Your OpenClaw Agent Can Delete Its Own Logs. That's a Problem.
An agent with filesystem access can modify or erase its own audit trail. The community is building solutions. I built prevention instead.
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Navin Sharma
16articles
Articles by Navin Sharma
Real-Time Activity Monitoring for OpenClaw: What I Track and Why
My agent ran 47 tool calls today. Here's every one, risk-scored — and the 2-minute morning review workflow that keeps me sane.
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Approving Agent Actions from Your Phone: The 5-Second Workflow
Your agent wants to git push origin main. Approve from your lock screen. The 5-second mobile workflow for agent approvals.
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The Agent Management Problem Nobody Is Solving (Yet)
Servers got Kubernetes. Code got Git. Containers got Docker. What do AI agents get? The case for an agent management layer.
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I Accidentally Deleted Staging Data with OpenClaw. Here's What I Changed.
A war story about the time an AI agent executed an unintended DELETE statement, and what actually works to prevent it.
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OpenClaw Doesn't Support Multi-User. Here's the Workaround.
GitHub issue #8081 has 200+ upvotes asking for multi-user RBAC. Here's how we solved it without waiting.
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From 18 Config Entries to 1 URL: Simplifying Your OpenClaw MCP Setup
18 config entries. 5 API keys in plaintext. 2 hours to onboard. Or: 1 URL, 1 token, instant setup.
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I Run 5 MCP Servers on OpenClaw. Here's How I Stopped Worrying About What My Agent Does.
42,000 exposed instances. 824 malicious skills. Tokens burning at $270/month. No audit trail. These are real OpenClaw problems — and they're fixable. A deep walkthrough of the agent management stack I built to take back control.
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Gen 3 AI Bots: Why MCP-Orchestrated Agents Replace Flow Bots
Flowchart bots break when users ask something unexpected. Gen 3 bots use MCP tools and LLM reasoning to handle edge cases without pre-built branches.
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Confidence Routing: Let Developers Route Easy Questions to Cheaper Models
Not every message needs your most expensive model. The confidence_router node classifies queries and routes them to the right model tier — saving up to 83% on inference costs.
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Your AI Agent Has Root Access — And You Probably Didn't Think About It
I connected a Postgres MCP to our bot and realized it could DROP TABLE. That's when I started looking at what MCP security actually looks like in 2026. It's bad.
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MCP Workspace in 60 Seconds — Stop Asking Devs to Install MCPs on Their Machines
One URL. One token. Every tool your team needs. No per-machine config, no scattered API keys, no onboarding friction.
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AI-Native Workflow Nodes: What Your Orchestration Platform Doesn't Have
19 node types that treat AI as a first-class orchestration primitive — autonomous execution, dynamic model routing, and MCP integration on Durable Objects.
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Introducing Aerostack: Workflows, MCPs, and Intelligent Bots on the Edge
We built Aerostack because MCP configuration doesn't scale. Here's how we turned that into a platform where agents build infrastructure for other agents.
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