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FIELD NOTES

Useful AI methods and checklists.

This is the practical guide library. Find breaking news in AI updates and working templates in Resources.

Beyond knowledge, you also need methods you can take away.

The resource library turns guides into downloadable Skills and discloses licenses, capability boundaries, security reviews, versions, and hashes.

Enter AI Skills resource library

First see what problems a resource solves, then read the full process or download the reviewed version.

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Learn Skill review methods

Understand why third-party shared packages cannot be directly installed, and how to isolate, review, and cleanly publish.

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KNOWLEDGE INDEX

Browse by Business Issue: Knowledge and Technical Updates

The public index only reads published knowledge content that has reached its publication time, retaining content type and last update time.

9 items in total

Tech updates2 min read ·

2026 enterprise FDE trends: from tool training to on-site engineering delivery

Based on 2026 public official materials, this analyzes why enterprises are starting to cultivate FDEs from internal engineering teams, including industry scenarios, system integration, evaluation governance, and production responsibility in training plans.

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Knowledge guides2 min read ·

What should an enterprise AI workflow clarify first?

Design a verifiable, rollback-capable enterprise AI workflow using the owner, trigger conditions, trusted inputs, AI-human boundaries, output actions, test samples, stop conditions, and operational responsibility.

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Knowledge guides2 min read ·

Enterprise FDE engineer six-dimension capability map and development path

Use six dimensions - business diagnosis, data and systems, AI workflows, evaluation governance, production operations, and on-site delivery - to assess the capability starting point of enterprise FDE engineers and design a real-project development path.

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Tech updates3 min read ·

Enterprise system technology radar: adopt, pilot, observe, and hold

Record enterprise technology adoption recommendations based on business maturity, data boundaries, integration costs, evaluability, and exit costs; do not replace production judgment with vendor hype or demo performance.

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Knowledge guides2 min read ·

What metrics should a marketing dashboard clarify first?

Establish a data contract for the marketing dashboard based on timezone, currency, discounts, refunds, taxes, and fulfillment status to avoid the same number meaning different things across teams.

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Knowledge guides2 min read ·

Why do ad platforms and order systems give different answers?

Compare platform attribution, UTM, first- and last-touch points, and order sources to explain differences between ad platforms and order systems, and establish a reviewable operational decision metric.

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Knowledge guides2 min read ·

Before Launching the Lead Generation System, Check These Boundaries

Before launching the lead generation system, verify form authorization, source parameters, duplicate leads, assignment rules, failure compensation, and external outreach boundaries, keeping review evidence for verification.

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Knowledge guides2 min read ·

Enterprise Knowledge Base Preparation Guide: Start by Organizing Sources, Permissions, and Standard Answers

Before launching the enterprise knowledge base, how to inventory document sources, knowledge owners, permissions, version conflicts, and representative questions, and establish a traceable evaluation and update mechanism.

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Knowledge guides2 min read ·

How AI pilots move to production: a go-live checklist

Review AI pilots from five aspects: business metrics, identity permissions, quality evaluation, exception handling, and operational costs, to form an auditable production release and rollback checklist.

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Bring the checklist back to your business site.

Tell us whether you are preparing your knowledge base, validating a pilot, or pushing toward production launch, and we will start from the corresponding questions.

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