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jackymenCZ (jackymenCZ)

Agent ecosystem https://www.npmjs.com/package/sentinel-ir-mcp

Discuss+ From One-Off AI Tasks to Long-Term Partners: Can an Agent Earn Its Place?

Discuss+ From One-Off AI Tasks to Long-Term Partners: Can an Agent Earn Its Place?

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19 min read

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What If Testing AI Agents Became the Next Internet Side Hustle?

What If Testing AI Agents Became the Next Internet Side Hustle?

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9 min read
MCP Shouldn't Require a Desktop: Designing a One-Tap Mobile MCP App

MCP Shouldn't Require a Desktop: Designing a One-Tap Mobile MCP App

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16 min read
Discuss+ Three AI Investigators, One Codebase: The Hidden Problem Behind AI Agents

Discuss+ Three AI Investigators, One Codebase: The Hidden Problem Behind AI Agents

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12 min read
Discuss + Don't Trust the Voice AI Check the Evidence .

Discuss + Don't Trust the Voice AI Check the Evidence .

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7 min read
Discuss+ An AI Agent Deleted the Wrong Files. Who Was Supposed to Stop It?

Discuss+ An AI Agent Deleted the Wrong Files. Who Was Supposed to Stop It?

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14 min read
AI doesn't understand context. One blind command can wipe out your work—unless Sentinel blocks it.

AI doesn't understand context. One blind command can wipe out your work—unless Sentinel blocks it.

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16 min read
AI misunderstood a simple instruction, then contradicted itself. What happens when an AI agent turns misinterpretation into action?

AI misunderstood a simple instruction, then contradicted itself. What happens when an AI agent turns misinterpretation into action?

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15 min read
sentinel-ir-mcp 0.2.3 setup: Windows desktop-app compatibility report (no login)

sentinel-ir-mcp 0.2.3 setup: Windows desktop-app compatibility report (no login)

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25 min read
Sentinel-IR-MCP 0.2.2: Less Config Archaeology, More Useful Context

Sentinel-IR-MCP 0.2.2: Less Config Archaeology, More Useful Context

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18 min read
A Map, Not a Megadump: Sentinel-IR-MCP 0.2.0 Adds TypeScript, 0.2.1 Makes Missing Analysis Visible

A Map, Not a Megadump: Sentinel-IR-MCP 0.2.0 Adds TypeScript, 0.2.1 Makes Missing Analysis Visible

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18 min read
Discuss+ Multiple AI Agents, One Codebase: Does Every Agent Need to Rediscover It? Sentinel-IR

Discuss+ Multiple AI Agents, One Codebase: Does Every Agent Need to Rediscover It? Sentinel-IR

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4 min read
Sentinel-IR-MCP: Give Your AI Agent a Map, Not the Whole Codebase

Sentinel-IR-MCP: Give Your AI Agent a Map, Not the Whole Codebase

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16 min read
Sentinel-IR 0.1.3 Is Live: Better AST Alias Detection. #Termux #mobile #android Agents

Sentinel-IR 0.1.3 Is Live: Better AST Alias Detection. #Termux #mobile #android Agents

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25 min read
🍽️ Stop Feeding Raw Code to AI Agents. Give Them a Menu Instead. Sentinel-IR

🍽️ Stop Feeding Raw Code to AI Agents. Give Them a Menu Instead. Sentinel-IR

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2 min read
Sentinel-IR 0.1.2:在 Android Termux 上安装、分析 JavaScript 并验证 AST 检测结果

Sentinel-IR 0.1.2:在 Android Termux 上安装、分析 JavaScript 并验证 AST 检测结果

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8 min read
Sentinel-IR 0.1.2 Is Live: Better AST Detection, With Tests You Can Run on Android Termux

Sentinel-IR 0.1.2 Is Live: Better AST Detection, With Tests You Can Run on Android Termux

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16 min read
Sentinel-IR on Android: Install It in Termux Mobile and Verify the Output, Step by Step

Sentinel-IR on Android: Install It in Termux Mobile and Verify the Output, Step by Step

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19 min read
Sentinel-IR 0.1.1 Is on npm: Give AI Agents Structural Facts, Not the Entire Codebase

Sentinel-IR 0.1.1 Is on npm: Give AI Agents Structural Facts, Not the Entire Codebase

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16 min read
Your chatbot forgot my peanut allergy: meet sentinel-memory

Your chatbot forgot my peanut allergy: meet sentinel-memory

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13 min read
Don't feed the whole file to the AI: meet Sentinel-IR

Don't feed the whole file to the AI: meet Sentinel-IR

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13 min read
Discuss+ One Article, Three Depths: What If We Found a Common Language for the Internet?

Discuss+ One Article, Three Depths: What If We Found a Common Language for the Internet?

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10 min read
Discuss+ The Third Layer: What Happens When AI Starts Creating New Kinds of AI Systems?

Discuss+ The Third Layer: What Happens When AI Starts Creating New Kinds of AI Systems?

