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Zira

Practical writing on AI agents, coding agents, LLMs & automation. Claude, GPT, Muse Spark, OpenClaw, local models. No hype — just what works after the demo.

Location India · Remote Joined Joined on  Personal website https://dev.to/zira125

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Technical Writer · AI Agents & Developer Workflows

Codex CLI 0.153: Remote Plugins Make Supply-Chain Policy Part of Your Agent Runtime
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Codex CLI 0.153: Remote Plugins Make Supply-Chain Policy Part of Your Agent Runtime

#devtools #ai #mcp #agents
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3 min read

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Your AI Coding Agent Can Edit Compose UI. Can It Verify the Result?
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Zira

Your AI Coding Agent Can Edit Compose UI. Can It Verify the Result?

#devtools #ai #agents #mcp
Comments 2
3 min read
AI Coding Agent Security: Why a Git Folder Can Run Code Before Approval
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AI Coding Agent Security: Why a Git Folder Can Run Code Before Approval

#devtools #security #agents #ai
Comments
4 min read
Codex CLI 0.152: The Small Release That Changes Agent Control
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Codex CLI 0.152: The Small Release That Changes Agent Control

#devtools
Comments
3 min read
Your Agent Gateway Needs Failure-Domain Tests, Not Just a Health Check
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Your Agent Gateway Needs Failure-Domain Tests, Not Just a Health Check

#devops #agents #openclaw #testing
1
Comments
4 min read
Two AI Agents Read One Row. How to Stop the Lost Update
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Two AI Agents Read One Row. How to Stop the Lost Update

#devops #agents #postgres #testing
1
Comments
4 min read
Your AI Agent Returned HTTP 200. Why Did the Workflow Still Fail?
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Your AI Agent Returned HTTP 200. Why Did the Workflow Still Fail?

#testing #devops #agents #ai
3
Comments 4
4 min read
Your AI Agent Cache Needs a Trust Boundary, Not Just a TTL
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Your AI Agent Cache Needs a Trust Boundary, Not Just a TTL

#testing #agents #security #devops
Comments
5 min read
Your AI Agent Upgrade Needs a Compatibility Gate, Not Just a Rollback
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Your AI Agent Upgrade Needs a Compatibility Gate, Not Just a Rollback

#automation #agents #devops #testing
1
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4 min read
Your AI Agent's Health Check Lies Unless It Tests the Tool Path
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Your AI Agent's Health Check Lies Unless It Tests the Tool Path

#automation #devops #agents #observability
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5 min read
Your AI Agent Needs a Cancellation Contract, Not Just a Stop Button
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Your AI Agent Needs a Cancellation Contract, Not Just a Stop Button

#automation #agents #devops #testing
1
Comments
4 min read
Your AI Agent's Deadline Is Not a Timeout Until Every Worker Shares It
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Your AI Agent's Deadline Is Not a Timeout Until Every Worker Shares It

#automation #testing #agents #devops
1
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4 min read
Your AI Agent Backup Is Not Recovery Until You Test a Restore
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Your AI Agent Backup Is Not Recovery Until You Test a Restore

#security #devops #ai #agents
Comments
5 min read
Your AI Agent Approval Is Stale Until You Bind It to a Version
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Your AI Agent Approval Is Stale Until You Bind It to a Version

#devops
Comments
4 min read
Your AI Agent Scheduler Needs a Clock-Skew Budget, Not Just Cron
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Your AI Agent Scheduler Needs a Clock-Skew Budget, Not Just Cron

#architecture #automation #backend #systemdesign
Comments
4 min read
Your AI Agent Needs a Data-Flow Budget, Not Just a Tool Allowlist
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Your AI Agent Needs a Data-Flow Budget, Not Just a Tool Allowlist

#agents #security #ai #testing
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4 min read
Your AI Agent Needs a Deadline Budget, Not Just a Timeout
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Your AI Agent Needs a Deadline Budget, Not Just a Timeout

#agents #devops #testing #automation
Comments
5 min read
Your AI Agent Approval Expired. Why Did the Tool Still Run?
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Your AI Agent Approval Expired. Why Did the Tool Still Run?

