Agent ToolingGGUF vs AWQ vs GPTQ: Which Quantization Fits Your Runner
Ollama cannot load a raw AWQ or GPTQ safetensors file; only GGUF works everywhere. Here is the compatibility table and the 2026 benchmark numbers behind the pick.
Agent ToolingOllama cannot load a raw AWQ or GPTQ safetensors file; only GGUF works everywhere. Here is the compatibility table and the 2026 benchmark numbers behind the pick.
Agent ToolingOpenCode's MIT license and 75+ providers versus Claude Code's polished, subscription-billed CLI: the pricing, config, and benchmark numbers that decide which fits your 2026 stack.
Frameworks & OrchestrationMicrosoft Agent Framework hit 1.0 GA in April 2026 as the AutoGen and Semantic Kernel successor. Pydantic AI ships weekly and stays model-agnostic; here is how they compare.
Agent ToolingSelf-hosting E2B costs about $1,250/mo in GCP infrastructure versus $150/mo on the cloud tier. Here is the real Terraform setup, AWS limits, and cost math.
Frameworks & OrchestrationPydantic AI hit v2.0.0 on June 23, 2026 while OpenAI Agents SDK went sandbox-native; here is which framework to pick.
Frameworks & OrchestrationAutoGen is in maintenance mode and Pydantic AI just shipped v2.0. Here is how the two frameworks actually compare and when migrating pays off.
Observability & TracingLangfuse traces production LLM apps on Postgres and ClickHouse under MIT license. Arize Phoenix evaluates them with one pip install under the non-OSI ELv2 license.
Briefing