Avery Lin - DEV Community

Avery Lin

Sep 9

Label Docs Units Restate or Promise Before Any Model Draft

#documentation #python #testing #api

7 min read

Avery Lin

Sep 9

Bind Each Generated Example to One Operation and One Fixture Hash

#documentation #api #testing #python

8 min read

Avery Lin

Sep 8

Permit ASSERT and INSTRUCT; Keep COMMIT and EVALUATE Human

#documentation #python #testing #devops

9 min read

Avery Lin

Sep 8

Let Models Inventory Diffs; Keep Migration Obligations Human-Owned

#documentation #python #testing #devops

7 min read

Avery Lin

Sep 8

Stamp Every Doc Block With a Source SHA and an Ownership Class

#documentation #python #testing #devops

8 min read

Avery Lin

Sep 8

Keep Generated API Reference Prose Inside an Extracted Facts Envelope

#documentation #api #python #testing

9 min read

Avery Lin

Sep 8

Generate Field Tables From OpenAPI; Bind Every Error to a Human Runbook

#documentation #api #python #testing

9 min read

Avery Lin

Sep 8

Bind Every MUST to a Spec Pointer Before Generated Docs Merge

#documentation #api #testing #python

7 min read

Avery Lin

Sep 8

Allowlist Every Path a Docs Generator May Write

#documentation #api #python #testing

7 min read

Avery Lin

Sep 8

Bind Error Catalogs to Exception Classes Before a Model Drafts Them

#documentation #api #python #testing

8 min read

Avery Lin

Sep 7

Freeze Semantic JSON Pointers Before Generating Field Descriptions

#documentation #api #python #testing

7 min read

Avery Lin

Sep 7

Stop Generated API Docs From Inventing Defaults the Schema Never Stated

#documentation #api #python #testing

8 min read

Avery Lin

Sep 7

Stop Generated Reference Pages From Publishing Unsourced Rate Limits

#documentation #api #testing #ai

8 min read

Avery Lin

Sep 7

Leave Support Dates Blank: Hash Fixtures Before a Model Fills API Examples

#documentation #python #api #testing

9 min read

Avery Lin

Sep 7

A Sentence Type Checker for Generated Reference Docs

#documentation #python #api #testing

7 min read

Avery Lin

Sep 7

Give Every Docs Heading a Draft Permit Before a Model Writes

#documentation #python #testing #ai

8 min read

Avery Lin

Sep 7

Speech-Act Tags for API Docs: Models Fill Restatements, Humans Keep Commitments

#documentation #python #api #testing

8 min read

Avery Lin

Sep 7

Give Every Heading a Restate or Commit Lane Before Generation

#documentation #ai #python #testing

8 min read

Avery Lin

Sep 7

Give Every API Heading a Draft Policy Before a Model Fills It

#documentation #api #python #testing

6 min read

Avery Lin

Sep 6

Treat Commitment Verbs as Build Failures in Generated Docs

#python #documentation #testing #ai

8 min read

Avery Lin

Sep 6

Keep Generated Cookbooks in derived/; Sign Promises in owned/

#documentation #api #testing #python

9 min read

Avery Lin

Sep 6

Route Each Docs Heading to Shape or Stance Before a Model Drafts

#documentation #api #python #ai

8 min read

Avery Lin

Sep 6

Block Modal Verbs in Model-Drafted Docs With a Claim-Class Gate

#documentation #python #testing #ai

7 min read

Avery Lin

Sep 6

Put a Kind Checker Between Extracted Facts and Published Docs

#documentation #python #api #testing

8 min read

Avery Lin

Sep 6

Compile Usage Docs From a Frozen Spec Hash, Not From Chat

#documentation #api #ai #testing

8 min read

Avery Lin

Sep 6

Compile the Reference From the Spec; Handwrite the Promises

#documentation #ai #python #testing

10 min read

Avery Lin

Sep 6

Inventory Every Doc Claim Before a Model Writes a Sentence

#documentation #ai #testing #devops

9 min read

Avery Lin

Sep 5

Generated Docs Should Compile From a Fact Index

#documentation #testing #ai #python

8 min read

Avery Lin

Sep 5

Source-Bound Docs: Draft From Tests, Own the Promises

#documentation #ai #testing #devops

9 min read

Avery Lin

Sep 5

Compile API Docs From Extractable Facts, Not From a Blank Prompt

#documentation #ai #api #testing

7 min read

Avery Lin

