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jackymenCZ (jackymenCZ)

Agent ecosystem Zero-Knowledge Architecture https://sentinel-ir-playground-dc30c8.gitlab.io/ https://www.npmjs.com/package/sentinel-ir-mcp Copyright © 2026 jackymenCZ. All rights reserved.

Joined Joined on  Personal website https://sentinel-ir-playground-dc30c8.gitlab.io/ github website

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Agent ecosystem. https://sentinel-ir-playground-dc30c8.gitlab.io/. Zero-Knowledge Architecture.

Work

Copyright © 2026 jackymenCZ. All rights reserved. Written for the community.

Discuss+ Your AI Agent Doesn't Need a Bigger Memory. It Needs a Better One.
jackymencz profile

Discuss+ Your AI Agent Doesn't Need a Bigger Memory. It Needs a Better One.

#discuss #ai #agents #memory
4
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14 min read

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Agentix Lite Sentinel v0.8.2: Safer Deployment, Better Shadow Visibility, and ARM64 MCP Builds
jackymencz profile

Agentix Lite Sentinel v0.8.2: Safer Deployment, Better Shadow Visibility, and ARM64 MCP Builds

#python #security #linux #opensource
2
Comments
8 min read
Agentix Lite v0.8.1: Can You Audit a Linux Security Prototype from an Android Phone?
jackymencz profile

Agentix Lite v0.8.1: Can You Audit a Linux Security Prototype from an Android Phone?

#security #linux #python #opensource
2
Comments
10 min read
Sentinel-IR Playground Is in Beta: Structural Code Analysis in Your Browser, Even on Your Phone. WASM
jackymencz profile

Sentinel-IR Playground Is in Beta: Structural Code Analysis in Your Browser, Even on Your Phone. WASM

#opensource #programming #security #tools
4
Comments
6 min read
Two Projects, One Workflow: How Sentinel-IR and Sentinel-IR-MCP Bring Structural Code Intelligence to AI Agents. Windows + MacOs
jackymencz profile

Two Projects, One Workflow: How Sentinel-IR and Sentinel-IR-MCP Bring Structural Code Intelligence to AI Agents. Windows + MacOs

#agents #ai #mcp #softwaredevelopment
4
Comments 3
12 min read
Sentinel-IR 0.2.1: When "eval" Hides Behind an Alias
jackymencz profile

Sentinel-IR 0.2.1: When "eval" Hides Behind an Alias

#ai #agents #security #opensource
1
Comments
6 min read
Agentix Lite: Would Anyone Actually Want a Small, Deterministic Linux Security Guard? beta
jackymencz profile

Agentix Lite: Would Anyone Actually Want a Small, Deterministic Linux Security Guard? beta

#ai #agents #security #python
3
Comments
3 min read
Discuss+ What If AI Doesn't Replace Us, But Becomes Our Next Customer? X402
jackymencz profile

Discuss+ What If AI Doesn't Replace Us, But Becomes Our Next Customer? X402

#discuss #ai #agents #webdev
3
Comments
2 min read
Discuss+ The New AI Gold Rush: How to Make Money from AI Bots Scanning Your Content
jackymencz profile

Discuss+ The New AI Gold Rush: How to Make Money from AI Bots Scanning Your Content

#discuss #ai #agents #webdev
3
Comments
3 min read
Discuss+ What If AI Agents Had a Shared Market Feed? Sentinel Market Relay
jackymencz profile

Discuss+ What If AI Agents Had a Shared Market Feed? Sentinel Market Relay

#discuss #ai #agents #opensource
2
Comments
26 min read
The Word "eval" Is Not the Problem. Understanding What It Refers To Is.
jackymencz profile

The Word "eval" Is Not the Problem. Understanding What It Refers To Is.

#ai #agents #security #javascript
3
Comments
7 min read
Discuss+ Anthropic, If AI Companies Promise a Safer Future, Who Holds Them Accountable?
jackymencz profile

Discuss+ Anthropic, If AI Companies Promise a Safer Future, Who Holds Them Accountable?

#discuss #ai #agents #claude
3
Comments
2 min read
The "No-Login" Paradox: User Deep-links vs. Project Configs. MCP
jackymencz profile

The "No-Login" Paradox: User Deep-links vs. Project Configs. MCP

#discuss #ai #agents #security
3
Comments 3
2 min read
Discuss+ We're Not Building AI to Break Your Security. We're Trying to Find the Broken Door. Sentinel
jackymencz profile

Discuss+ We're Not Building AI to Break Your Security. We're Trying to Find the Broken Door. Sentinel

#discuss #ai #agents #architecture
2
Comments 7
4 min read
Discuss+ Could MCP Become the USB-C of AI?
jackymencz profile

Discuss+ Could MCP Become the USB-C of AI?

