Two current Alibaba models at sub-10B cost points, and one aging Stability AI model that has lost its practical niche. Qwen 2.5 Coder 7B Instruct, released November 2024, is Alibaba's code-specialist at the 7B tier. HumanEval performance competes with DeepSeek Coder 6.7B; the 131K context window is the standout spec for its size — it handles entire file trees as context without chunking. Hosted pricing across providers typically runs below $0.20 per million tokens, and the model's latency characteristics support real-time autocomplete. The Qwen license permits commercial deployment. Qwen 3 8B Instruct is Alibaba's general-purpose model at 8 billion parameters, part of the Qwen 3 family with a 131K context window and competitive multilingual performance. On general benchmarks it trades blows with Llama 3.1 8B while outperforming it on CJK and multilingual evals — relevant for products with East Asian user traffic. Code generation is competent but not the model's primary optimization target. Per-token pricing lands at the sub-$0.10 tier on most hosted providers, making it one of the cheaper capable models at this size. Released under the Qwen license with commercial terms. Stable Code Instruct 3B was Stability AI's lightweight code-completion model, released January 2024. At 3B parameters with a 16K context window, it targeted single-file fill-in-middle completions on constrained hardware. By mid-2026 it has been effectively displaced: Qwen 2.5 Coder 7B and DeepSeek Coder deliver significantly stronger HumanEval scores at comparable or lower hosted cost, and Stability AI's non-commercial community license requires a paid Stability membership for production use — an unnecessary friction cost when Apache-licensed alternatives exist at larger parameter counts. Pick Qwen 2.5 Coder 7B for production code autocomplete and IDE completion pipelines. Pick Qwen 3 8B for mixed workloads that span code and multilingual natural language. Skip Stable Code 3B for new production deployments; it no longer holds a meaningful edge on quality or cost.