Software Developer/Engineer (Mid Level experience)

Core Experience: <\/b>
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• Hands\-on experience deploying open\-source LLMs such as Meta Llama 3 and Mistral \/ Mixtral in on\-prem or private environments
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• Strong proficiency in Python for LLM inference, prompt engineering, and integration
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• Experience with CPU\-based inference, model quantization, and performance tuning <\/span>
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  Vector Databases & RAG: <\/b>
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  • Practical experience with open\-source vector databases such as Qdrant, Chroma, Milvus, or pgvector
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  • Proven implementation of Retrieval\-Augmented Generation (RAG) pipelines
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  • Experience generating and managing embeddings and metadata filtering <\/span>
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    Security & Governance: <\/b>
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    • Understanding of data privacy, air\-gapped deployments, and enterprise security requirements
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    • Experience implementing access controls and audit logging <\/span>
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      Nice to Have: <\/b>
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      • Experience with LangChain or LlamaIndex
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      • Exposure to Rust, Go, or C++ for high\-performance services
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      • Familiarity with Docker and Kubernetes for on\-prem deployments
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      • Knowledge of inference frameworks (e.g., vLLM, llama.cpp, Hugging Face Transformers)
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      • Prior work in regulated or enterprise environments <\/span>
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        Deliverables: <\/b>
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        • Reference architecture and deployment guidance
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        • Working prototype (LLM + vector DB + RAG)
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        • Documentation and knowledge transfer to internal teams <\/span>
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          If you are: bright, motivated, skilled, a difference\-maker, able to get things done, work with minimum direction,

          
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          enthusiastic, a thinker, able to juggle and multi\-task, communicate effectively, and lead, then we would like to

          
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          hear from you. We need exceptionally capable people for this role for our client, so get back to us and tell us why

          
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          you think you are a fit.

          
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          About Us: <\/b>
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          Since 2000, Tri\-Force Consulting Services (<\/a>) has been an MBE\/SDB certified IT

          
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          Consulting firm in the Philadelphia region. Tri\-Force specializes in IT staffing, software development (web and

          
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          mobile apps), systems integration, data analytics, system automation, cybersecurity, and cloud technology

          
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          solutions for government and commercial clients. Tri\-Force works with clients to overcome obstacles such as

          
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          increasing productivity, increasing efficiencies through automation, and lowering costs. Our clients benefit from

          
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          our three distinguishing core values: integrity, diligence, and technological excellence. Tri\-Force is a six\-time

          
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          winner among the fastest\-growing companies in Philadelphia and a four\-time winner on the Inc. 5000 list of the

          
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          nation's fastest\-growing companies.

          
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          <\/body>
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