Frequently Asked Questions
What is NCERT Vidya?
NCERT Vidya is Readheights' open-source tutoring LLM, fine-tuned from Qwen3.5 on NCERT Classes 6-12 textbooks, IIT-JEE and NEET exam content. Two sizes are released — NCERT Vidya 4B (Qwen3.5-4B base, fits a 24 GB consumer GPU like an RTX 3090/4090 with QLoRA 4-bit) and NCERT Vidya 9B (Qwen3.5-9B base, the flagship, trained on an RTX 5090 with 32 GB VRAM; scored 4.60/5.0 on a Gemini-judge tutoring evaluation). Both go through the same CPT → SFT → DPO training pipeline, with an optional GRPO stage for JEE/NEET reasoning alignment. Source: github.com/saketnayak/ncert_vidya. Weights: huggingface.co/neo-saket/vidya-4b and vidya-9b. Pull on Ollama: `ollama pull neosaket/vidya:9b` (model page at ollama.com/neosaket/vidya, requires Ollama 0.24.0+).
What is AgentFloor / Trading Command Center?
AgentFloor (a.k.a. Trading Command Center) is Readheights' MIT-licensed, self-hosted AI research cockpit for stocks and crypto. It wraps the open-source TradingAgents framework (analyst team, researcher debate, trader decision, risk manager) in a streaming web UI with daily portfolio briefings, scheduled watchlists and outcome tracking at +7d/+14d/+30d/+90d. Stack is FastAPI + Next.js + Postgres in Docker Compose; market data via Finnhub, Alpha Vantage and CoinGecko. Bring your own API keys for OpenAI, Anthropic, Google or local Ollama/vLLM. Source: github.com/saketnayak/trading-command-center. It is research tooling, not investment advice.
What does the Claude Cert Academy cover?
Claude Cert Academy (live at claudecertacademy.com) is Readheights' independent certification platform for Claude and AI engineering. Six live tracks — Claude 101 (free), AI Fluency, Claude AI Fundamentals, Claude Code Certified Professional, Agentic Systems Engineer and MCP Professional — plus CCA Advanced and Enterprise Platform Lead coming soon. Each live track has scored mock tests with full rationale and a verifiable credential at claudecertacademy.com/verify/<code>. A Flutter mobile app ('AI Cert Academy') for Android + iOS is in active development. The Academy is independently run by Readheights and is not affiliated with or endorsed by Anthropic, PBC; 'Claude' is a trademark of Anthropic.
What IoT solutions does Readheights Technologies offer?
We provide end-to-end IoT solutions including sensor integration, device management platforms, real-time data analytics dashboards, and custom firmware development. Our solutions span smart home automation, industrial monitoring, and connected health devices.
How does your IoT development process work?
Our IoT development follows a structured approach: requirements analysis, hardware selection and prototyping, firmware and software development, cloud integration, testing and QA, and deployment with ongoing support. We work closely with clients at every stage.
What types of Android applications do you develop?
We develop a wide range of Android applications including consumer-facing apps, enterprise solutions, IoT companion apps, AI-powered applications, and e-commerce platforms. We use modern technologies like Kotlin, Jetpack Compose, and follow Material Design guidelines.
Do you publish apps on the Google Play Store?
Yes, we handle the entire app lifecycle from development through Play Store submission. We ensure compliance with Google's policies, optimize store listings for discoverability, and provide post-launch maintenance and updates.
What Generative AI services do you provide?
Our Generative AI services include custom LLM integration, AI-powered chatbots and assistants, prompt engineering solutions, content generation tools, and AI workflow automation. We leverage cutting-edge models to build intelligent applications tailored to your needs.
Can you integrate AI into our existing applications?
Absolutely. We specialize in integrating Generative AI capabilities into existing systems — whether it's adding an intelligent assistant to your app, automating content creation workflows, or building AI-powered search and recommendation features.
How do you determine project pricing?
Pricing depends on the project scope, complexity, technology stack, and timeline. We offer both fixed-price and time-and-materials engagement models. Contact us with your project details for a free consultation and customized quote.
What is a typical project timeline?
Timelines vary by project complexity. A simple mobile app may take 4-8 weeks, while a full IoT solution with hardware and cloud components can take 3-6 months. We provide detailed timelines during the planning phase and keep you updated throughout development.
Do you offer ongoing support and maintenance?
Yes, we offer flexible support and maintenance plans that include bug fixes, performance optimization, feature enhancements, security updates, and infrastructure monitoring to keep your applications running smoothly.
How can I get started with Readheights Technologies?
Simply reach out through our contact page or email us at [email protected]. We'll schedule a free consultation to discuss your project requirements, goals, and how we can help bring your vision to life.
Still have questions?
Can't find the answer you're looking for? Reach out to our team and we'll be happy to help.
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