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Keith Azodeh

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GitHub’s December 2 PR Block Has a November 9 Rehearsal

GitHub’s December 2 PR Block Has a November 9 Rehearsal

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4 min read
AWS Lets AI Agents Stop Workflows. Jobs Can Still Keep Running.

AWS Lets AI Agents Stop Workflows. Jobs Can Still Keep Running.

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4 min read
DeepSeek’s Super-agent Wants Less of Your Attention. Test That Claim.

DeepSeek’s Super-agent Wants Less of Your Attention. Test That Claim.

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4 min read
GitHub’s New Dependabot Verdict Can Lag Behind Your Next Commit

GitHub’s New Dependabot Verdict Can Lag Behind Your Next Commit

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4 min read
GitHub Open-Sourced Replica. Now Break Your Prototype’s Perfect Data.

GitHub Open-Sourced Replica. Now Break Your Prototype’s Perfect Data.

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4 min read
GitHub’s New Lockfiles Don’t Lock Every Workflow Reference

GitHub’s New Lockfiles Don’t Lock Every Workflow Reference

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4 min read
Amazon Pinpoint’s Deadline Passed. Why Can Some Messages Still Send?

Amazon Pinpoint’s Deadline Passed. Why Can Some Messages Still Send?

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4 min read
Google Says Check Your Gmail Apps. Disconnecting Isn’t Deletion.

Google Says Check Your Gmail Apps. Disconnecting Isn’t Deletion.

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4 min read
GitHub Put Local Models in Copilot. Your Session Still Isn’t Offline.

GitHub Put Local Models in Copilot. Your Session Still Isn’t Offline.

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4 min read
Google’s A2UI Can Build a Form. Can You Finish It Without a Mouse?

Google’s A2UI Can Build a Form. Can You Finish It Without a Mouse?

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4 min read
Google’s Shared AI Opt-Out Has a Catch: Your Old Rules Still Count.

Google’s Shared AI Opt-Out Has a Catch: Your Old Rules Still Count.

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4 min read
GitHub Added Webhook IPs. Don’t Trust the Payload Yet.

GitHub Added Webhook IPs. Don’t Trust the Payload Yet.

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4 min read
Google Says LiteRT’s GPU Is 1.4x Faster. Now Test Without It.

Google Says LiteRT’s GPU Is 1.4x Faster. Now Test Without It.

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4 min read
GitHub Made MCP Setup Easier. Here’s the “Which Alex?” Test.

GitHub Made MCP Setup Easier. Here’s the “Which Alex?” Test.

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4 min read
Google Tested Personalized AI Tutors. A Bug Dropped Their Chat Notes.

Google Tested Personalized AI Tutors. A Bug Dropped Their Chat Notes.

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4 min read
Google Says Carbon Blocked Every Injection in One Test. Check Your Tools.

Google Says Carbon Blocked Every Injection in One Test. Check Your Tools.

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4 min read
GitHub Actions Just Added AWS. Your Firewall May Disagree.

GitHub Actions Just Added AWS. Your Firewall May Disagree.

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4 min read
GitHub’s Automations Can Now Self-Improve. What Are You Teaching Them?

GitHub’s Automations Can Now Self-Improve. What Are You Teaching Them?

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4 min read
AWS Made Aurora Bigger. Should Your Event App Let It Sleep?

AWS Made Aurora Bigger. Should Your Event App Let It Sleep?

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4 min read
Microsoft Is Teaching Students to Check AI. Can Your Chatbot Pass?

Microsoft Is Teaching Students to Check AI. Can Your Chatbot Pass?

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4 min read
Google Just Announced Genie 4. Can You Revise Just One Chair?

Google Just Announced Genie 4. Can You Revise Just One Chair?

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4 min read
GitHub Copilot’s “Ask” Rule May Not Ask a Human

GitHub Copilot’s “Ask” Rule May Not Ask a Human

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4 min read
Anthropic Filed for an IPO. Your AI App Still Needs an Exit Test.

Anthropic Filed for an IPO. Your AI App Still Needs an Exit Test.

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Gemini Can Learn Your Brand. Can It Tell What You Actually Sell?

Gemini Can Learn Your Brand. Can It Tell What You Actually Sell?

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4 min read
GitHub’s Account Deletion Bug Exposes a Trap in “Remove User”

GitHub’s Account Deletion Bug Exposes a Trap in “Remove User”

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4 min read
GitHub Upgraded Leak Monitoring. “Closed” Still Doesn’t Mean Revoked.

