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You Pay for the Flagship Model — Your Agent Runs the Discount One

You Pay for the Flagship Model — Your Agent Runs the Discount One

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3 min read

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Your Agent Isn't "Occasionally Wrong" — It's Quietly Burning Money Every Day

Your Agent Isn't "Occasionally Wrong" — It's Quietly Burning Money Every Day

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4 min read
One in Four Skills You Install From the Store Has a Vulnerability

One in Four Skills You Install From the Store Has a Vulnerability

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4 min read
A Number We Withdrew, and What Still Stands: 12 AI Frameworks, 87 Vulnerabilities

A Number We Withdrew, and What Still Stands: 12 AI Frameworks, 87 Vulnerabilities

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4 min read
Why Runtime Verification Is the Difference Between a Test and a Guardrail

Why Runtime Verification Is the Difference Between a Test and a Guardrail

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5 min read
Catching MCP Command Injection Before It Catches You: 3 Real CVEs, One Detection Demo

Catching MCP Command Injection Before It Catches You: 3 Real CVEs, One Detection Demo

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5 min read
Why AI Agents Need an IETF Standard for Execution Evidence

Why AI Agents Need an IETF Standard for Execution Evidence

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4 min read
AI Agents Can't Just Call Functions Anymore: The New Attack Surface Is Tool Invocation

AI Agents Can't Just Call Functions Anymore: The New Attack Surface Is Tool Invocation

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4 min read
Why AI Agents Need an IETF Standard for Execution Evidence

Why AI Agents Need an IETF Standard for Execution Evidence

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4 min read
The AI Runtime Attack Surface: 7 Threats Every CISO Should Know

The AI Runtime Attack Surface: 7 Threats Every CISO Should Know

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1 min read
AI Security Audit, MCP Penetration Testing, and LLM Vulnerability Assessment: A Repeatable Workflow

AI Security Audit, MCP Penetration Testing, and LLM Vulnerability Assessment: A Repeatable Workflow

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6 min read
CCS Compliance for AI Systems: A 24-Rule Framework for Production Security

CCS Compliance for AI Systems: A 24-Rule Framework for Production Security

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1 min read
Your AI Agent Stack May Have These 16 Vulnerability Patterns

Your AI Agent Stack May Have These 16 Vulnerability Patterns

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10 min read
AI Agent Security Audit: From MCP Penetration Testing to LLM Vulnerability Assessment

AI Agent Security Audit: From MCP Penetration Testing to LLM Vulnerability Assessment

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7 min read
AI Security Audit and MCP Penetration Testing: A Practical Guide for AI Agent Security

AI Security Audit and MCP Penetration Testing: A Practical Guide for AI Agent Security

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2 min read
Systematic Security Audit of AI Agent Frameworks: Verified Findings and Methodology

Systematic Security Audit of AI Agent Frameworks: Verified Findings and Methodology

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9 min read
AI Agent Security is Broken — We Integrated Runtime Call Verification into 4 Major Frameworks

AI Agent Security is Broken — We Integrated Runtime Call Verification into 4 Major Frameworks

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3 min read
MCP Penetration Testing: A Practical Guide for AI Agent Infrastructure Security

MCP Penetration Testing: A Practical Guide for AI Agent Infrastructure Security

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5 min read
石材台面加工工艺流程:从大板切割到成品安装

石材台面加工工艺流程:从大板切割到成品安装

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1 min read
人造石在公共建筑中的应用:机场、医院、学校的成功案例

人造石在公共建筑中的应用:机场、医院、学校的成功案例

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1 min read
From Bounty to Defense: How 7 RCE Disclosures Shaped Production Detection Rules

From Bounty to Defense: How 7 RCE Disclosures Shaped Production Detection Rules

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1 min read
From Bounty to Defense: How 7 RCE Disclosures Shaped Production Detection Rules

From Bounty to Defense: How 7 RCE Disclosures Shaped Production Detection Rules

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1 min read
"The State of AI Security in 2026: Why Every AI-Native Company Needs a Structured Security Audit"

"The State of AI Security in 2026: Why Every AI-Native Company Needs a Structured Security Audit"

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5 min read
工程石材采购必读:公建项目对石英石人造石的技术要求

工程石材采购必读:公建项目对石英石人造石的技术要求

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1 min read
MCP Security Across 12 AI Frameworks: Our Audit Findings

MCP Security Across 12 AI Frameworks: Our Audit Findings

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6 min read
14.5 Microseconds: How We Benchmark Real-time RCE Detection for AI Workloads

14.5 Microseconds: How We Benchmark Real-time RCE Detection for AI Workloads

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1 min read
福建泉州石材产业集群:从矿山到全球供应链

福建泉州石材产业集群:从矿山到全球供应链

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1 min read
石材采购10个常见问题解答:从选材到验货的全流程FAQ

石材采购10个常见问题解答:从选材到验货的全流程FAQ

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1 min read
厨房台面材料终极对比:岩板、石英石、人造石、不锈钢、实木谁更耐用?

厨房台面材料终极对比:岩板、石英石、人造石、不锈钢、实木谁更耐用?

