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Sources: Meta adjusts employee review language around "AI-driven impact" and token usage, easing off on tokenmaxxing, while promoting the use of AI agent Hatch (Wired)

The company is reducing pressure on workers to use artificial intelligence tools while encouraging them to experiment with Hatch …

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OpenAI Responses API previous_response_id Instructions: Repeat Policy on Every Turn

OpenAI Responses API previous_response_id instructions have a counterintuitive boundary: the response ID carries conversation state forward, but it does not carry the prior top-level instructions .

  • OpenAI's Responses API allows continuity without repeating entire dialogue.
  • Previousresponseid requires explicit policy in every conversation turn.
  • Guard mechanism prevents accidental omission of essential instructions.

How to Get Found on ChatGPT, Perplexity, and Gemini — A Practical Guide

Traditional SEO optimizes for a search bar. AI search optimizes for a citation. The rules are not the same. Last year a logistics company in Dubai asked me why their website traffic was dropping even…

  • AI search engines prioritize citations over traditional keywords
  • Tailor content for each AI system's unique ranking factors
  • Structured data and fresh, evidence-backed content boost visibility

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