Model tides
Notes on streaming AI into real products: clients, models, costs and protocols.
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Gemini streamGenerateContent with alt=sse: Step by Step
Build a Gemini SSE stream step by step, from an authenticated request to event parsing, incremental rendering, and production checks.
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Pay-as-You-Go vs Monthly Passes for Chat Products
A step-by-step guide to comparing token costs, monthly passes, usage limits, and margins as your streaming AI chat product grows.
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Fable vs Opus: Choose a Premium Chat Flagship
A step-by-step guide to comparing Fable and Opus on answer quality, streaming latency, token costs, and premium chat reliability.
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Which Model Streams Code Best in Chat?
Follow a practical walkthrough to compare coding models for streaming speed, code quality, cost, and a smoother chat interface.
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Context Windows and Streamed Replies: A Practical Guide
Learn how context windows affect streamed AI replies, budget tokens, handle output limits, and build reliable real-time experiences.
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How to Pick Models for a Voice Assistant Pipeline
Choose voice assistant models step by step, balancing latency, streaming, tool accuracy, speech quality, and cost with realistic tests.
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MiniMax and Hunyuan Fallbacks for Streaming Chat
Build reliable streaming chat with MiniMax M3 and Hunyuan 4 fallbacks, safe retry rules, clear timeouts, and production monitoring.
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Grok for Conversational Products: A Practical Guide
Build a streaming Grok chat experience step by step, from API setup and conversation state to safety, latency testing, and launch.
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GLM and Qwen for Multilingual Live Chat
Build multilingual live chat with GLM and Qwen, streaming responses, reliable language handling, and practical production safeguards.
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Build Kimi Long-Context Chats With Streaming
Build a streaming Kimi chat interface with secure API calls, context budgeting, incremental rendering, and reliable error handling.
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Build Budget DeepSeek Chatbots That Stream Smoothly
A step-by-step guide to building a budget DeepSeek chatbot with token streaming, secure API access, cancellation, and cost controls.
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Gemini 3.1 Pro vs Claude Opus 5.5: Reasoning Guide
Compare Gemini 3.1 Pro and Claude Opus 5.5 with a step-by-step test for reasoning quality, multi-turn reliability, streaming latency, and cost.
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Gemini Flash Live Summaries: A Step-by-Step Guide
Build live summaries with Gemini Flash, streaming responses, rolling context, and a practical update loop through an OpenAI-compatible API.
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Opus vs Sonnet for Streaming Chat: Step by Step
Compare Opus and Sonnet for streaming chat with practical steps for latency testing, quality evaluation, routing, and Fluxio integration.
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GPT-6.1 Sol for Low-Cost Streaming Assistants
A step-by-step guide to building a fast, token-efficient streaming assistant with GPT-6.1 Sol and Fluxio.
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GPT-6 Astra vs GPT-5.6 Sol: Long-Form Workflow
Compare GPT-6 Astra and GPT-5.6 Sol for long-form writing with a practical workflow covering prompts, streaming, quality checks, and cost.
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When Haiku Is Enough for Real-Time Autocomplete
A step-by-step guide to choosing Claude Haiku 4.5 for fast, useful autocomplete without unnecessary model cost.
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