Python AI Infrastructure Distributed Systems Chatbots Telegram Bots Web3
Builder of HoneyChat. Backend + infrastructure for AI companion products — persistent-memory chat, multi-tier LLM routing, GPU image/video pipelines. Background in Web3 tooling (LayerZero automation, Snapshot governance bots). Writes about the engineering behind production AI chatbots.
Testing Methodology
Each app is tested for at least 2 weeks, on multiple devices, with both free and paid tiers. We verify claimed features, measure response times, and evaluate memory retention over time. Competitors are reviewed fairly with links to their official sites. Statistics come from cited public sources. All HoneyChat limitations (free tier caps, no web version, newer platform) are always disclosed.
Recent Articles
Character consistency in AI image generation — where prompts break down and LoRA helps
April 19, 2026
IP-Adapter + LoRA for product catalog rendering — putting shop items on AI characters
April 19, 2026
LLM routing per tier via OpenRouter — when one model doesn't fit all
April 19, 2026
Persistent-memory AI companion — dual-layer Redis + ChromaDB architecture
April 19, 2026