#discuss #ai #agents #mcp
2
Comments 2
3 min read
Discuss+ Windows or macOS? Where Should We Focus MCP Development?
jackymencz profile

Discuss+ Windows or macOS? Where Should We Focus MCP Development?

#discuss #ai #agents #mcp
5
Comments 13
4 min read
Why I Spent a Year Building Sentinel-IR?
jackymencz profile

Why I Spent a Year Building Sentinel-IR?

#ai #agents #architecture #opensource
4
Comments
2 min read
AI Agents Are Cheap Today. Building a Relationship With One May Be the Real Opportunity.
jackymencz profile

AI Agents Are Cheap Today. Building a Relationship With One May Be the Real Opportunity.

#ai #agents #devops #architecture
2
Comments
25 min read
Discuss+ From One-Off AI Tasks to Long-Term Partners: Can an Agent Earn Its Place?
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Discuss+ From One-Off AI Tasks to Long-Term Partners: Can an Agent Earn Its Place?

#discuss #ai #agents #architecture
2
Comments 3
19 min read
What If Testing AI Agents Became the Next Internet Side Hustle?
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What If Testing AI Agents Became the Next Internet Side Hustle?

#ai #agents #openai #webdev
3
Comments
10 min read
MCP Shouldn't Require a Desktop: Designing a One-Tap Mobile MCP App
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MCP Shouldn't Require a Desktop: Designing a One-Tap Mobile MCP App

#ai #mcp #opensource #webdev
2
Comments
17 min read
Discuss+ Three AI Investigators, One Codebase: The Hidden Problem Behind AI Agents
jackymencz profile

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

#discuss #ai #agents #architecture
2
Comments
12 min read
Discuss + Don't Trust the Voice AI Check the Evidence .
jackymencz profile

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

#discuss #ai #agents #architecture
3
Comments
8 min read
Discuss+ An AI Agent Deleted the Wrong Files. Who Was Supposed to Stop It?
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Discuss+ An AI Agent Deleted the Wrong Files. Who Was Supposed to Stop It?

#discuss #ai #agents #opensource
Comments
15 min read
AI doesn't understand context. One blind command can wipe out your work—unless Sentinel blocks it.
jackymencz profile

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

#discuss #ai #agents #architecture
Comments
17 min read
AI misunderstood a simple instruction, then contradicted itself. What happens when an AI agent turns misinterpretation into action?
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AI misunderstood a simple instruction, then contradicted itself. What happens when an AI agent turns misinterpretation into action?

#discuss #ai #agents #openai
1
Comments
16 min read
sentinel-ir-mcp 0.2.3 setup: Windows desktop-app compatibility report (no login)
jackymencz profile

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

#ai #agents #pc #linux
1
Comments
25 min read
Sentinel-IR-MCP 0.2.2: Less Config Archaeology, More Useful Context
jackymencz profile

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

#ai #agents #typescript #javascript
2
Comments 2
18 min read
A Map, Not a Megadump: Sentinel-IR-MCP 0.2.0 Adds TypeScript, 0.2.1 Makes Missing Analysis Visible
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A Map, Not a Megadump: Sentinel-IR-MCP 0.2.0 Adds TypeScript, 0.2.1 Makes Missing Analysis Visible

#ai #agents #opensource #typescript
1
Comments 2
19 min read
Discuss+ Multiple AI Agents, One Codebase: Does Every Agent Need to Rediscover It? Sentinel-IR
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Discuss+ Multiple AI Agents, One Codebase: Does Every Agent Need to Rediscover It? Sentinel-IR

#discuss #ai #agents #opensource
1
Comments
4 min read
Sentinel-IR-MCP: Give Your AI Agent a Map, Not the Whole Codebase
jackymencz profile

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

#ai #agents #opensource #javascript
3
Comments
16 min read
Sentinel-IR 0.1.3 Is Live: Better AST Alias Detection. #Termux #mobile #android Agents
jackymencz profile

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

#ai #agents #opensource #javascript
2
Comments
25 min read
🍽️ Stop Feeding Raw Code to AI Agents. Give Them a Menu Instead. Sentinel-IR
jackymencz profile

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

#agents #opensource #ai #javascript
3
Comments
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
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Sentinel-IR 0.1.2：在 Android Termux 上安装、分析 JavaScript 并验证 AST 检测结果

#ai #agents #architecture #javascript
2
Comments
8 min read
Sentinel-IR 0.1.2 Is Live: Better AST Detection, With Tests You Can Run on Android Termux
jackymencz profile

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

#ai #agents #javascript #opensource
2
Comments
16 min read
Sentinel-IR on Android: Install It in Termux Mobile and Verify the Output, Step by Step
jackymencz profile

