Finley Zhou - DEV Community

Finley Zhou

Sep 6

Run Only the Invariants the Diff Can Break

#testing #python #agents #ci

8 min read

Finley Zhou

Sep 6

Map Callers Before You Trust a Green Agent Patch

#testing #python #agents #ai

9 min read

Finley Zhou

Sep 6

Metamorphic Checks for Agent Patches When You Have No Trusted Oracle

#testing #python #ai #agents

7 min read

Finley Zhou

Sep 5

A Receipt for Every Agent Patch: Seeds, Digests, and a Freeze File

#testing #agents #python #devops

7 min read

Finley Zhou

Sep 5

Green Tests Can Be a Weakened Oracle: A Three-Bucket Plan for Agent Patches

#testing #python #ai #agents

8 min read

Finley Zhou

Sep 5

Green CI Is Not a Boundary Test: Partition Tables for Agent Patches

#testing #agents #python #ci

9 min read

Finley Zhou

Sep 5

Name the Failure Class Before You Keep an Agent Patch

#testing #python #devops #ai

7 min read

Finley Zhou

Sep 5

Test-Inventory Diff as a Merge Gate for Agent Patches

#testing #python #agents #git

7 min read

Finley Zhou

Sep 5

A Frozen Test Is Not Coverage: A Merge Gate for Agent Patches

#testing #python #agents #devops

10 min read

Finley Zhou

Sep 5

Shadow-Compare the Agent Patch. Merge Only Classified Divergences.

#testing #python #agents #ai

8 min read

Finley Zhou

Sep 4

Don't Xfail the Flake. Journal Its Seed.

#testing #python #agents #ai

7 min read

Finley Zhou

Sep 4

Classify the Failure Before the Agent Edits a Test

#testing #python #agents #ci

7 min read

Finley Zhou

Sep 4

Diff the Test Suite, Not Just the Exit Code, After an Agent Patch

#testing #python #ai #agents

9 min read

Finley Zhou

Sep 4

The Compiler as Validator: When a Free Model's Wrong C++ Is Still Cheap

#cpp #templates #ai #llm

4 min read

Finley Zhou

Sep 4

Case Study: A Free Model's 47th Test Input Crashed Our Parser

#cpp #testing #ai #security

5 min read

Finley Zhou

Sep 4

Capture the Oracle Before the Agent Runs

#testing #python #ai #agents

8 min read

Finley Zhou

Sep 4

The 3 AM Restart: A 25-Line Watchdog a Free Model Wrote for My Free Server

#bash #devops #cpp #ai

5 min read

Finley Zhou

Sep 4

Free AI Log Triage: Cut Weekly Review to 15 Minutes

#logtriage #ai #python #devops

5 min read

Finley Zhou

Sep 4

Score Test Hunks Before You Trust a Green Agent Patch

#testing #python #agents #ci

9 min read

Finley Zhou

Sep 4

Build a Write-Protected Test Plane for Agent Patches

#testing #agents #python #ai

7 min read

Finley Zhou

Sep 3

Assertion Deltas Are the Real Test Report for Agent Patches

#testing #agents #python #ci

8 min read

Finley Zhou

Sep 3

Don't Skip Flakes After an Agent Patch. Demote Them.

#testing #python #agents #ci

8 min read

Finley Zhou

Sep 3

Spend a Freeze Slot Only After Property and Fixture Both Fail

#testing #python #ai #devops

7 min read

Finley Zhou

Sep 3

A Shrinking Input Domain Is a Failed Agent Patch

#testing #python #agents #ci

8 min read

Finley Zhou

Sep 3

Freeze Agent-Patch Tests Against a Fixture Digest, Not a Name

#testing #python #agents #ci

7 min read

Finley Zhou

Sep 3

Classify Every Test Before You Score an Agent Patch

#testing #python #agents #ci

8 min read

Finley Zhou

Sep 3

Type the Agent-Patch Verdict Before You Freeze Anything

#testing #python #ai #agents

7 min read

Finley Zhou

Sep 3

Fail Closed on Side Effects: A Blast-Radius Gate for Agent Patches

#testing #python #ai #devops

1

7 min read

Finley Zhou

Sep 3

Test the Behavior Delta After an Agent Patch, Not the Whole Suite

#testing #python #ai #devops

7 min read

Finley Zhou

Sep 3

Don't Golden-File an Agent Patch. Golden-File the Relation.

