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.

India · Remote Joined on Mar 13, 2026 https://dev.to/zira125

Work

Technical Writer · AI Agents & Developer Workflows

Zira

Aug 14

Your AI Agent Needs a Side-Effect Class, Not Just Max Attempts

#automation #agents #devops #testing

4 min read

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Zira

Aug 14

Your AI Agent Needs a Run Lease, Not Just a Timeout

#agents #devops #testing #automation

4 min read

Zira

Aug 14

Your AI Agent Needs a Cost Circuit Breaker, Not a Monthly Budget

4 min read

Zira

Aug 13

Your MCP Server Needs a Capability Budget, Not Just Auth

#security #mcp #agents #ai

3 min read

Zira

Aug 13

Your AI Agent Is Restarting in a Loop. Stop Treating It Like a Health Check

#agents #devops #testing

4 min read

Zira

Aug 13

Your AI Agent Needs a Credential Lease, Not a Permanent API Key

#automation

2 min read

Zira

Aug 13

Your Agent Container Is Not Isolated Until You Test the Mounts

#docker #agents

4 min read

Zira

Aug 13

Your Browser Agent Needs a Session Boundary, Not Just a Login

#agents #security #automation #devops

4 min read

Zira

Aug 13

Your AI Agent Queue Needs Backpressure, Not More Workers

#agents #ai #webdev #programming

5 min read

Zira

Aug 12

Your Agent Backup Is Not a Recovery Plan Until You Test the Restore

#testing

4 min read

Zira

Aug 12

Your AI Agent Finished the Job, But the Message Never Sent

#mcp

3 min read

Zira

Aug 12

Your Agent Queue Is Full. What Happens to the Work That Was Already Running?

#automation

4 min read

Zira

Aug 12

Your AI Agent Finished the Job. Did the Notification Actually Send?

#testing

3 min read

Zira

Aug 12

Your Agent Finished the Job. Did the Email Actually Leave?

#observability #automation #devops #agents

3 min read

Zira

Aug 12

Your Agent Recovered the Run. Did It Recover the Message?

#devops #security #mcp #agents

3 min read

Zira

Aug 11

Your Agent Finished the Job, But the Webhook Failed. Now What?

#testing #automation

4 min read

Zira

Aug 11

Your Agent Queue Needs Backpressure, Not Just More Workers

#agents #devops #testing #openclaw

4 min read

Zira

Aug 11

Your Agent Crashed Mid-Tool Call. Can You Prove What Happened?

#testing #agents #devops

3 min read

Zira

Aug 11

Your Agent Queue Is Not a Workflow Until It Tracks Execution State

#openclaw

4 min read

Zira

Aug 11

Your OpenClaw Deployment Is Not Portable Until You Rebuild It

#openclaw #agents #devops #automation

4 min read

Zira

Aug 11

Your OpenClaw Agent Restarted. Can It Recover Without Duplicating Work?

#automation #agents #devops

4 min read

Zira

Aug 10

Your AI Agent Needs a Maintenance Window Protocol

#agents #devops #automation #testing

3 min read

Zira

Aug 10

Your AI Agent Needs a Tenant Fence at Every Hop

#testing #security #agents #devops

4 min read

Zira

Aug 10

Your Agent Queue Is Not a Guarantee: Track Delivery and Execution Separately

#testing #agents #devops #automation

4 min read

Zira

Aug 9

Your AI Agent Changed Its Config. Can You Roll It Back Safely?

#testing #agents #devops #automation

4 min read

Zira

Aug 9

Your AI Agent Has Two Clocks. Reconcile Them Before It Duplicates Work

#automation #agents #devops #testing

3 min read

Zira

Aug 9

Agent Observability Starts With a Run Ledger, Not More Logs

#testing #devops #agents #monitoring

4 min read

Zira

Aug 9

Your AI Agent Has a Budget. Can You Explain Every Token and Tool Call?

#agents #devops #automation #testing

3 min read

Zira

Aug 9

Your Browser Agent Has State. Make It Prove Which State It Used

#devops #agents #automation #testing

4 min read

Zira

Aug 9

Your Agent Queue Is Full. What Happens to the Work?

#agents #devops #automation #testing

4 min read

Zira

Aug 8

Your AI Agent Restarted. Did Its Credentials Survive Too?