Sep 5

Source-Bound Docs: Models Restate Files, Humans Own Promises

#documentation #ai #python #devops

1

9 min read

Avery Lin

Sep 5

Cite-or-Cut: Every Model Doc Sentence Needs a Repo Path

#documentation #ai #testing #python

7 min read

Avery Lin

Sep 5

If a Doc Claim Cannot Compile, Do Not Let a Model Draft It

#documentation #ai #testing #python

8 min read

Avery Lin

Sep 5

Put Extracted Facts in JSON; Keep Product Claims in a Human File

#documentation #ai #testing #python

8 min read

Avery Lin

Sep 4

Bind Generated Doc Blocks to a Command, Schema, or File

#documentation #testing #python #ai

9 min read

Avery Lin

Sep 4

If a Doc Paragraph Cannot Cite a Schema or Test, a Human Owns It

#documentation #ai #testing #python

1

7 min read

Avery Lin

Sep 4

Hash Spec Facts Before Drafting API Documentation

#documentation #ai #devops #python

8 min read

Avery Lin

Sep 4

Cite-or-Drop: Every Model-Drafted Doc Sentence Needs a Source Span

#documentation #ai #python #testing

9 min read

Avery Lin

Sep 4

Opinion: AI Patch Acceptance Is a Vanity Metric — Revert Rate Is the Truth

#ai #git #testing #opinion

4 min read

Avery Lin

Sep 4

Opinion: A Free Model Can Map a Patch's Blast Radius — Your Diff Review Can't

#ai #programming #testing #webdev

6 min read

Avery Lin

Sep 4

Treat a Free Token Tier as a Spec, Not a Giveaway

#ai #python #opensource #productivity

6 min read

Avery Lin

Sep 4

Pin, Deny, and Empty-Run: A Gate for AI-Generated CI Workflow Edits

#ai #cicd #security #githubactions

5 min read

Avery Lin

Sep 4

Mark Doc Sections as Draftable, Review-Gated, or Human-Only

#documentation #ai #python #devops

8 min read

Avery Lin

Sep 4

Keep Model Drafts Off GA Support Pages

#documentation #ai #testing #devops

9 min read

Avery Lin

Sep 4

Path Ownership Ledgers: Model Drafts Versus Human-Reserved Docs

#documentation #python #ai #devops

8 min read

Avery Lin

Sep 3

Block Model Drafts Until Each Docs Path Declares an Owner Class

#documentation #python #ai #testing

7 min read

Avery Lin

Sep 3

Obligation Stays Human: A Four-Class Consequence Ledger for Generated Docs

#documentation #ai #python #testing

7 min read

Avery Lin

Sep 3

A Liability Map That Blocks Model Writes on Human-Owned Docs

#documentation #ai #git #python

8 min read

Avery Lin

Sep 3

An Ownership Ledger That Stops Model Drafts at the Judgment Line

#documentation #ai #python #testing

1

8 min read

Avery Lin

Sep 3

Descriptive Drafts, Normative Stubs: A Claim-Type Contract for Generated Docs

#documentation #ai #python #testing

9 min read

Avery Lin

Sep 3

Two Numbers Per Section: Gate Model Drafts on Recoverability and Judgment

#documentation #ai #python #devops

1

9 min read

Avery Lin

Sep 3

Classify Each Heading Path Before a Model Drafts the Page

#documentation #python #ai #testing

1

10 min read

Avery Lin

Sep 3

Cite-or-Own: An Allowlist for Evidence-Bound Documentation Drafts

#documentation #devops #testing #ai

9 min read

Avery Lin

Sep 3

Hash-Bound Docs: Redraft Stale Sections Without Touching Human Narrative

#documentation #git #ai #testing

9 min read

Avery Lin

Sep 2

Human Fragments Stay Off the Prompt: A Slot-and-Link Workflow for Generated Docs

#documentation #python #ai #testing

7 min read

Avery Lin

Sep 2

After the Merge: Split Documentation Refresh Into Two Work Queues

#documentation #ai #devops #python

10 min read

Avery Lin

Sep 2

Doc Debt Is the New Tech Debt: A Zero-Budget Drafting Pipeline with MonkeyCode

#ai #documentation #devops #opensource

5 min read

Avery Lin

Sep 2

A Quarantine for Model-Drafted Docs: Free Model, Human Merge

#documentation #ai #workflow #productivity

5 min read

Avery Lin

Sep 2

Free Models, Owned Docs: Where the Drafting Line Should Be

#documentation #ai #workflow #testing

5 min read

Avery Lin

Sep 2

Where May the Model Draft? A Delegation Boundary for Generated Docs

#documentation #ai #git #workflow

4 min read

Writing Debut