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Field notes.

Issue 51 · July 2026Prompt engineering, quietly

Writing about the craft of prompting, the shape of agents, and the small engineering decisions that make models useful in real work.

№ 01 · FeaturedPrompt Tips9 min

Temperature vs Top‑P: The Two Knobs That Quietly Rewrite Your Model's Personality

Temperature and top‑p both change how tokens are sampled-but in different ways. Here's how they reshape reliability, diversity, and failure modes.

RephraseMar 04, 2026Read the essay →
Recently  ·  July 2026
  1. № 02

    How to Reduce AI Hallucinations with Better Prompts (Without Pretending Prompts Are Magic)

    A practical prompting playbook to cut hallucinations: clarify, constrain, demand evidence, and force uncertainty-plus when to stop prompting and add retrieval.

    Prompt Tips
    RephraseMar 03, 2026  ·  10 min
  2. № 03

    Fine-Tuning vs Prompt Engineering: Which Is Better (and When Each Wins)

    A practical, opinionated way to decide between prompting, fine-tuning, and the hybrid middle ground-without burning weeks on the wrong lever.

    Prompt Tips
    RephraseMar 03, 2026  ·  9 min
  3. № 04

    Prompt Injection: What It Is, Why It Works, and How to Prevent It in Real LLM Apps

    Prompt injection is the #1 OWASP risk for LLM apps. Here's how it actually breaks agents-and the defenses that hold up in production.

    Prompt Tips
    RephraseMar 03, 2026  ·  10 min
  4. № 05

    The Prompt That Moves Your Memory From ChatGPT to Claude in 60 Seconds

    Anthropic built a one-prompt migration path from ChatGPT to Claude. Here is the exact prompt, how to use it, what transfers, and what gets lost.

    Prompt Tips
    RephraseMar 02, 2026  ·  7 min
  5. № 06

    AI Prompts for Market Research: The Workflow I Use to Go From "Vibes" to Evidence

    A practical prompt workflow for market research: scoping, sourcing, synthesizing, simulating, and stress-testing insights without fooling yourself.

    Prompt Tips
    RephraseMar 02, 2026  ·  10 min
  6. № 07

    Prompt Engineering Salary and Career Guide (2026): What's Actually Getting Paid Now

    A 2026 career map for "prompt engineering": real job titles, compensation signals, and the skills that survive the hype cycle.

    Prompt Tips
    RephraseMar 02, 2026  ·  9 min
  7. № 08

    Best AI Prompts for Customer Support Chatbots: Templates That Actually Reduce Tickets

    A practical prompt library for support chatbots-triage, clarify, resolve, and escalate-grounded in LLM research and battle-tested patterns.

    Prompt Tips
    RephraseMar 02, 2026  ·  10 min
  8. № 09

    How to Automate Workflows with Prompt Templates (Without Creating a Prompt Spaghetti Monster)

    A practical guide to turning prompts into reusable, testable workflow components-using templates, structured outputs, and orchestration patterns.

    Prompt Tips
    RephraseMar 01, 2026  ·  10 min
  9. № 10

    AI Prompts for Project Management and Planning: How to Get Better Plans (Not Longer Chats)

    A practical prompt playbook for scoping, scheduling, risk, and stakeholder comms-grounded in planning research and structured-output reliability.

    Prompt Tips
    RephraseMar 01, 2026  ·  10 min
  10. № 11

    How to Build a Prompt Library for Your Team (That Doesn't Rot in Two Weeks)

    A practical, engineering-minded way to standardize, version, and evaluate prompts so your whole team can reuse what works.

    Prompt Tips
    RephraseMar 01, 2026  ·  8 min
  11. № 12

    February 2026 AI Prompt Digest: Context Engineering, Visual AI Prompts, and the Technique Explosion

    February's biggest shift: prompt engineering split into advanced techniques, visual AI prompting, and practical industry templates. Plus, context engineering officially replaced 'just write better prompts' as the default advice.

    AI Digest
    RephraseFeb 28, 2026  ·  9 min
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