Senior Full-Stack Engineer
Human Agency5 months ago
Montréal, CanadaSenior
Responsibilities
- Develop backend algorithms to process articles, chunk content, and integrate with LLMs for predictive text generation.
- Build APIs and services that manage and scale application content workflows.
- Create secure PDF upload workflows with encryption compatible with Adobe Acrobat.
- Integrate authentication mechanisms such as Okta for enterprise customer administration.
- Implement data recovery, auditing capabilities, and enterprise-grade administrative tools.
- Collaborate with AI/ML teams to operationalize OCR and generative AI-based solutions.
- Implement RAG use cases using vector databases and data embedding techniques.
- Design large-scale data-processing workflows and dynamic AI-first features such as custom GPTs for enterprise needs.
- Establish CI/CD pipelines and formal software release structures.
- Conduct security evaluations, identify vulnerabilities, and optimize performance across AI-driven SaaS applications.
- Manage infrastructure and workflows for custom AI solutions, including Snowflake and LangChain.
- Build integrations and proof-of-concept applications using company-specific datasets and AI technologies.
- Evaluate and implement tools for classification, indexing, secure data management, internal AI models, and custom LLMs.
Requirements
- Proficiency in Python and Ruby on Rails with significant backend experience.
- Experience designing secure systems, including encryption workflows and document protection mechanisms.
- Hands-on experience integrating generative AI tools such as OpenAI APIs, LangChain, or Hugging Face frameworks into SaaS applications.
- Strong knowledge of RAG techniques, vector databases such as Pinecone and Weaviate, and embedding pipelines.
- Ability to operationalize AI/ML models and build workflows for enterprise clients.
- Frontend development experience with modern frameworks such as React or Vue, including the ability to assess and recommend technology stacks.
- Computer vision and OCR experience, especially with complex document processing and indexing, is preferred.
- Experience with authentication systems such as Okta and enterprise administrative tools is preferred.
- Experience with DevOps, CI/CD pipelines, secure release management, security evaluations, vulnerability assessments, and tool integrations is preferred.
- Strong testing background with automated and manual testing.
- Ability to manage data recovery, audits, and compliance workflows.
- Strong problem-solving, analytical, communication, and collaboration skills.
Benefits
- Location: US or Canada.
- US applicants are full-time; Canadian applicants are independent contractors.
- Collaborative, innovative, and supportive work environment.
- Opportunities to work with enterprise clients on impactful AI and SaaS projects.
Categories
About Human Agency
At Human Agency, we help people with big ideas expand their agency and deliver real impact. We partner with entrepreneurs and help run and grow their companies, embed within large organizations to lead their AI implementation and transformation, and build companies via our venture studio. We bring business, AI, marketing and technology expertise to build and scale innovative organizations from the ground up.