fleet-memory/hindsight-docs/examples/api
Nicolò Boschi 1bf90358c3
doc: add blog (#201)
* doc: introduce mental models blog post

Write blog post introducing Mental Models in Hindsight 0.4.0:
- Evolution from observations and opinions
- How mental models work (consolidation, evidence tracking)
- Breaking changes and migration path
- Environment variable to enable (experimental)
- Agentic reflect explanation

* updates

* Update 2026-01-26-learning-capabilities.md

* fix: doc build issues

- Add missing code snippets for versioned docs (recall-opinions-only, recall-include-entities, bank-background)
- Fix broken links by using relative paths for version compatibility
- Update blog post title to sentence case
- Clear versions.json since v0.3 versioned docs don't exist yet
- Enable INCLUDE_CURRENT_VERSION in build script

* fix: update doc links after rebase

- Fix blog post to link to correct pages (/developer/api/mental-models and /developer/observations)
- Fix CLI docs to link to /api-reference instead of /api

* feat: add directives section to blog post

- Update intro to mention three layers of knowledge
- Add concise Directives section for compliance/guardrails
- Add directives to resources section
- Keep focus on learning capabilities (observations and mental models)

* fix: revert intro to focus on learning capabilities only

Directives are a separate feature for compliance/guardrails, not a learning capability. The blog post is about observations and mental models.
2026-01-28 15:42:14 +01:00
..
legacy doc: add blog (#201) 2026-01-28 15:42:14 +01:00
cli-reference.sh ci: finalize test for the documentation code (#57) 2025-12-19 12:17:59 -07:00
directives.mjs fix: misc fixes for observations and mental models (#209) 2026-01-27 15:37:57 +01:00
directives.py fix: misc fixes for observations and mental models (#209) 2026-01-27 15:37:57 +01:00
documents.mjs feat(misc): update clients types, test coverage, improve /health endpoint and add changelog (#70) 2025-12-23 12:49:31 +01:00
documents.py feat(misc): update clients types, test coverage, improve /health endpoint and add changelog (#70) 2025-12-23 12:49:31 +01:00
main-methods.mjs ci: finalize test for the documentation code (#57) 2025-12-19 12:17:59 -07:00
main-methods.py fix: misc fixes for observations and mental models (#209) 2026-01-27 15:37:57 +01:00
memory-banks.mjs doc: add blog (#201) 2026-01-28 15:42:14 +01:00
memory-banks.py doc: add blog (#201) 2026-01-28 15:42:14 +01:00
mental-models.py fix: misc fixes for observations and mental models (#209) 2026-01-27 15:37:57 +01:00
quickstart.mjs Add documentation code validation system (#43) 2025-12-18 10:21:38 +01:00
quickstart.py Add documentation code validation system (#43) 2025-12-18 10:21:38 +01:00
quickstart.sh Add documentation code validation system (#43) 2025-12-18 10:21:38 +01:00
README.md doc: mental models (#199) 2026-01-26 14:27:08 +01:00
recall.mjs Add documentation code validation system (#43) 2025-12-18 10:21:38 +01:00
recall.py doc: add blog (#201) 2026-01-28 15:42:14 +01:00
recall.sh chore: internal renames (#204) 2026-01-27 09:53:28 +01:00
reflect.mjs chore: internal renames (#204) 2026-01-27 09:53:28 +01:00
reflect.py doc: mental models (#199) 2026-01-26 14:27:08 +01:00
reflect.sh chore: internal renames (#204) 2026-01-27 09:53:28 +01:00
retain.mjs Add documentation code validation system (#43) 2025-12-18 10:21:38 +01:00
retain.py doc: mental models (#199) 2026-01-26 14:27:08 +01:00
retain.sh Add documentation code validation system (#43) 2025-12-18 10:21:38 +01:00

API Documentation Examples

This directory contains runnable example scripts that serve as the source of truth for code samples in the documentation.

How It Works

  1. Scripts are runnable - Each file can be executed as a smoke test
  2. Markers define sections - Code between # [docs:section-name] and # [/docs:section-name] markers is extracted
  3. Docs import at build time - MDX files use raw-loader to import scripts, then CodeSnippet extracts marked sections

File Structure

File Documentation Description
quickstart.py/mjs/sh quickstart.md Getting started examples
retain.py/mjs/sh retain.md Memory ingestion examples
recall.py/mjs/sh recall.md Memory retrieval examples
reflect.py/mjs/sh reflect.md AI reflection examples
memory-banks.py/mjs memory-banks.md Bank management examples
documents.py/mjs documents.md Document CRUD examples
reflections.py reflections.md Reflections CRUD examples
main-methods.py main-methods.md Core method examples
cli-reference.sh cli.md CLI command examples

Running Examples

# Run all Python examples
for f in *.py; do python "$f"; done

# Run all Node.js examples
for f in *.mjs; do node "$f"; done

# Run all CLI examples
for f in *.sh; do bash "$f"; done

Requires a running Hindsight server at http://localhost:8888 (or set HINDSIGHT_API_URL).

Legacy Examples

The legacy/ folder contains deprecated example files kept only for backward compatibility with older documentation versions. These files are not runnable and are skipped by CI tests.

What's NOT Covered

1. OpenAPI Auto-Generated Docs (/api-reference/*)

These pages are generated directly from the OpenAPI specification. The spec itself is the source of truth, and the generated docs reflect it automatically. No manual code examples to validate.

2. Interactive CLI Commands

Command Reason
hindsight configure Requires interactive user input (prompts for API URL, credentials)
hindsight configure --show Displays sensitive configuration, not suitable for automated tests

3. Installation/Setup Instructions

Documentation sections covering pip install, npm install, or system setup are instructions, not executable code samples. These are validated by the CI environment setup itself.

4. Error Handling Examples

Some docs show error responses (e.g., "what happens when bank doesn't exist"). These require intentionally broken states that would fail smoke tests. Error behavior is covered by unit tests instead.

Adding New Examples

  1. Create or edit the appropriate script file
  2. Add markers around the new code section:
    # [docs:my-new-section]
    client.some_method(...)
    # [/docs:my-new-section]
    
  3. Reference in the MDX file:
    import myScript from '!!raw-loader!@site/examples/api/my-script.py';
    <CodeSnippet code={myScript} section="my-new-section" language="python" />
    
  4. Run the script locally to verify it works

Marker Format

  • Python/Bash: # [docs:section-name] / # [/docs:section-name]
  • JavaScript: // [docs:section-name] / // [/docs:section-name]

Section names should be kebab-case and descriptive (e.g., retain-with-context, recall-basic).