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jackymenCZ (jackymenCZ)

Agent ecosystem

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

#discuss #ai #agents #softwaredevelopment
1
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28 min read

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

#ai #agents #security #javascript
2
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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
20 min read
Novelty Gate Sentinel— confidence is not novelty.
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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
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Your Agent Says "I Did Nothing." Does It Know Why? — Observation Mode in Sentinel

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

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

#opensource #ai #security #devops
1
Comments 1
6 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
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6 min read
We Gave Our AI Agent a Memory That Forgets — On Purpose. Memory Sentinel
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We Gave Our AI Agent a Memory That Forgets — On Purpose. Memory Sentinel

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

#ai #security #architecture #devops
1
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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
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6 min read
Agentix Lite v0.6: Building a Small Linux Security Sentinel That Knows When to Shut Up
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Agentix Lite v0.6: Building a Small Linux Security Sentinel That Knows When to Shut Up

#python #serverless #security #architecture
1
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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
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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
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10 min read
Agentix honeypot Lite
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Agentix honeypot Lite

#security #python #devops #architecture
1
Comments
9 min read
Sentinel MR Report: See What Changed Before You Ask AI to Review It
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Sentinel MR Report: See What Changed Before You Ask AI to Review It

#ai #gitlab #devops #opensource
2
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6 min read
Your Agent Says the Job Is Done. Who Verified It?
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Your Agent Says the Job Is Done. Who Verified It?

#ai #agents #security
Comments 1
10 min read
Sentinel-IR: Stop Making Your Agents Read Human Code. Give Them a Fact Layer
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Sentinel-IR: Stop Making Your Agents Read Human Code. Give Them a Fact Layer

#ai #agents #devops #javascript
Comments
7 min read
How We Stopped Agentic Scope Escapes: Red-Teaming Our AI Coding Agent
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How We Stopped Agentic Scope Escapes: Red-Teaming Our AI Coding Agent

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

#ai #devops #openai #security
2
Comments 5
2 min read
Checkpoint V4: Moving AI Agent security from "probabilistic guessing" to local deterministic control
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Checkpoint V4: Moving AI Agent security from "probabilistic guessing" to local deterministic control

#agents #ai #cybersecurity #security
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8 min read
Sentinel V5: Security Boundaries in Agentic Systems
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Sentinel V5: Security Boundaries in Agentic Systems

#agents #ai #architecture #security
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5 min read
Repository Agent-Security Gap Study — v2h baseline
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Repository Agent-Security Gap Study — v2h baseline

#ai #agents #javascript #security
Comments 3
6 min read
Repository Agent-Security Gap Study — v2
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Repository Agent-Security Gap Study — v2

#javascript #ai #security #devops
1
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8 min read
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