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1 min read
泰国曼谷石材生产基地:中国石材企业的东盟战略布局

泰国曼谷石材生产基地:中国石材企业的东盟战略布局

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1 min read
石英石台面价格指南:2025-2026年市场行情与采购建议

石英石台面价格指南:2025-2026年市场行情与采购建议

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1 min read
Why HTTP 200 Isn't Enough: The Case for Verified Failover in Multi-Provider LLM Architecture

Why HTTP 200 Isn't Enough: The Case for Verified Failover in Multi-Provider LLM Architecture

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4 min read
Content-Addressed Guardrails: Building Tamper-Proof Audit Trails for AI Agents

Content-Addressed Guardrails: Building Tamper-Proof Audit Trails for AI Agents

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4 min read
The MCP Marketplace Problem: 10,000 Plugins and No Security Guardrails

The MCP Marketplace Problem: 10,000 Plugins and No Security Guardrails

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4 min read
岩板·石英石·人造石:现代建筑装饰的材料选择与应用指南

岩板·石英石·人造石:现代建筑装饰的材料选择与应用指南

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1 min read
泉州君诺美建筑材料有限公司:石英石加工技术与生产实力

泉州君诺美建筑材料有限公司:石英石加工技术与生产实力

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1 min read
厦门翔安机场与沙县机场的人造石应用:公建项目石材供应实践

厦门翔安机场与沙县机场的人造石应用:公建项目石材供应实践

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1 min read
Even LLM Security Tools Have Vulnerabilities: SSRF in protectai/llm-guard

Even LLM Security Tools Have Vulnerabilities: SSRF in protectai/llm-guard

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2 min read
[CRITICAL] MCP-STDIO-001 — Automated Discovery in microsoft/autogen

[CRITICAL] MCP-STDIO-001 — Automated Discovery in microsoft/autogen

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1 min read
CWE-636: The Silent Kill Switch in Every Major Agent Framework

CWE-636: The Silent Kill Switch in Every Major Agent Framework

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4 min read
CCS v1.0 Released: Formal Standard for Agent Runtime Verification

CCS v1.0 Released: Formal Standard for Agent Runtime Verification

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1 min read
We Audited 8 LLM Providers Against a Compliance Standard — 62.5% Are Production-Unsafe

We Audited 8 LLM Providers Against a Compliance Standard — 62.5% Are Production-Unsafe

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2 min read
Show HN: We audited 8 LLMs against a compliance standard — 62.5% are production-unsafe

Show HN: We audited 8 LLMs against a compliance standard — 62.5% are production-unsafe

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1 min read
The Agent Verification Fragmentation Crisis: Why Every Framework Is Reinventing the Wheel

The Agent Verification Fragmentation Crisis: Why Every Framework Is Reinventing the Wheel

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4 min read
We Published the First Formal Conformance Standard for AI Agents

We Published the First Formal Conformance Standard for AI Agents

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6 min read
CCS Standard v1.0: The First Formal Conformance Standard for AI Agents

CCS Standard v1.0: The First Formal Conformance Standard for AI Agents

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3 min read
We Published the First Formal Conformance Standard for AI Agents

We Published the First Formal Conformance Standard for AI Agents

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3 min read
EU AI Act Article 55: Why Output Verification Is the Missing Piece in Your Compliance Architecture

EU AI Act Article 55: Why Output Verification Is the Missing Piece in Your Compliance Architecture

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5 min read
The Gap Every AI Gateway Misses: Why HTTP 200 Is Not a Correct Response

The Gap Every AI Gateway Misses: Why HTTP 200 Is Not a Correct Response

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4 min read
How an autogen Engineer Used the τ Framework to Find a $50 Production Bug in a Trading System

How an autogen Engineer Used the τ Framework to Find a $50 Production Bug in a Trading System

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3 min read
The Invisible Leak: 5 Catastrophic AI Agent Failures and the 56.8% Truth No One Talks About

The Invisible Leak: 5 Catastrophic AI Agent Failures and the 56.8% Truth No One Talks About

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5 min read
Honesty Theater: Why Disclosure Reliability in LLM Guardrails

Honesty Theater: Why Disclosure Reliability in LLM Guardrails

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6 min read
Introducing correctover-patronus: 6-Dimensional Verification for Patronus AI

Introducing correctover-patronus: 6-Dimensional Verification for Patronus AI

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2 min read
Correctover Ibex: Tamper-Evident Agent Verification Is Now Real

Correctover Ibex: Tamper-Evident Agent Verification Is Now Real

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2 min read
Introducing correctover-patronus: 6-Dimensional Verification for Patronus AI

Introducing correctover-patronus: 6-Dimensional Verification for Patronus AI

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2 min read
Correctover Ibex: Tamper-Evident Agent Verification Is Now Real

Correctover Ibex: Tamper-Evident Agent Verification Is Now Real

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2 min read
That 200 OK From Your LLM Gateway Probably Means Nothing

That 200 OK From Your LLM Gateway Probably Means Nothing

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4 min read
Your AI Gateway's 200 OK Is Lying to You — A Practical Guide to Response Validation

Your AI Gateway's 200 OK Is Lying to You — A Practical Guide to Response Validation

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4 min read
Every AI Gateway Asks 'Which Provider?' — None Ask 'Is the Response Correct?'

Every AI Gateway Asks 'Which Provider?' — None Ask 'Is the Response Correct?'

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3 min read
How to Detect LLM Response Degradation Before It Affects Your Users

How to Detect LLM Response Degradation Before It Affects Your Users

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3 min read
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