# Riverborn

> Riverborn is an AI systems development company based in Bangladesh (Mirpur DOHS, Dhaka). We build agentic AI systems, custom AI workflows, autonomous enterprise tools, and high-impact products for businesses globally. Website: https://riverborn.com

## Core Proprietary Systems
- **[Chitron](https://riverborn.com/systems/chitron)**: Creative image and video generation & editing engine.
- **[Dhoni](https://riverborn.com/systems/dhoni)**: Voice and audio AI synthesis, speech recognition, and conversational voice agents.
- **[Jachai](https://riverborn.com/systems/jachai)**: Automated data validation, compliance verification, and fact-checking AI.
- **[Nongor](https://riverborn.com/systems/nongor)**: High-performance on-device & local RAG architecture for privacy-first enterprise search.
- **[Nothi](https://riverborn.com/systems/nothi)**: Intelligent document extraction, OCR, and automated structured data parsing.
- **[Rachona](https://riverborn.com/systems/rachona)**: AI-driven content generation, technical writing, and automated copywriting.
- **[Rupon](https://riverborn.com/systems/rupon)**: Visual intelligence, computer vision, and graphic analysis platform.

## Engineering Capabilities & Services
- **[Agentic AI Systems Development](https://riverborn.com/capabilities/agentic-ai-systems)**: Riverborn designs and deploys enterprise agentic AI systems. Multi-agent orchestration architectures, Guardian Agent governance, and autonomous decision infrastructure built for production scale
- **[AI Agent Development Services](https://riverborn.com/capabilities/ai-agent-development)**: Custom autonomous agents for sales, support, operations, and technical workflows.
- **[AI Consulting & Strategy](https://riverborn.com/capabilities/ai-consulting)**: AI readiness audits, architecture design, and enterprise AI transformation roadmaps.
- **[AI Content & Video Production](https://riverborn.com/capabilities/ai-content-video-production)**: Studio-grade AI video generation, automated creative production, and video pipelines.
- **[AI Integration Services](https://riverborn.com/capabilities/ai-integration-services)**: Connecting LLMs (OpenAI, Anthropic, Gemini, Llama) with existing databases and legacy software.
- **[AI MVP Development](https://riverborn.com/capabilities/ai-mvp-development)**: 30-day rapid prototyping to turn concepts into production-ready AI software.
- **[AI Workflow Automation](https://riverborn.com/capabilities/ai-workflow-automation)**: Eliminating manual tasks through event-driven AI agents and API orchestrations.
- **[Chatbot Development](https://riverborn.com/capabilities/chatbot-development)**: Domain-trained conversational assistants with memory and retrieval augmentation.
- **[Computer Vision Development](https://riverborn.com/capabilities/computer-vision-development)**: Object detection, visual inspection, and image analysis models.
- **[Generative AI Development](https://riverborn.com/capabilities/generative-ai-development)**: Custom fine-tuning, prompt engineering, and multimodal model integrations.
- **[NLP & RAG Development](https://riverborn.com/capabilities/nlp-rag-development)**: Enterprise RAG systems with vector databases, hybrid search, and semantic ranking.
- **[Voice AI Agent Development](https://riverborn.com/capabilities/voice-ai-agent-development)**: Real-time low-latency voice assistants for phone calls and web interfaces.

## Engagement Packages
- **[30-Day AI Agent MVP](https://riverborn.com/packages/30-day-ai-agent-mvp)**: Rapid development of a working AI agent MVP in 4 weeks.
- **[AI Integration Sprint](https://riverborn.com/packages/ai-integration-sprint)**: Fast-track integration of AI models into existing production apps.
- **[AI Readiness Audit](https://riverborn.com/packages/ai-readiness-audit)**: Technical audit of company data, infrastructure, and workflows for AI adoption.
- **[AI Strategy Workshop](https://riverborn.com/packages/ai-strategy-workshop)**: Executive workshop to identify high-ROI AI opportunities.
- **[AI Workflow Automation Audit](https://riverborn.com/packages/ai-workflow-automation-audit)**: Process mapping and ROI analysis for automating repetitive operations.

