AGENTIC INTELLIGENCE // SECURE VECTOR RAG

Autonomous AI Solutions &Agentic Workflow Automation

Enterprise AI engineering: private RAG pipelines, autonomous tool-calling agents, custom model fine-tuning, and automated operational workflows that cut manual hours by 60%+.

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TELEMETRY // Autonomous AI Solutions &

VERIFIED

Inference Speed

140+ tok/s

Real-Time Streaming Responses

Context Accuracy

99.4%

Citation-Based Guardrails

Token Cost Cut

-65%

Prompt Caching & Semantic Routing

Data Security

100% Private

Zero Third-Party Model Training

>_IP Ownership:100% Guaranteed

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System Topology

Autonomous Agentic RAG Pipeline

Secure contextual knowledge retrieval and autonomous tool execution

STEP 01VERIFIED GATE

Query & Guardrails

NeMo Guardrails & PII Filter

Sanitizes sensitive inputs, blocks prompt injection attacks, and enforces compliance.

STATUSACTIVE PIPELINE

STEP 02VERIFIED GATE

Hybrid Semantic Search

Qdrant / Pinecone Vector DB

Dense embedding similarity + sparse keyword matching across company documents.

STATUSACTIVE PIPELINE

STEP 03VERIFIED GATE

Agentic Multi-Step Reasoning

Claude 3.5 / GPT-4o / DeepSeek

Synthesizes contextual chunks and formulates multi-step autonomous tool calls.

STATUSACTIVE PIPELINE

STEP 04VERIFIED GATE

Tool Execution & Stream

Python FastAPI Webhooks

Updates databases, triggers external APIs, and streams formatted output to user.

STATUSACTIVE PIPELINE

Modular Architecture

Deep-Dive Engineering Modules

Every system is decomposed into robust, battle-tested architectural layers built for fault tolerance.

01ZERO DATA LEAKAGE

Private Vector RAG Knowledge Base

Transform thousands of internal PDFs, Notion docs, codebases, and databases into a semantic search engine without training public models.

Hierarchical text chunking algorithms preserving contextual meaning

Hybrid dense/sparse retrieval combining vector similarity with BM25 keywords

Cross-encoder re-ranking ensuring top retrieved chunks are 100% relevant

Isolated self-hosted vector database clusters with encrypted storage

Technical Specification:Qdrant Vector DB + OpenAI text-embedding-3-large + Cohere Rerank

02LANGGRAPH & CREWAI

Autonomous Tool-Calling Multi-Agent Swarms

Intelligent software agents that don't just answer questions—they take action across internal APIs, update CRM records, and trigger workflows.

Multi-agent graph topologies coordinating specialized researcher and writer agents

Strict function-calling schema enforcement preventing malformed API requests

Human-in-the-loop verification gates for critical transactions ($100+)

State persistence allowing agents to pause, wait for webhooks, and resume

Technical Specification:Python 3.12 + LangGraph + FastAPI + Redis State Checkpointer

03SOC2 & HIPAA COMPLIANT

Enterprise PII Sanitization & Security Perimeters

Automated detection and redaction of customer names, credit card numbers, and medical identifiers before hitting LLMs.

Zero-data-retention enterprise API agreements with OpenAI and Anthropic

Local NER (Named Entity Recognition) models stripping PII prior to egress

Prompt injection attack mitigation and jailbreak circuit breakers

Full query-response audit logging for regulatory compliance

Technical Specification:Microsoft Presidio PII Engine + NeMo Guardrails

04COMPLEX DOCUMENT EXTRACTION

Multimodal Document Intelligence & OCR

Extract structured JSON data from messy real-world invoices, scanned legal agreements, financial statements, and receipts.

Multimodal vision models extracting tables with accurate column alignments

Confidence scoring per extracted field with automated review flags

Batch processing queues handling thousands of documents concurrently

Direct webhook sync into QuickBooks, Salesforce, and internal databases

Technical Specification:GPT-4o Vision + Amazon Textract + Celery Async Queue

05LLAMA 3 & DEEPSEEK

Open-Source Model Fine-Tuning & Self-Hosting

Deploy private, fine-tuned open-source models inside your own AWS VPC for total data sovereignty and zero per-token cloud costs.

LoRA / QLoRA parameter-efficient fine-tuning on proprietary company data

vLLM high-throughput inference engine with continuous batching

Quantization (FP8 / INT4) reducing GPU memory requirements by 50%

Dedicated GPU instances (AWS EC2 G5 / H100) inside private subnets

Technical Specification:vLLM Inference Server + HuggingFace TGI + PyTorch

06WEBSOCKETS & WEBRTC

Sub-300ms Real-Time Token Streaming & Voice Agents

Conversational voice and text assistants with natural interruptions, emotional inflection, and sub-second conversational latency.