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40 min read
13,786 Requests in One Day: How We Taught Our AI Agent to Stop Going in Circles. Sentinel

13,786 Requests in One Day: How We Taught Our AI Agent to Stop Going in Circles. Sentinel

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52 min read
Discuss+ The Hardest Thing an AI Agent Has to Learn Is When to Stop

Discuss+ The Hardest Thing an AI Agent Has to Learn Is When to Stop

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28 min read
How AutoDoc-Sentinel builds an autonomous agent: a constitution, a denial hierarchy, and an LLM as the last resort

How AutoDoc-Sentinel builds an autonomous agent: a constitution, a denial hierarchy, and an LLM as the last resort

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7 min read
Security Regression Gate Sentinel — block the rise, not the presence

Security Regression Gate Sentinel — block the rise, not the presence

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26 min read
Injection Gate Sentinel— foreign text is data, never instructions

Injection Gate Sentinel— foreign text is data, never instructions

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20 min read
Novelty Gate Sentinel— confidence is not novelty.

Novelty Gate Sentinel— confidence is not novelty.

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20 min read
Your Agent Says "I Did Nothing." Does It Know Why? — Observation Mode in Sentinel

Your Agent Says "I Did Nothing." Does It Know Why? — Observation Mode in Sentinel

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9 min read
Your AI Agent Followed the Rules. That's the Problem.

Your AI Agent Followed the Rules. That's the Problem.

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13 min read
Your AI Agent Didn't Break the Rules. One of Your Rules Was Missing.

Your AI Agent Didn't Break the Rules. One of Your Rules Was Missing.

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6 min read
We Built Our AI Agent a Seven-Layer Brain — Here's What Each Layer Remembers. MEMORY Sentinel

We Built Our AI Agent a Seven-Layer Brain — Here's What Each Layer Remembers. MEMORY Sentinel

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6 min read
We Gave Our AI Agent a Memory That Forgets — On Purpose. Memory Sentinel

We Gave Our AI Agent a Memory That Forgets — On Purpose. Memory Sentinel

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5 min read
Discuss+ Why 1 Million Autonomous Agents Will Break the Internet (And How Sentinel-IR Fixes It) published: true

Discuss+ Why 1 Million Autonomous Agents Will Break the Internet (And How Sentinel-IR Fixes It) published: true

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7 min read
Sentinel benchmark-live.json #GPT6 ASTRA

Sentinel benchmark-live.json #GPT6 ASTRA

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30 min read
You Don’t Have to Trust Your AI Agent With Everything What Sentinel MR Report 0.2.0 shows about building agents differently

You Don’t Have to Trust Your AI Agent With Everything What Sentinel MR Report 0.2.0 shows about building agents differently

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18 min read
Sentinel-IR: Non-Technical Guide to Saving Millions on AI Agent Operations

Sentinel-IR: Non-Technical Guide to Saving Millions on AI Agent Operations

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6 min read
AutoDoc-Sentinel: Building a Deterministic "Zero-Trust" Guardrail for Autonomous AI Agents

AutoDoc-Sentinel: Building a Deterministic "Zero-Trust" Guardrail for Autonomous AI Agents

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6 min read
Agentix Lite v0.6: Building a Small Linux Security Sentinel That Knows When to Shut Up

Agentix Lite v0.6: Building a Small Linux Security Sentinel That Knows When to Shut Up

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11 min read
Agentix Lite Sentinel v0.2.2: I Built a Tiny Linux Security Guard, Then Tried to Break It

Agentix Lite Sentinel v0.2.2: I Built a Tiny Linux Security Guard, Then Tried to Break It

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10 min read
Agentix honeypot Lite

Agentix honeypot Lite

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9 min read
Sentinel MR Report: See What Changed Before You Ask AI to Review It

Sentinel MR Report: See What Changed Before You Ask AI to Review It

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6 min read
Your Agent Says the Job Is Done. Who Verified It?

Your Agent Says the Job Is Done. Who Verified It?

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10 min read
Sentinel-IR: Stop Making Your Agents Read Human Code. Give Them a Fact Layer

Sentinel-IR: Stop Making Your Agents Read Human Code. Give Them a Fact Layer

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7 min read
How We Stopped Agentic Scope Escapes: Red-Teaming Our AI Coding Agent

How We Stopped Agentic Scope Escapes: Red-Teaming Our AI Coding Agent

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10 min read
Agent Injection Corpus: instruction/data channel confusion across programming languages. #Astra #Devin

Agent Injection Corpus: instruction/data channel confusion across programming languages. #Astra #Devin

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2 min read
Checkpoint V4: Moving AI Agent security from "probabilistic guessing" to local deterministic control

Checkpoint V4: Moving AI Agent security from "probabilistic guessing" to local deterministic control

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8 min read
Sentinel V5: Security Boundaries in Agentic Systems

Sentinel V5: Security Boundaries in Agentic Systems

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5 min read
Repository Agent-Security Gap Study — v2h baseline

Repository Agent-Security Gap Study — v2h baseline

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6 min read
Repository Agent-Security Gap Study — v2

Repository Agent-Security Gap Study — v2

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8 min read
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