1
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4 min read
Your AI Agent Restarted Cleanly. Why Did It Run the Job Twice?
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Your AI Agent Restarted Cleanly. Why Did It Run the Job Twice?

#agents #devops #testing
1
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4 min read
Your AI Agent's Dead-Letter Queue Needs a Recovery Contract
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Your AI Agent's Dead-Letter Queue Needs a Recovery Contract

#automation
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5 min read
Your AI Agent Health Check Is Lying: Probe the Work Path, Not Just the Process
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Your AI Agent Health Check Is Lying: Probe the Work Path, Not Just the Process

#agents #devops #observability
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3 min read
Your AI Agent Is Alive but Stuck: Add Progress Tokens, Not Just Heartbeats
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Your AI Agent Is Alive but Stuck: Add Progress Tokens, Not Just Heartbeats

#agents #devops #observability #testing
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4 min read
Your AI Agent Should Pin Tool Contracts, Not Just Tool Names
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Your AI Agent Should Pin Tool Contracts, Not Just Tool Names

#testing #devops #ai #agents
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3 min read
Your AI Agent State Store Needs a Schema Migration Plan
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Your AI Agent State Store Needs a Schema Migration Plan

#automation #devops #testing #agents
Comments
3 min read
Your AI Agent Logs Are Not an Audit Trail Until You Test the Evidence
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Your AI Agent Logs Are Not an Audit Trail Until You Test the Evidence

#security #agents #devops #testing
Comments 2
4 min read
Your Agent Audit Trail Is Not Evidence Until You Can Verify It
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Your Agent Audit Trail Is Not Evidence Until You Can Verify It

#testing
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4 min read
Your Agent Logs Need a Secret Boundary, Not Just Redaction
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Your Agent Logs Need a Secret Boundary, Not Just Redaction

#agents #security #devops #testing
1
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5 min read
Your Agent Deploy Is Not Safe Until In-Flight Tools Quiesce
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Your Agent Deploy Is Not Safe Until In-Flight Tools Quiesce

#agents #devops #testing #automation
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3 min read
Your AI Agent Needs a Side-Effect Class, Not Just Max Attempts
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Your AI Agent Needs a Side-Effect Class, Not Just Max Attempts

#automation #agents #devops #testing
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4 min read
Your AI Agent Needs a Run Lease, Not Just a Timeout
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Your AI Agent Needs a Run Lease, Not Just a Timeout

#agents #devops #testing #automation
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4 min read
Your AI Agent Needs a Cost Circuit Breaker, Not a Monthly Budget
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Your AI Agent Needs a Cost Circuit Breaker, Not a Monthly Budget

Comments
4 min read
Your MCP Server Needs a Capability Budget, Not Just Auth
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Your MCP Server Needs a Capability Budget, Not Just Auth

#security #mcp #agents #ai
Comments 2
3 min read
Your AI Agent Is Restarting in a Loop. Stop Treating It Like a Health Check
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Your AI Agent Is Restarting in a Loop. Stop Treating It Like a Health Check

#agents #devops #testing
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4 min read
Your AI Agent Needs a Credential Lease, Not a Permanent API Key
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Your AI Agent Needs a Credential Lease, Not a Permanent API Key

#automation
Comments
2 min read
Your Agent Container Is Not Isolated Until You Test the Mounts
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Your Agent Container Is Not Isolated Until You Test the Mounts

#docker #agents
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4 min read
Your Browser Agent Needs a Session Boundary, Not Just a Login
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Your Browser Agent Needs a Session Boundary, Not Just a Login

#agents #security #automation #devops
Comments
4 min read
Your AI Agent Queue Needs Backpressure, Not More Workers
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Your AI Agent Queue Needs Backpressure, Not More Workers

#agents #ai #webdev #programming
Comments
5 min read
Your Agent Backup Is Not a Recovery Plan Until You Test the Restore
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Your Agent Backup Is Not a Recovery Plan Until You Test the Restore

#testing
Comments
4 min read
Your AI Agent Finished the Job, But the Message Never Sent
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Your AI Agent Finished the Job, But the Message Never Sent

#mcp
Comments
3 min read
Your Agent Queue Is Full. What Happens to the Work That Was Already Running?
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Your Agent Queue Is Full. What Happens to the Work That Was Already Running?

