docs: complete #579 B.1 friendly imports (remaining 7 files)

[MervinPraison]

Summary

Completes #579 B.1 friendly top-level imports for the 7 files blocked on SDK re-exports (PR #799 partial). Depends on SDK lazy exports in praisonaiagents/__init__.py (branch fix/sdk-lazy-exports-579-b1 in praisonai-package).

Files fixed:

• advanced-memory.mdx — AutoMemory
• resource-lifecycle.mdx — ChromaMemory
• skills.mdx — validate, validate_metadata
• hermes-openclaw-skills-import.mdx — discover_skills, validate, load_skill
• skill-capability-gates.mdx — EnforcementLevel, SkillState
• knowledge-backends.mdx — KnowledgeStoreProtocol, ScopeRequiredError, BackendNotAvailableError
• incremental-indexing.mdx — FileTracker, IndexResult, CorpusStats

Follows PR #798 (workflow files) and PR #799 (partial B.1). Does not touch docs/concepts/.

Test plan

• Grep 7 B.1 files — no praisonaiagents.memory|skills|knowledge deep imports remain
• Symbols verified against praisonaiagents/__init__.py _LAZY_IMPORTS
• Mintlify build

Refs #579

Made with Cursor

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ℹ️ Review info

⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: e21e0211-6f12-4e40-babf-5acf02f7824f

📥 Commits

Reviewing files that changed from the base of the PR and between 6abdb4b and 50170e8.

📒 Files selected for processing (7)

• docs/features/advanced-memory.mdx
• docs/features/hermes-openclaw-skills-import.mdx
• docs/features/incremental-indexing.mdx
• docs/features/knowledge-backends.mdx
• docs/features/resource-lifecycle.mdx
• docs/features/skill-capability-gates.mdx
• docs/features/skills.mdx

✨ Finishing Touches

🧪 Generate unit tests (beta)

• Create PR with unit tests
• Commit unit tests in branch docs/issue-579-b1-imports-complete

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Project	Status	Preview	Updated (UTC)
praisonai	🔴 Failed	–	Jun 23, 2026, 7:12 AM

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[gemini-code-assist]

Code Review

This pull request simplifies import statements across several documentation files by importing components directly from the root praisonaiagents package instead of nested submodules. The reviewer suggested further combining multiple import statements from praisonaiagents into single-line imports to improve code readability and conciseness.

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[gemini-code-assist]

These imports from praisonaiagents can be combined into a single line to improve readability and keep the code examples concise.

from praisonaiagents import Agent, Task, PraisonAIAgents, ChromaMemory

[gemini-code-assist]

These imports from praisonaiagents can be combined into a single line to make the code examples cleaner and more concise.

from praisonaiagents import Agent, discover_skills

[gemini-code-assist]

These imports from praisonaiagents can be combined into a single line to improve readability.

from praisonaiagents import Agent, validate, load_skill

[gemini-code-assist]

These imports from praisonaiagents can be grouped and combined to make the code cleaner.

from praisonaiagents import Agent, load_skill
from praisonaiagents.tools import tool