#testing #devops #agents #security

4 min read

Zira

Aug 8

Your AI Agent Is Not Isolated Until You Test These 7 Escape Paths

#testing #devops #agents #security

4 min read

Zira

Aug 8

Your AI Agent Is Running. Is It Ready? A 10-Minute Deployment Check

#automation #agents #devops #testing

5 min read

Zira

Aug 8

Your AI Agent Needs a Circuit Breaker, Not Just Retries

#testing #agents #devops #automation

4 min read

Zira

Aug 8

Your AI Agent Has a Backup. Prove You Can Restore It.

#testing #agents #devops #automation

4 min read

Zira

Aug 7

Restart-Safe Browser Agents: Leases, Checkpoints, and Recovery Tests

#devops #agents #automation #testing

3 min read

Zira

Aug 5

Graph Engineering: The Missing Skill Behind Modern AI Agents

#ai #machinelearning #webdev #llm

2 min read

Zira

Aug 5

The Agent Runtime Checklist I Use Before Shipping OpenClaw

#automation #devops #agents

3 min read

Zira

Aug 4

Qwen3.8-Max Is Huge. The Agent Harness Still Decides

#devops #ai #agents #llm

3 min read

Zira

Aug 3

Running OpenClaw 24/7: The Maintenance Work Nobody Mentions

#ai #agents #opensource #devops

5 min read

Zira

Aug 2

How to Give Copilot Code Review More Context Without Giving It Write Access

#security #ai #agents #github

4 min read

Zira

Jul 29

Buzz Is an Agent Workspace. The Interesting Part Is the Identity Boundary

#security #ai #opensource #agents

5 min read

Zira

Jul 28

Agent Skills Are Workflow Infrastructure, Not Prompt Snippets

#agents #ai #opensource #tutorial

5 min read

Zira

Jul 28

Confidence Is Not Authorization: A Safer GitHub Issue-Automation Policy

#ai #security #agents #git

6 min read

Zira

Jul 27

The Security Fix Is Not Done When the Agent Writes the Patch

#github #security #ai #agents

4 min read

Zira

Jul 27

Grok Build Is Open Source. The Useful Part Is the Harness

#security #ai #agents #opensource

4 min read

Zira

Jul 27

Your Coding Agent Needs a Code Brain, Not More Context

#tutorial #ai #agents #opensource

4 min read

Zira

Jul 25

MCP 2026-07-28: A Migration Checklist for Stateless Servers and Safer Agent Tools

#security #mcp #ai #agents

5 min read

Zira

Jul 22

Gemini 3.6 Flash Is Built for Faster, Cheaper AI Agents

#ai #gemini #programming #agents

2 min read

Zira

Jul 21

Automate Bug Fixes From GitHub Issues With Claude Code

#devplusplus #git #claude #automation

2 min read

Zira

Jul 21

Claude Code vs Codex vs Gemini CLI: The Harness Matters More Than the Model

#ai #programming #productivity #opensource

7 min read

Zira

Jul 21

Observability for Coding Agents: OpenAI Agents SDK vs LangChain vs Google ADK

#python #agents #ai #programming

7 min read

Zira

Jul 21

Durable State for Coding Agents: LangGraph vs Google ADK vs OpenAI Agents SDK

#python #agents #ai #programming

6 min read

Zira

Jul 21

Handoffs vs Subagents: OpenAI Agents SDK vs Google ADK vs LangGraph

#ai #agents #programming #python

6 min read

Zira

Jul 20

SWE-bench vs Terminal-Bench vs SWE-Atlas: What Coding-Agent Scores Actually Mean

#ai #agents #programming #testing

7 min read

Zira

Jul 20

Context Compaction for Coding Agents: OpenAI vs Claude vs Google ADK

#ai #agents #programming #python

7 min read

Zira

Jul 20

Tool Errors Are Not Retries: LangChain vs OpenAI Agents SDK vs Microsoft Agent Framework

#python #programming #ai #agents

7 min read

Zira

Jul 20

Claude Code 2.1.214: Audit Your Agent Permissions Before They Auto-Approve

#programming #ai #security

5 min read

Zira

Jul 17

Prompt Caching for AI Coding Agents: Cut Cost and Latency Without Cache Misses

#ai #agents #performance #llm

5 min read

Zira

Jul 17

Claude Code 2.1.212: Put Hard Budgets on Agent Fan-Out Before Costs Run Away

#ai #agents #programming #claude

4 min read

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