Phi-4-mini vs Gemma 3 vs Qwen3 vs SmolLM3: On-Device SLMs in 2026
A hands-on comparison of the four small language models I tested in production builds during 2026 — benchmarks, memory footprints, licensing traps, and what broke on real phones.
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A hands-on comparison of the four small language models I tested in production builds during 2026 — benchmarks, memory footprints, licensing traps, and what broke on real phones.
I tested four production LLM guardrail stacks across six AI products I shipped. Honest comparison of Lakera, NeMo Guardrails, Guardrails AI, and Pillar Security — latency, pricing, and what I actually run in production.
A working engineer's view of the four libraries that actually solve the malformed-JSON problem in production AI: Instructor, BAML, Outlines, and Pydantic AI. Real benchmark numbers from 1.4M monthly LLM calls.
I ran the same LoRA fine-tune of Llama 3.1 8B on four platforms with 12,400 training pairs from our SmartExam product. Real costs, training times, inference latency, and the multi-adapter math that decided which one we shipped.
Hands-on comparison of Claude Skills and MCP servers from six AI products in production. Token economics, OAuth gaps, and a decision framework.
GPT-5.4 brings a 1M token context window, native computer use, and tunable reasoning effort to the OpenAI API. Here is a practical breakdown from integrating it into two production systems.
After building ContentForge AI Studio and DocSumm AI Summarizer with both frameworks, here is my honest production comparison of PydanticAI vs LangChain in 2026 — type safety, ecosystem, developer experience, and where each actually wins.
Choosing between n8n, Zapier, and Make for AI automation in 2026? This in-depth comparison covers pricing, AI capabilities, and which platform wins for your specific team and workflow needs.
The MCP vs CLI debate is missing the point. Local MCP is indeed overkill, but server-side MCP for enterprise auth, telemetry, and standardization is just getting started.