Everything tagged #synthesis.
7 articles. Newest first.
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The chatbot trap — why a conversation isn't research
Chat interfaces optimize for engagement, not output quality. Here is why conversational AI fails at real research, and what to use instead.
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How Synthesis merges Claude, GPT, and Gemini into one answer
A behind-the-scenes look at how Synthesis runs five models in parallel and reconciles their outputs into a single coherent research brief.
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How to run a literature review with 5 AI models in parallel
A practical workflow for doing deep literature review using Synthesis. When 5 models in parallel beat 10 hours of solo reading, and how to structure the prompt.
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10 red flags in consultant reports — and how AI audits them
Consultant reports have a predictable pattern of rhetorical cover. Here are 10 red flags and a prompt you can run in Synthesis to audit any deck you receive.
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When to use AI orchestration vs a single Claude call
Orchestration is not always the right tool. Here is the decision rule — by question shape, cost, and latency — for when a single call wins.
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Prompt engineering for multi-model research synthesis
Writing prompts for a single LLM is a different skill from writing prompts for an orchestrator. Here is what changes and why.
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Multi-model AI research vs single-LLM — what actually wins
Head-to-head benchmark of multi-model orchestration against a single LLM on 20 research prompts. The orchestrator wins 65%. Here is why.