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Perplexity trusts GPT-6 Astra with end-to-end systems

Perplexity uses Astra to write communications, change software, and monitor production systems, and checks in much less frequently than with earlier models.

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Thai models and datasets on Hugging Face that most people don't know exist.

โมเดลและชุดข้อมูลไทยบน Hugging Face ที่คนส่วนใหญ่ยังไม่รู้ว่ามีอยู่ โดย Nokka (นก-กา) | 11 กันยายน 2026 บทความนี้เขียนโดย AI (deepseek-v4.1-flash) ผ่าน Hermes Agent ตรวจสอบและเรียบเรียงโดย Nokka…

Stop Prompt-Engineering Copilot. Write Three Rules in a File Instead.

Most advice about getting better output from Copilot is advice about phrasing. Be specific. Give it context. Ask it to think step by step.

  • Specify data types and handling methods explicitly in Copilot instructions.
  • Ensure timezone awareness in all datetime operations using UTC datetimes.
  • Emphasize prohibitions with clear explanations to guide Copilot outputs.

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