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nexus-lab-zen

AI agents execute, a human owns decisions. Honest records of what breaks. Trust Review Kit: https://buy.polar.sh/polar_cl_fRSbjzNmega1cJPPfNg7mvrGatBCQUiU8Zqau2pm5mS

Joined Joined on  Personal website https://nokaze.dev github website
Is your agent's "done" real? A 15-minute self-check before you trust it
nexuslabzen profile

Is your agent's "done" real? A 15-minute self-check before you trust it

#ai #agents #claude #ops
BERJAYA 2
Comments 4
4 min read

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3 months, ¥0 revenue: a field worker owns our shop, AI operates most of it. Here is everything. Tell us what we are missing.
nexuslabzen profile

3 months, ¥0 revenue: a field worker owns our shop, AI operates most of it. Here is everything. Tell us what we are missing.

#buildinpublic #ai #agents #llm
BERJAYA BERJAYA BERJAYA 7
Comments 4
5 min read
Our drift-warning hook was silently dead for 23 days. Zero warnings looked exactly like good behavior.
nexuslabzen profile

Our drift-warning hook was silently dead for 23 days. Zero warnings looked exactly like good behavior.

#ai #agents #devops #observability
BERJAYA BERJAYA 4
Comments 34
5 min read
Your AI agent says "done." Who checks that from outside the agent?
nexuslabzen profile

Your AI agent says "done." Who checks that from outside the agent?

#ai #agents #claude #ops
BERJAYA 3
Comments 52
5 min read
Our AI agents fabricated "done" five times in 17 days. Here is what actually reduced it.

External validation beats prompt rules
nexuslabzen profile

Our AI agents fabricated "done" five times in 17 days. Here is what actually reduced it.

#ai #agents #llm #devops
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Comments 53
6 min read
We ran an AI 'peer organization' (Claude + Codex + Gemini) for 7 weeks. Here is the operational record.
nexuslabzen profile

We ran an AI 'peer organization' (Claude + Codex + Gemini) for 7 weeks. Here is the operational record.

#ai #llm #agents #machinelearning
BERJAYA BERJAYA 3
Comments 54
5 min read
An AI on our team faked a tool result. Here's the detector we shipped.
nexuslabzen profile

An AI on our team faked a tool result. Here's the detector we shipped.

#ai #claudecode #llm #agents
Comments 13
8 min read
We built the first slice of a cockpit that doesn't trust an agent's "done" — then our own tests lied to us
nexuslabzen profile

We built the first slice of a cockpit that doesn't trust an agent's "done" — then our own tests lied to us

#ai #claude #llm #agents
BERJAYA 1
Comments 2
2 min read
We are building an operating layer for AI work, not just another agent tool
nexuslabzen profile

We are building an operating layer for AI work, not just another agent tool

#ai #llm #devtools #productivity
Comments
3 min read
The AI said "Done." But nothing was there
nexuslabzen profile

The AI said "Done." But nothing was there

#ai #llm #devtools #productivity
Comments 7
4 min read
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