## Case Studies & Portfolio
- **[Sharathi](https://riverborn.com/case-studies/sharathi)**: Open-source AI agent that auto-replies to Facebook Messenger 24/7 with a live dashboard and human handoff.
- **[Conversation Platform](https://riverborn.com/case-studies/conversation-platform)**: Scalable multi-channel agentic conversation management.
- **[PhotoFox AI](https://riverborn.com/case-studies/photofox-ai)**: Automated AI photo enhancement and background generation.
- **[Anchor](https://riverborn.com/case-studies/anchor)**: AI-driven financial document analysis and data extraction.
- **[ApexGolf](https://riverborn.com/case-studies/apexgolf)**: Specialized computer vision for sports analytics.
- **[InvoiceAgent](https://riverborn.com/case-studies/invoiceagent)**: Autonomous invoice parsing and accounting sync.
- **[HeyLuna](https://riverborn.com/case-studies/heyluna)**: Voice-first AI assistant for desktop and mobile.
- **[Quizmaker](https://riverborn.com/case-studies/quizmaker)**: Automated quiz generation from educational material.
- **[Scribble to Art](https://riverborn.com/case-studies/scribble-to-art)**: Real-time generative canvas for sketch-to-render workflows.
- **[Vocalo](https://riverborn.com/case-studies/vocalo)**: High-speed real-time speech translation engine.
- **[Offline AI Chat](https://riverborn.com/case-studies/offline-ai-chat)**: Privacy-focused zero-cloud local LLM execution engine.

## Solutions by Department
- [Customer Support](https://riverborn.com/departments/customer-support)
- [Finance & Accounting](https://riverborn.com/departments/finance-accounting)
- [HR & People Operations](https://riverborn.com/departments/hr-people-operations)
- [IT & Engineering](https://riverborn.com/departments/it-engineering)
- [Legal & Compliance](https://riverborn.com/departments/legal-compliance)
- [Marketing](https://riverborn.com/departments/marketing)
- [Operations](https://riverborn.com/departments/operations)
- [Sales](https://riverborn.com/departments/sales)

## Solutions by Industry
- [E-commerce & Retail](https://riverborn.com/industries/ecommerce-retail)
- [Education & EdTech](https://riverborn.com/industries/education)
- [Financial Services & Fintech](https://riverborn.com/industries/financial-services)
- [Healthcare & Life Sciences](https://riverborn.com/industries/healthcare)
- [Manufacturing & Logistics](https://riverborn.com/industries/manufacturing)
- [Media & Entertainment](https://riverborn.com/industries/media-entertainment)
- [Real Estate & PropTech](https://riverborn.com/industries/real-estate-proptech)
- [SaaS & Technology](https://riverborn.com/industries/saas-technology)
- [Tourism & Hospitality](https://riverborn.com/industries/tourism-hospitality)

## Solutions by Business Size
- [Enterprise](https://riverborn.com/businesses/enterprise)
- [Mid-Market](https://riverborn.com/businesses/mid-market)
- [Series Seed to Series C](https://riverborn.com/businesses/series-seed-to-c)
- [Startups & Early Stage](https://riverborn.com/businesses/startups)

---

## Careers at Riverborn

> We are building proof that brilliance is not bound by geography. We hire top engineers, designers, creators, operators, and storytellers to build world-class AI from Bangladesh. Main Careers Page: https://riverborn.com/careers

### Active Hiring Positions

#### 1. Personal Content Producer (Active — Hiring)
- **Role**: Work directly with the founder to document building in public, capture raw and cinematic moments, travel domestically and internationally, and produce high-impact content.
- **Location**: Mirpur DOHS, Dhaka, Bangladesh (In-person + 100% Sponsored Travel).
- **Key Responsibilities**: Capture planned and spontaneous video/photo content, manage studio production gear, turn conversations into stories, travel with founders/team to high-profile events.
- **Perks & Compensation**: 100% sponsored travel, unprecedented core access, competitive salary with rapid impact-based reviews, festival bonuses, performance bonuses, subsidized lunch, unlimited snacks & espresso.
- **Application Form**: https://forms.gle/b8HDMyFTqy9Ygwfc6
- **Full Job Details**: https://riverborn.com/careers/personal-content-producer

