AI & Machine Learning
Enterprise RAG Pipelines, Domain-Adapted LLMs & Autonomous Agentic Swarms
Practical enterprise AI systems integrating foundation model fine-tuning, Retrieval-Augmented Generation (RAG), and autonomous agentic workflows.
Semantic Search Latency
Fast hybrid vector query retrieval across millions of docs
Fact Precision
Deterministic guardrails eliminating hallucinated claims
Inference Cost Reduction
Private open-source model quantization vs generic cloud APIs
Architectural Approach & Capabilities
We build deterministic, enterprise-grade AI systems that go far beyond standard chatbot prompts. By deploying Hybrid Vector Search (BM25 + Dense Vectors), autonomous agent swarms with deterministic guardrails, and private model fine-tuning (LoRA), we allow organizations to automate customer support, extract unstructured data, and generate business insights without hallucinations.
Core Deliverables & Capabilities
Targeted modules engineered to resolve operational bottlenecks in this domain.
Enterprise RAG & Hybrid Vector Search
Combining keyword BM25 with Pinecone/Milvus dense vectors for hallucination-free document retrieval with exact citations.
Autonomous Agentic Workflows
Multi-agent architectures (LangGraph/CrewAI) that break down complex business tasks, execute APIs, and validate output.
Private Model Fine-Tuning & Quantization
LoRA/QLoRA adaptation of open foundation models (Llama 3.3, Mistral, DeepSeek) hosted in private VPCs with zero data leakage.
Multimodal Document Intelligence
Sub-second unstructured PDF, invoice, and contract extraction using vision-language models and structured JSON schemas.
What Your Organization Receives
Frameworks, Tools & Infrastructure
Agent Frameworks
Vector Databases
Inference & Serving
Models Supported
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Software & Application Development
End-to-end custom business software, transactional web applications, and cross-platform mobile systems built for speed and long-term maintainability.
Cloud, DevOps & Automation
Multi-cloud architecture, automated CI/CD delivery pipelines, and production Kubernetes clusters engineered for high availability and zero downtime.
Digital Transformation
Modernize legacy monoliths into cloud-native microservices, automate operational workflows, and turn fragmented business data into actionable analytics.
Architect Your Solution With GoTechEdu
Connect directly with our engineering architects to audit your technical requirements and scope a custom deployment plan.