#automation
Comments
4 min read
Your AI Agent Finished the Job. Did the Notification Actually Send?
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Your AI Agent Finished the Job. Did the Notification Actually Send?

#testing
Comments
3 min read
Your Agent Finished the Job. Did the Email Actually Leave?
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Your Agent Finished the Job. Did the Email Actually Leave?

#observability #automation #devops #agents
1
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3 min read
Your Agent Recovered the Run. Did It Recover the Message?
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Your Agent Recovered the Run. Did It Recover the Message?

#devops #security #mcp #agents
Comments 3
3 min read
Your Agent Finished the Job, But the Webhook Failed. Now What?
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Your Agent Finished the Job, But the Webhook Failed. Now What?

#testing #automation
Comments
4 min read
Your Agent Queue Needs Backpressure, Not Just More Workers
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Your Agent Queue Needs Backpressure, Not Just More Workers

#agents #devops #testing #openclaw
Comments
4 min read
Your Agent Crashed Mid-Tool Call. Can You Prove What Happened?
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Your Agent Crashed Mid-Tool Call. Can You Prove What Happened?

#testing #agents #devops
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3 min read
Your Agent Queue Is Not a Workflow Until It Tracks Execution State
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Your Agent Queue Is Not a Workflow Until It Tracks Execution State

#openclaw
Comments
4 min read
Your OpenClaw Deployment Is Not Portable Until You Rebuild It
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Your OpenClaw Deployment Is Not Portable Until You Rebuild It

#openclaw #agents #devops #automation
Comments
4 min read
Your OpenClaw Agent Restarted. Can It Recover Without Duplicating Work?
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Your OpenClaw Agent Restarted. Can It Recover Without Duplicating Work?

#automation #agents #devops
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4 min read
Your AI Agent Needs a Maintenance Window Protocol
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Your AI Agent Needs a Maintenance Window Protocol

#agents #devops #automation #testing
1
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3 min read
Your AI Agent Needs a Tenant Fence at Every Hop
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Your AI Agent Needs a Tenant Fence at Every Hop

#testing #security #agents #devops
Comments
4 min read
Your Agent Queue Is Not a Guarantee: Track Delivery and Execution Separately
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Your Agent Queue Is Not a Guarantee: Track Delivery and Execution Separately

#testing #agents #devops #automation
Comments
4 min read
Your AI Agent Changed Its Config. Can You Roll It Back Safely?
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Your AI Agent Changed Its Config. Can You Roll It Back Safely?

#testing #agents #devops #automation
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4 min read
Your AI Agent Has Two Clocks. Reconcile Them Before It Duplicates Work
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Your AI Agent Has Two Clocks. Reconcile Them Before It Duplicates Work

#automation #agents #devops #testing
Comments
3 min read
Agent Observability Starts With a Run Ledger, Not More Logs
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Agent Observability Starts With a Run Ledger, Not More Logs

#testing #devops #agents #monitoring
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4 min read
Your AI Agent Has a Budget. Can You Explain Every Token and Tool Call?
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Your AI Agent Has a Budget. Can You Explain Every Token and Tool Call?

#agents #devops #automation #testing
Comments
3 min read
Your Browser Agent Has State. Make It Prove Which State It Used
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Your Browser Agent Has State. Make It Prove Which State It Used

#devops #agents #automation #testing
Comments
4 min read
Your Agent Queue Is Full. What Happens to the Work?
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Your Agent Queue Is Full. What Happens to the Work?

#agents #devops #automation #testing
Comments
4 min read
Your AI Agent Restarted. Did Its Credentials Survive Too?
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Your AI Agent Restarted. Did Its Credentials Survive Too?

#testing #devops #agents #security
Comments
4 min read
Your AI Agent Is Not Isolated Until You Test These 7 Escape Paths
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Your AI Agent Is Not Isolated Until You Test These 7 Escape Paths

#testing #devops #agents #security
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4 min read
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