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Services & APIs/Data & services

Validation & Pydantic

7 micro-topics in Services & APIs, each with the evidence that proves you have it and the written reason behind every link. Before you start, it rests on 4 other domains. Downstream, it holds up 3 domains.

7 topics  ·  depth 4–8 of 16  ·  6 internal links  ·  5 in  ·  4 out

Before you start

Load-bearing links first. Each one says what in this domain rests on what outside it, and why.

API Contracts

2 links

load-bearing

Validate at the boundary rests on Design an API contract

The boundary is where the contract is enforced.

supporting

Generate JSON Schema from models rests on Express a contract in OpenAPI

Generated schema is what makes the spec trustworthy.

Python Core

1 link

load-bearing

Define schemas with Pydantic rests on Define classes

Models are classes.

Production Python

1 link

load-bearing

Define schemas with Pydantic rests on Add type hints

Fields are declared with type annotations.

Shell Configuration

1 link

load-bearing

Manage configuration as typed settings rests on Manage environment variables

Configuration comes from environment variables.

What you will be able to do

In prerequisite order. Each idea names the artifact that closes it, the market demand that put it on the map, and what it stands on.

Depth 4  ·  conceptual  ·  unassisted  ·  M15 §15.3

Validate at the boundary

Rejects malformed input before it reaches logic

Evidence
Bad input fails at the edge with a useful message
Market anchor
Data validation
Rests on
load-bearing

Design an API contract · API Contracts

The boundary is where the contract is enforced.

Depth 6  ·  representational  ·  unassisted  ·  M15 §15.3

Define schemas with Pydantic

Models request and response shapes

Evidence
Models a payload that rejects an invalid field
Market anchor
Pydantic · Python
Rests on
load-bearing

Define classes · Python Core

Models are classes.

load-bearing

Add type hints · Production Python

Fields are declared with type annotations.

supporting

Validate at the boundary

Models are the mechanism for the principle.

Depth 7  ·  procedural  ·  unassisted  ·  M15 §15.3

Write field validators

Enforces rules a type cannot express

Evidence
Enforces a domain rule like a token ceiling
Market anchor
Pydantic
Rests on
load-bearing

Define schemas with Pydantic

Validators attach to fields you have declared.

Depth 7  ·  procedural  ·  unassisted  ·  M15 §15.3

Control serialization

Shapes output with model_dump and aliases

Evidence
Excludes internal fields from a response
Market anchor
Pydantic
Rests on
load-bearing

Define schemas with Pydantic

Serialization emits the models you defined.

Depth 7  ·  representational  ·  unassisted  ·  M15 §15.3

Manage configuration as typed settings

Loads and validates environment configuration

Evidence
A missing environment variable fails at startup
Market anchor
Configuration management
Rests on
load-bearing

Define schemas with Pydantic

Settings are models loaded from the environment.

load-bearing

Manage environment variables · Shell Configuration

Configuration comes from environment variables.

Depth 7  ·  representational  ·  scaffolded  ·  M15 §15.3

Generate JSON Schema from models

Derives documentation and clients from types

Evidence
Schema and code cannot drift
Market anchor
Pydantic · OpenAPI
Rests on
load-bearing

Define schemas with Pydantic

Schema is generated from models.

supporting

Express a contract in OpenAPI · API Contracts

Generated schema is what makes the spec trustworthy.

Depth 8  ·  procedural  ·  scaffolded  ·  M15 §15.3

Write model validators

Enforces cross-field consistency

Evidence
Rejects a payload where two fields disagree
Market anchor
Pydantic
Rests on
load-bearing

Write field validators

Cross-field rules build on single-field rules.

What rests on this domain

Everything downstream that names an idea here as a prerequisite, grouped by where it lives.

FastAPI

2 links

load-bearing

Bind request bodies to models rests on Define schemas with Pydantic

Request bodies are validated by models.

load-bearing

Declare response models rests on Control serialization

Responses are serialized models.

Model Integration

1 link

load-bearing

LLM Evals

1 link

supporting

Write deterministic checks rests on Generate JSON Schema from models

Structural checks are the same validation applied to output.

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Free · Remote · 17 weeks · EIN 86-2122804