GitHub Upgraded Leak Monitoring. “Closed” Still Doesn’t Mean Revoked.

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4 min read
Australia’s $93 Billion AI Forecast Is Not a Software Shopping List

Australia’s $93 Billion AI Forecast Is Not a Software Shopping List

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Buying Claude Through Google Cloud? Check Who Actually Runs Your Requests.

Buying Claude Through Google Cloud? Check Who Actually Runs Your Requests.

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GitHub Brings Copilot Fixes to Teams. Make the Bug Reproducible First.

GitHub Brings Copilot Fixes to Teams. Make the Bug Reproducible First.

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4 min read
Claude Had Overnight Errors. Your Search Box Should Still Work.

Claude Had Overnight Errors. Your Search Box Should Still Work.

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4 min read
Anthropic Is Donating Agent Skills. Your Business Logic Should Travel Too.

Anthropic Is Donating Agent Skills. Your Business Logic Should Travel Too.

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4 min read
Microsoft Wants Humans in Control of AI. What Happens When the Builder Leaves?

Microsoft Wants Humans in Control of AI. What Happens When the Builder Leaves?

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4 min read
Give Every Camera Answer a Capture Time

Give Every Camera Answer a Capture Time

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Measure AI Delivery by the Change Someone Can Use

Measure AI Delivery by the Change Someone Can Use

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Test the Second Turn Before You Upgrade an AI SDK

Test the Second Turn Before You Upgrade an AI SDK

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Your AI Review Queue Has a Capacity Limit

Your AI Review Queue Has a Capacity Limit

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The First Package Install Belongs in Your AI Review Workflow

The First Package Install Belongs in Your AI Review Workflow

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A Voice Agent Should Only Narrate Progress It Can Prove

A Voice Agent Should Only Narrate Progress It Can Prove

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4 min read
A Hidden Waveform Can Still Spend Your Frame Budget

A Hidden Waveform Can Still Spend Your Frame Budget

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4 min read
The Click After an AI Search Answer Still Has to Work

The Click After an AI Search Answer Still Has to Work

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A Model Swap Needs More Than a Quality Check

A Model Swap Needs More Than a Quality Check

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Plan the Day After Your Event App

Plan the Day After Your Event App

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Fast Forecast Experiments Still Need to Wait for Outcomes

Fast Forecast Experiments Still Need to Wait for Outcomes

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An AI Approval Should Expire When the Facts Change

An AI Approval Should Expire When the Facts Change

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Your AI Product Needs a Plan for Model Retirement

Your AI Product Needs a Plan for Model Retirement

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4 min read
Your MCP App and the Assistant Need the Same Selection

Your MCP App and the Assistant Need the Same Selection

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4 min read
Keep the Original Slices Visible in an AI Visualization

Keep the Original Slices Visible in an AI Visualization

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An AI-Built Replacement Needs a Cutover Rehearsal

An AI-Built Replacement Needs a Cutover Rehearsal

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Trace the Price Through the Whole AI Workflow

Trace the Price Through the Whole AI Workflow

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AI Form Filling Needs a Rule for Who Owns Each Answer

AI Form Filling Needs a Rule for Who Owns Each Answer

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An AI Search Result Is Not an Archive Total

An AI Search Result Is Not an Archive Total

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AI Autofix Changes What a Pull Request Must Explain

AI Autofix Changes What a Pull Request Must Explain

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What to Record Before a Remote Publishing Job Starts

What to Record Before a Remote Publishing Job Starts

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Fast AI Prototypes Need Two Questions: Strategy and Optimization

Fast AI Prototypes Need Two Questions: Strategy and Optimization

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Give Your AI Workflow Room to Make Useful Mistakes

Give Your AI Workflow Room to Make Useful Mistakes

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4 min read
When a Caller Interrupts, Update the Voice Agent's Memory

When a Caller Interrupts, Update the Voice Agent's Memory

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A Good Depth Map Can Still Make Bad Stereo Video

A Good Depth Map Can Still Make Bad Stereo Video

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The Hard Part of an AI Event Guide Is Keeping It Current

The Hard Part of an AI Event Guide Is Keeping It Current

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One Login Is Not an Access Policy

One Login Is Not an Access Policy

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A Correct AI Answer Can Still Be an Unusable Workflow

A Correct AI Answer Can Still Be an Unusable Workflow

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4 min read
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