RAG, natural-language-to-SQL, or enterprise AI systems.
  • Strong ability to translate complex data and business documentation into structured context.

Programming / Markup Languages
  • Strong YAML and JSON authoring skills.
  • Working knowledge of Markdown for structured documentation.
  • Basic to intermediate Python for parsing, transformation, validation, and repository automation.
  • Familiarity with SQL for understanding data mappings.
  • Optional: familiarity with schema validation formats such as JSON Schema or Pydantic models.

Systems / Tools
  • Git-based repository management.
  • Document repositories such as SharePoint, Confluence, or enterprise content stores.
  • Vector search or retrieval systems conceptually.
  • Metadata repositories or data catalogs.
  • CI/CD pipelines for publishing context assets.

Desired Qualifications
  • Experience with enterprise process management systems (POP, ARIS,SDAR)
  • Exposure to GenAI platforms and LLM-based enterprise solutions
  • Knowledge of regulatory and compliance-driven data environments
  • Experience with Copilot, Azure DevOps, GitHub, OpenSearch, vector databases, or enterprise RAG platforms.


Thank you!
Hemant Pandey
Innovator || Innova Solutions
+1 210-881-3112
Hemant.pandey@Innovasolutions.com

PAY RANGE AND BENEFITS:
Pay Range*: $50-$55 per hour
*Pay range offered to a successful candidate will be based on several factors, including the candidate's education, work experience, work location, specific job duties, certifications, etc.

Benefits: Innova Solutions offers benefits( based on eligibility) that include the following: Medical & pharmacy coverage, Dental/vision insurance, 401(k), Health saving account (HSA) and Flexible spending account (FSA), Life Insurance, Pet Insurance, Short term and Long term Disability, Accident & Critical illness coverage, Pre-paid legal & ID theft protection, Sick time, and other types of paid leaves (as required by law), Employee Assistance Program (EAP).

ABOUT INNOVA SOLUTIONS: Founded in 1998 and headquartered in Atlanta, Georgia, Innova Solutions employs approximately 50,000 professionals worldwide and reports an annual revenue approaching $3 Billion. Through our global delivery centers across North America, Asia, and Europe, we deliver strategic technology and business transformation solutions to our clients, enabling them to operate as leaders within their fields.

Recent Recognitions:
  • Named One of America’s Best Employers for New Grads by Forbes (2024
  • Named One of the Best Companies to Work for by U.S. News & World Report (Private Companies List, 2024-2025)
  • One of the Largest IT Staffing Firms in the US – Ranked #3 by Staffing Industry Analysts (SIA, 2024)
  • One of the Largest Staffing Firms in the US – Ranked #13 by Staffing Industry Analysts (SIA, 2024; includes Innova Solutions, Volt, & HireGenics)
  • Named One of the Top Ten Private Companies in Atlanta by the Atlanta Business Chronicle (2023)
  • One of the Largest Certified Minority Business Enterprises (MBEs) in the United States (NMSDC, 2024)
  • AWS Advanced Tier Services Partner with 100+ certifications

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AI context Engineering • Plano, Texas

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