WebRTC audio streaming channels for natural bidirectional voice conversations

Deepgram Nova-2 ultra-fast speech-to-text transcription

ElevenLabs / Cartesia expressive voice synthesis with custom brand clones

Turn-taking algorithms handling human interruptions gracefully

Technical Specification:WebRTC + Deepgram STT + Cartesia Voice + FastAPI

Production Tooling

Battle-Tested Technology Stack

Strictly modern, open-source, and long-term durable frameworks with zero proprietary lock-in.

LLMs & Intelligence

Anthropic Claude 3.5

OpenAI GPT-4o

DeepSeek R1

Llama 3.1 70B

Mistral

Frameworks & Agents

LangGraph

CrewAI

LlamaIndex

Python 3.12

FastAPI

Vector Databases

Qdrant

Pinecone

pgvector

ChromaDB

Redis VSS

Observability & Infra

Langfuse

vLLM

Docker

AWS EC2 GPU

Celery + Redis

Sprint Roadmap

Phased Sprint Delivery Lifecycle

Predictable 2-week agile sprints with tangible deliverables and live demos at every milestone.

Sprint 01Weeks 1 - 2

Data Audit & Knowledge Ingestion Pipeline

Document parsing scripts, vector database index, semantic retrieval benchmark.

SIGNED OFF

Sprint 02Weeks 3 - 4

Agent Graph Design & Tool Integrations

LangGraph agent state machine, tool-calling APIs, PII sanitization filters.

SIGNED OFF

Sprint 03Weeks 5 - 6

Streaming UI & Interactive Testing Cockpit

Next.js streaming chat interface, user feedback logging, latency optimization.

SIGNED OFF

Sprint 04Weeks 7 - 8

Security Hardening & Token Cost Optimization

Prompt caching setup, prompt injection testing, Langfuse observability dashboard.

SIGNED OFF

Sprint 05Weeks 9 - 10

Production Release & Staff Enablement

Live API gateway, team training session, complete codebase transfer.

SIGNED OFF

Tangible Handover

What You Receive Upon Completion

Complete operational independence with 100% intellectual property transfer and documentation.

Python FastAPI + LangGraph Repo

Private AI Agent Codebase

Modular microservice with full typing, unit tests, and Docker container setup.

INCLUDED IN REPO

Automated Ingestion ETL

Vector Embedding Pipeline Scripts

Automated scripts that update vector embeddings as your internal knowledge base changes.

INCLUDED IN REPO

Self-Hosted or Cloud Workspace

Langfuse Telemetry Dashboard

Complete observability into token costs, user queries, latency bottlenecks, and feedback.

INCLUDED IN REPO

Compliance Deck

Security & Guardrails Specification

Documentation of PII sanitization rules and zero-data-retention model configurations.

INCLUDED IN REPO

Production Case Study

HealthTech & MedAI

Representative Implementation: Clinical Laboratory Management (LIMS)

The Architectural Challenge

Doctors were spending 15+ hours/week digging through 500k+ clinical trial PDFs to match patient symptoms to treatment protocols.

The Deployed Engineering Solution

Engineered private Qdrant RAG pipeline with hybrid search and Claude 3.5 Sonnet context synthesis.

Validated Business OutcomesLIVE AUDIT

KPI 01

400% Faster

Query Speed

KPI 02

12 hrs/wk

Doctor Hours Saved

KPI 03

99.4%

Clinical Relevance

Transparent Pricing

Investment & Delivery Tiers

Milestone-gated fixed sprint agreements with 100% intellectual property transfer and no hidden fees.

RAPID AUTOMATION4 - 5 Weeks

AI Knowledge Agent MVP

$4,500 - $7,500

Custom RAG agent trained on company documentation with streaming web UI.

Private vector database indexing (Qdrant / Pinecone)

Claude 3.5 or GPT-4o RAG pipeline integration

Next.js streaming chat widget with citation sources

Basic PII sanitization guardrails

30-day post-launch hypercare

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MOST POPULAR6 - 9 Weeks

Autonomous Multi-Agent Pod

$8,500 - $15,000

Multi-agent system that executes external tool calls, updates CRMs, and automates processes.

LangGraph multi-agent decision topologies

Direct API tool execution (Salesforce, Stripe, DBs)

Multimodal vision document extraction (PDFs/receipts)

Langfuse token cost & telemetry observability

Comprehensive security audit & jailbreak testing

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MAXIMUM PRIVACY10 - 14 Weeks

Private Model Self-Hosted

$16,000 - $28,000+

Fine-tuned open-source model running on dedicated private cloud GPUs with zero API fees.

LoRA fine-tuning on proprietary enterprise dataset

vLLM self-hosted GPU inference engine in your VPC

Zero third-party token consumption costs

Sub-100ms response latency on dedicated hardware

Dedicated senior AI engineering team

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Technical Clarity

Frequently Asked Questions

Direct technical answers to common questions regarding our Autonomous AI Solutions & engineering protocol.

Never. We exclusively use commercial enterprise API agreements with strict Zero-Data-Retention (ZDR) clauses, meaning inputs and outputs are never stored, logged, or used for model training.

INTEGRATED ENGINEERING ECOSYSTEM