#### 2. Graphic Designer (Position Filled)
- **Status**: Filled / Closed.
- **Full Job Details**: https://riverborn.com/careers/graphic-designer

### Standard Benefits & Culture
- **Top-of-Market Compensation**: Market-leading salaries in Bangladesh with bi-annual reviews.
- **Festival & Performance Bonuses**: Two annual festival bonuses (50% of gross salary each) plus performance incentives.
- **Fully Subsidized Lunch & Unlimited Snacks**: Free hot meals and unlimited coffee/snacks at the studio daily.
- **Annual Retreat**: Fully sponsored yearly company trip.
- **Studio Environment**: Modern, state-of-the-art studio space in Mirpur DOHS, Dhaka.
- **Culture Page**: https://riverborn.com/culture

---

## Engineering Blog & Technical Articles
Main Blog Page: https://riverborn.com/blog

- [We're now an OpenAI Select Partner](https://riverborn.com/blog/openai-select-partner): Riverborn is now an OpenAI Select Partner, earned on the strength of production AI systems already running, measured, and relied on worldwide.
- [How I Built an AI Invoice Extractor with GPT-4o Vision and Nuxt 3](https://riverborn.com/blog/how-i-built-an-ai-invoice-extractor): Traditional OCR and regex parsers break the moment an invoice layout changes. Here is how I built an AI invoice extractor that turns messy PDFs and receipts into structured data with a built-in human feedback loop.
- [How I Built EasyDraft: An AI Content Writer With the OpenAI Agents SDK](https://riverborn.com/blog/how-i-built-easydraft-openai-agents-sdk): A multi-agent content generation platform built on the OpenAI Agents SDK, where six specialized agents research, write, fact-check, score, and publish content, with a human still in the loop.
- [What Building Our Own Offline AI App Taught Us About On-Device AI for Clients](https://riverborn.com/blog/what-building-our-own-ai-app-taught-us): Before we build an AI system for a client, we usually build it for ourselves first. Here's what broke, what we learned, and why it changes how we scope similar work.
- [Why On-Device AI Beats Cloud AI on Privacy and Cost](https://riverborn.com/blog/why-on-device-ai-beats-cloud-ai-on-privacy-and-cost): Cloud AI processes every message on someone else's server and meters every request. On-device inference breaks both problems. Here's the trade-off, honestly.
- [Offline Voice: Why We Only Ship One Speech-to-Text Engine, and Two Text-to-Speech Voices](https://riverborn.com/blog/offline-speech-to-text-and-text-to-speech): Not every part of an offline voice stack needs a choice. Here's why speech-to-text got one engine, and why text-to-speech got a real trade-off instead.
- [We Ship Seven On-Device Models. Here's How We Actually Think About Picking One](https://riverborn.com/blog/choosing-an-on-device-ai-model): There's no single best on-device model. Here's the real lineup we ship, which ones we actually recommend, and why bigger isn't automatically better on a phone.
- [Migrating a Sales AI System from ADK 1.x to ADK 2.0 Workflows](https://riverborn.com/blog/migrating-a-sales-ai-system-from-adk-1x-to-adk-2-0-workflows): How a multi-tenant sales agent system grew from a Google ADK hello-world into a 40-worker orchestrator, then got rebuilt on ADK 2.0 Workflow graphs: what broke, what held up, and what we'd tell any team making the same jump.
- [On-Device RAG Architecture: How Nongor Does Private Document Search](https://riverborn.com/blog/nongor-on-device-rag-architecture): A technical breakdown of Nongor's on-device RAG architecture: hybrid dense and sparse retrieval, reciprocal rank fusion, cross-encoder reranking, citation validation, and running fully local with LM Studio.
- [Why Nested AI Workflows Sometimes Fail to Resume](https://riverborn.com/blog/why-nested-ai-workflows-sometimes-fail-to-resume): Nested human-in-the-loop workflows fail intermittently when an interrupt matches the wrong sub-workflow, or when a resume reads state before the pause write lands. How ADK 2.0, LangGraph, LangChain, CrewAI, AutoGen, and n8n handle both halves.
- [Why AI Agents Restart Instead of Resuming (And How to Fix It)](https://riverborn.com/blog/why-ai-agents-restart-instead-of-resuming-and-how-to-fix-it): A multi-agent coordinator that re-classifies every message will restart mid-flow workflows the moment a human pauses them. The same fix — an active-workflow marker checked before routing — across ADK 2.0, LangGraph, LangChain, CrewAI, AutoGen, and n8n.
- [How a Static IP and a Cloudflare 521 Broke Our GCP Deploy](https://riverborn.com/blog/two-deployment-failures-when-putting-gcp-compute-engine-behind-cloudflare): We shipped a backend to a Compute Engine VM behind Cloudflare. The container came up fine. DNS and a 521 error did not. Two failures, both preventable, both worth knowing before your first deploy.
- [Fixing an Infinite Sync Loop in Our Twenty CRM Integration](https://riverborn.com/blog/fixing-an-infinite-sync-loop-in-our-twenty-crm-integration): We wired bidirectional sync into self-hosted Twenty CRM. Our own writes kept echoing back as inbound changes. The fix wasn't a clever filter — it was storing our API key identity once and comparing against it on every webhook.
- [Introducing Riverborn: The AI Systems Development Partner](https://riverborn.com/blog/introducing-riverborn): An introduction to Riverborn: our mission, the gap we exist to close, what we build, and how we approach production AI engineering.
- [We Didn't Shut Down. Introducing Riverborn](https://riverborn.com/blog/we-didnt-shut-down): The story behind why Connekt Studio retired its name and transitioned into Riverborn to focus on production-grade AI systems.

