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Comment by acuozzo

You're experiencing throttling. Use the API instead and pay per token.

You also have to treat this as outsourcing labor to a savant with a very, very short memory, so:

1. Write every prompt like a government work contract in which you're required to select the lowest bidder, so put guardrails everywhere. Keep a text editor open with your work contract, edit the goal at the bottom, and then fire off your reply.

2. Instruct the model to keep a detailed log in a file and, after a context compaction, instruct it to read this again.

3. Use models from different companies to review one another's work. If you're using Opus-4.5 for code generation, then consider using GPT-5.2-Codex for review.

4. Build a mental model for which models are good at which tasks. Mine is:

  3a. Mathematical Thinking (proofs, et al.): Gemini DeepThink

  3b. Software Architectural Planning: GPT5-Pro (not 5.1 or 5.2)

  3c. Web Search & Deep Research: Gemini 3-Pro

  3d. Technical Writing: GPT-4.5

  3e. Code Generation & Refactoring: Opus-4.5

  3f. Image Generation: Nano Banana Pro
parent acuozzo 9 months ago

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