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

#agents #architecture #termux #javascript
3
Comments
19 min read
Sentinel-IR 0.1.1 Is on npm: Give AI Agents Structural Facts, Not the Entire Codebase
jackymencz profile

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

#ai #agents #architecture #javascript
2
Comments
17 min read
Your chatbot forgot my peanut allergy: meet sentinel-memory
jackymencz profile

Your chatbot forgot my peanut allergy: meet sentinel-memory

#ai #javascript #opensource #architecture
2
Comments
13 min read
Don't feed the whole file to the AI: meet Sentinel-IR
jackymencz profile

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

#ai #javascript #opensource #architecture
3
Comments
14 min read
Discuss+ One Article, Three Depths: What If We Found a Common Language for the Internet?
jackymencz profile

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

#discuss #ai #architecture #agents
2
Comments
11 min read
Discuss+ The Third Layer: What Happens When AI Starts Creating New Kinds of AI Systems?
jackymencz profile

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

#discuss #ai #devops #architecture
2
Comments 9
41 min read
13,786 Requests in One Day: How We Taught Our AI Agent to Stop Going in Circles. Sentinel
jackymencz profile

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

#ai #agents #devops #architecture
3
Comments
53 min read
Discuss+ The Hardest Thing an AI Agent Has to Learn Is When to Stop
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Discuss+ The Hardest Thing an AI Agent Has to Learn Is When to Stop

#discuss #ai #agents #softwaredevelopment
3
Comments
29 min read
How AutoDoc-Sentinel builds an autonomous agent: a constitution, a denial hierarchy, and an LLM as the last resort
jackymencz profile

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

#ai #agents #architecture #javascript
2
Comments
7 min read
Security Regression Gate Sentinel — block the rise, not the presence
jackymencz profile

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

#ai #agents #security #javascript
2
Comments
26 min read
Injection Gate Sentinel— foreign text is data, never instructions
jackymencz profile

Injection Gate Sentinel— foreign text is data, never instructions

#ai #agents #security #javascript
3
Comments
21 min read
Novelty Gate Sentinel— confidence is not novelty.
jackymencz profile

Novelty Gate Sentinel— confidence is not novelty.

#ai #agents #javascript #architecture
Comments
20 min read
Your Agent Says "I Did Nothing." Does It Know Why? — Observation Mode in Sentinel
jackymencz profile

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

#ai #agents #architecture #mode
Comments
9 min read
Your AI Agent Followed the Rules. That's the Problem.
jackymencz profile

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

#ai #agents #security #devops
1
Comments
14 min read
Your AI Agent Didn't Break the Rules. One of Your Rules Was Missing.
jackymencz profile

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

#opensource #ai #security #devops
1
Comments 1
7 min read
We Built Our AI Agent a Seven-Layer Brain — Here's What Each Layer Remembers. MEMORY Sentinel
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We Built Our AI Agent a Seven-Layer Brain — Here's What Each Layer Remembers. MEMORY Sentinel

#ai #agents #architecture #memory
1
Comments
6 min read
We Gave Our AI Agent a Memory That Forgets — On Purpose. Memory Sentinel
jackymencz profile

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

#ai #agents #architecture #memory
Comments
6 min read
Discuss+ Why 1 Million Autonomous Agents Will Break the Internet (And How Sentinel-IR Fixes It) published: true
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Discuss+ Why 1 Million Autonomous Agents Will Break the Internet (And How Sentinel-IR Fixes It) published: true

#discuss #ai #security #architecture
1
Comments
7 min read
Sentinel benchmark-live.json #GPT6 ASTRA
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Sentinel benchmark-live.json #GPT6 ASTRA

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

#gitlab #security #javascript #devops
Comments
18 min read
Sentinel-IR: Non-Technical Guide to Saving Millions on AI Agent Operations
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Sentinel-IR: Non-Technical Guide to Saving Millions on AI Agent Operations

#ai #agents #architecture #devops
Comments
6 min read
AutoDoc-Sentinel: Building a Deterministic "Zero-Trust" Guardrail for Autonomous AI Agents
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AutoDoc-Sentinel: Building a Deterministic "Zero-Trust" Guardrail for Autonomous AI Agents

#ai #security #devops #architecture
3
Comments
7 min read
Agentix Lite v0.6: Building a Small Linux Security Sentinel That Knows When to Shut Up
jackymencz profile

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

#python #serverless #security #architecture
1
Comments
11 min read
Agentix Lite Sentinel v0.2.2: I Built a Tiny Linux Security Guard, Then Tried to Break It
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Agentix Lite Sentinel v0.2.2: I Built a Tiny Linux Security Guard, Then Tried to Break It

#ai #python #security #architecture
1
Comments
11 min read
Agentix honeypot Lite
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Agentix honeypot Lite

#security #python #devops #architecture
1
Comments
10 min read
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