### Blog Tags & Topics
[AI](https://riverborn.com/tags/ai) • [Engineering](https://riverborn.com/tags/engineering) • [On-Device AI](https://riverborn.com/tags/on-device-ai) • [Announcements](https://riverborn.com/tags/announcements) • [AI Agents](https://riverborn.com/tags/ai-agents) • [Google ADK](https://riverborn.com/tags/google-adk) • [Multi-Agent Systems](https://riverborn.com/tags/multi-agent-systems) • [OpenAI](https://riverborn.com/tags/openai) • [Privacy](https://riverborn.com/tags/privacy) • [LangGraph](https://riverborn.com/tags/langgraph) • [Human-in-the-Loop](https://riverborn.com/tags/human-in-the-loop) • [DevOps](https://riverborn.com/tags/devops) • [Partnerships](https://riverborn.com/tags/partnerships) • [Vision](https://riverborn.com/tags/vision) • [Nuxt](https://riverborn.com/tags/nuxt) • [OCR](https://riverborn.com/tags/ocr) • [Agents](https://riverborn.com/tags/agents) • [Case Study](https://riverborn.com/tags/case-study) • [Voice AI](https://riverborn.com/tags/voice-ai) • [LLM](https://riverborn.com/tags/llm) • [RAG](https://riverborn.com/tags/rag) • [GCP](https://riverborn.com/tags/gcp) • [Cloudflare](https://riverborn.com/tags/cloudflare) • [Twenty CRM](https://riverborn.com/tags/twenty-crm) • [Integration](https://riverborn.com/tags/integration) • [Systems](https://riverborn.com/tags/systems) • [Rebranding](https://riverborn.com/tags/rebranding) • [Company](https://riverborn.com/tags/company)

---

## Core Company Pages & Sitemap
- [Home](https://riverborn.com/)
- [About Us](https://riverborn.com/about)
- [Contact Us](https://riverborn.com/contact)
- [Careers Overview](https://riverborn.com/careers)
- [Our Culture](https://riverborn.com/culture)
- [Our Team](https://riverborn.com/team)
- [Media Kit](https://riverborn.com/media-kit)
- [Become a Partner](https://riverborn.com/become-partner)
- [Case Studies Overview](https://riverborn.com/case-studies)
- [Privacy Policy](https://riverborn.com/privacy-policy)
- [Terms and Conditions](https://riverborn.com/terms-and-conditions)
- [XML Sitemap](https://riverborn.com/sitemap.xml)