- Blog
AI Testing Tools: What Engineers Actually Found
Practitioner reaction to AI testing tools in production: latency, cost surprises, and where the tooling genuinely delivers versus where it falls short.
- Blog
Replicate: What Engineers Actually Found
Replicate looks great in demos. Production tells a different story. Here's what developers on Reddit, HN, and Discord report about cost and cold starts.
- Blog
RAG in Production: What Practitioners Actually Found
An honest look at retrieval augmented generation in real production use, covering latency, costs, edge cases, and what teams actually pair it with.
- Blog
Mistral API: What Engineers Actually Found in Production
Honest practitioner review of Mistral's API in production, covering latency, cost, edge cases, and what teams pair it with.
- Blog
OpenAI Assistants API: What Engineers Actually Found
Honest practitioner reaction to OpenAI Assistants API after 18 months in production. Latency, cost surprises, and where it actually delivers.
- Blog
DeepSeek: What Engineers Actually Found in Production
An honest look at DeepSeek in production, drawing on Reddit threads, HN discussions, and practitioner reports about cost, latency, and reliability.