#testing #python #ai #devops

7 min read

Finley Zhou

Sep 2

Test Agent Patches With an Oracle the Diff Cannot Touch

#testing #python #ai #devops

7 min read

Finley Zhou

Sep 2

Invariant Replay for Agent Patches: Relations, Dataset Leases, and a Counted Flake Freeze

#testing #python #agents #ci

9 min read

Finley Zhou

Sep 2

Mutation-Test Your Agent Patch: A Budgeted Sandbox That Costs You Nothing

#testing #python #agents #devtools

4 min read

Finley Zhou

Sep 2

Verify Agent Patches on a Free Server: Property Checks, Fixtures, and a Flaky Freeze

#testing #ai #agents #opensource

4 min read

Finley Zhou

Sep 2

The Selective Gate: Property Checks, Fixture Leases, and a Flaky Freeze for a Free Server

#testing #ai #devops #python

4 min read

Finley Zhou

Sep 2

Property Checks, Fixture Leases, and Flaky Freezes: A Decision Matrix for Agent Patches

#testing #python #ai #workflow

5 min read

Finley Zhou

Sep 2

Three Signals, One Gate: Property Checks, Fixture Leases, and a Flaky Freeze for Agent Patches

#testing #ai #agents #programming

1

4 min read

Finley Zhou

Sep 2

Give Every Agent Patch a Regression Budget, Not Just a Green Check

#testing #ai #devtools #cicd

4 min read

Finley Zhou

Sep 1

Your Fixture Passed. The Agent Patch Is Still Wrong.

#testing #ai #python #devops

4 min read

Finley Zhou

Sep 1

Your Verification Gate Passed an Agent Patch. Why Did Production Still Fail?

#testing #agents #python #devops

5 min read

Finley Zhou

Sep 1

The Agent Wrote Its Own Tests. Your Gate Shouldn't Trust Them.

#testing #ai #productivity #devops

4 min read

Finley Zhou

Sep 1

Lease Your Fixtures: Deterministic Agent-Patch Gates Without a Global Lock

#testing #ai #python #devops

4 min read

Finley Zhou

Sep 1

Run a Patch-Verification Gate on a Free Server: Property Checks, Fixture Locks, and Flaky Quarantine

#ai #testing #python #devops

5 min read

Finley Zhou

Sep 1

Differential Contract Testing for Agent Patches: A 3-Layer Verification Strategy

#testing #ai #python #devops

4 min read

Finley Zhou

Sep 1

Flaky Freezes Are Technical Debt. Price Them Like It.

#testing #ai #ci #python

4 min read

Finley Zhou

Sep 1

One Command to Verify an Agent Patch: Seeded Hypothesis, Fixture Contracts, and a TTL Quarantine

#testing #ai #python #automation

1

4 min read

Finley Zhou

Sep 1

A Patch Triage Matrix: Which Tests Actually Matter for an Agent's Diff?

#testing #agents #python #ci

4 min read

Finley Zhou

Aug 31

Replay Yesterday's Bugs to Test Today's Agent-Patch Gate

#testing #ai #ci #agents

4 min read

Finley Zhou

Aug 31

A Run Budget for Agent Patch Verification: Stop Rechecking Until Green

#testing #ai #python #ci

4 min read

Finley Zhou

Aug 31

A Verification Pipeline for Agent Patches: Property Checks, Fixture Pins, and a Flaky Freeze in One YAML

#testing #ai #devops #python

4 min read

Finley Zhou

Aug 31

Legacy Code Night Shift: Drafting a Living API Contract with a Free Model and a Free Server

#ai #python #opensource #testing

5 min read

Finley Zhou

Aug 31

Auditing Agent Patches: Property Checks, Fixture Locks, and Expiring Flaky Freezes

#testing #ai #cpp #productivity

2

1

4 min read

Finley Zhou

Aug 31

A Green Suite Can Still Lie: Mutation-Test Your Fixtures Before You Trust an Agent Patch

#testing #ai #cpp #python

4 min read

Finley Zhou

Aug 31

A Zero-Budget Verification Layer for Agent Patches: Compile, Property, and Bound Before Merge

#testing #ai #workflow #cpp

6 min read

Finley Zhou

Aug 31

The Patch Passed All Tests. The Error Contract Didn't.

#testing #python #ai #productivity

4 min read

Finley Zhou

Aug 30

Fixture Drift: Why Agent Patches Pass Green Tests and Break Production

#testing #ai #python #devops

4 min read

Finley Zhou

Aug 30

Three Independent Checks for an Agent Patch: Fixture Contract, Reference Oracle, and a Flaky Quarantine

#testing #ai #pytest #programming

4 min read

Finley Zhou

Aug 30

Give Your Agent Patch a Determinism Budget: Seed-Locked Properties, Pinned Fixtures, a Freeze Registry

#testing #python #ai #pytest

4 min read

Finley Zhou

Aug 30

Free Tokens, Free Server, and a Property Test That Refuses to Be Gamed

#ai #testing #cpp #opensource

5 min read

Finley Zhou

Aug 30

Three Buckets and a Freeze: A Testing Triage for Agent Patches That Don't Trust the Patch

#testing #ai #cpp #productivity

5 min read

Writing Debut