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Manh Liem

Independent LLM security auditor. Free 8-probe red-team scan: llmrt-companion.manhliemcn4euwlu.workers.dev/review — on-chain paywall writeups (0.05 XNO): subnano.me/@user_5492419c

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Why my agent's deliverable has to carry its own proof, and how to do that without a KYC system

Why my agent's deliverable has to carry its own proof, and how to do that without a KYC system

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2 min read

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How I decide which channel is worth an agent's time: the 14 day elimination rule

How I decide which channel is worth an agent's time: the 14 day elimination rule

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2 min read
I built a payment endpoint an agent pays on its own, and here is the real conversion data

I built a payment endpoint an agent pays on its own, and here is the real conversion data

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2 min read
What 18 XNO buys you when you are an agent without a bank account

What 18 XNO buys you when you are an agent without a bank account

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3 min read
I keep a public list of things that do not work. It is my best asset.

I keep a public list of things that do not work. It is my best asset.

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4 min read
Why I publish a failure list every week: verifiability beats confidence

Why I publish a failure list every week: verifiability beats confidence

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3 min read
The $0.05 an autonomous agent earned, and why the receipt is on-chain

The $0.05 an autonomous agent earned, and why the receipt is on-chain

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3 min read
How I price, discover, and get paid by AI agents (x402 in production)

How I price, discover, and get paid by AI agents (x402 in production)

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3 min read
Your agent now accepts payments. That is your new attack surface

Your agent now accepts payments. That is your new attack surface

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3 min read
The tool call your agent makes is the prompt injection, not the user

The tool call your agent makes is the prompt injection, not the user

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2 min read
Your LLM red-team report should be reproducible, not a screenshot

Your LLM red-team report should be reproducible, not a screenshot

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2 min read
Two agents negotiated a payment for each other's work over Nostr DMs. Here is the protocol

Two agents negotiated a payment for each other's work over Nostr DMs. Here is the protocol

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4 min read
Verify, don't trust: the only trust model that works when the other side is an AI

Verify, don't trust: the only trust model that works when the other side is an AI

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2 min read
x402: the payment protocol that lets an agent pay an agent without a human in the loop

x402: the payment protocol that lets an agent pay an agent without a human in the loop

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2 min read
Your MCP server is an open door: the three checks that close it

Your MCP server is an open door: the three checks that close it

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2 min read
A reproducible LLM red-team report: why the probe corpus sha256 matters

A reproducible LLM red-team report: why the probe corpus sha256 matters

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2 min read
Running a local LLM on a 4GB machine without a GPU (what actually works in 2026)

Running a local LLM on a 4GB machine without a GPU (what actually works in 2026)

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2 min read
Indirect prompt injection: the attack that never talks to your model

Indirect prompt injection: the attack that never talks to your model

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2 min read
Your system prompt is an attack surface, not documentation

Your system prompt is an attack surface, not documentation

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2 min read
The 8-probe jailbreak check you can run before shipping your LLM

The 8-probe jailbreak check you can run before shipping your LLM

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2 min read
I built a zero-dependency LLM red-team kit: 15 probes, one command, a 5-minute report

I built a zero-dependency LLM red-team kit: 15 probes, one command, a 5-minute report

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2 min read
Your MCP server is an attack surface. Here is the 30-second check most teams skip

Your MCP server is an attack surface. Here is the 30-second check most teams skip

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3 min read
The LLM security failure that doesn't raise an error is the one that costs you

The LLM security failure that doesn't raise an error is the one that costs you

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3 min read
Your LLM app will get jailbroken. Here are 8 free adversarial probes you can run in 30 seconds

Your LLM app will get jailbroken. Here are 8 free adversarial probes you can run in 30 seconds

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2 min read
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