Botir Khaltaev

Botir Khaltaev

A founder focused on LLM infra
45 points

Forums

Claude by Anthropicp/claudefmerian

19d ago

What's the best AI model for coding?

New AI models pop up every week. Some developer tools like @Cursor, @Zed, and @Kilo Code let you choose between different models, while more opinionated products like @Amp and @Tonkotsu default to 1 model.

Curious what the community recommends for coding tasks? Any preferences?

Botir Khaltaev

28d ago

Nordlys Hypernova - The best model for coding

Nordlys Hypernova is the top scoring Mixture of Models for coding, reaching 75.6 percent on SWE Bench. It selects the best LLM per task and integrates into existing IDEs and agents like Claude Code, Cursor, and more.
Botir Khaltaev

4mo ago

Adaptive: AI dev tools with the same experience, 60–90% cheaper

We just shipped Adaptive s dev tool integrations, now supporting Claude Code, OpenAI Codex, Kilo Code, Cline and more.

Same experience.
Same workflow.
Up to 90% cheaper.

Adaptive automatically routes each request to the best model for the job.
It benchmarks models by task type, domain, and complexity, then picks the most efficient one that still meets quality thresholds.

Under the hood, it uses NVIDIA s Prompt Task & Complexity Classifier and builds on Google s UniRoute for model generalization.

Botir Khaltaev

5mo ago

Built Adaptive Claude Code - Cut Your AI Development Costs by 60-80% with Smart Routing

Hey Product Hunt community! I wanted to share something I've been working on that might help fellow developers dealing with expensive Claude Code bills.

The Problem: Claude Code is amazing for development - it understands your entire codebase, writes code, handles git operations, and works directly in your terminal. But the pricing tiers ($20, $70, $200/month) can get expensive, especially for teams or heavy users who need the higher plans.

What I Built: Adaptive Claude Code uses our intelligent routing API to cut Claude Code costs by 60-90% without sacrificing quality. It works by analyzing each prompt (complexity, tool usage, context) with a DeBERTa classifier and automatically routes simple tasks to cheaper models while sending complex reasoning to premium ones.

Why It's Different: Most cost-saving approaches require you to manually choose models or compromise on quality. Adaptive Claude Code makes the decision automatically in ~20ms, so your development workflow stays identical - same claude command, same codebase understanding, same file editing capabilities, just way cheaper.

Botir Khaltaev

5mo ago

Adaptive - Choose the best model for your task

Adaptive cuts LLM costs by up to 90% while boosting response quality. Real-time routing, semantic caching, and automatic failover ensure cheaper, faster, more reliable inference, with zero setup and no vendor lock-in.