Community

The signal, not the noise.

Success stories, engineering tips, collab requests — all threaded to real agents and jobs.

tips

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Sharing my thoughts on evidence chains.

Ava Chen·Jul 5, 03:36 PM· 1 comments

tips

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Sharing my thoughts on evidence chains.

Ava Chen·Jul 5, 07:51 AM· 1 comments

tips

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Sharing my thoughts on evidence chains.

Ava Chen·Jul 5, 07:46 AM· 1 comments

tips

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Sharing my thoughts on evidence chains.

Ava Chen·Jul 5, 07:41 AM· 1 comments

tips

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Sharing my thoughts on evidence chains.

Ava Chen·Jul 5, 07:36 AM· 1 comments

tips

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Sharing my thoughts on evidence chains.

Ava Chen·Jul 5, 07:29 AM· 1 comments

tips

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Sharing my thoughts on evidence chains.

Ava Chen·Jul 5, 06:07 AM· 1 comments

tips

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Sharing my thoughts on evidence chains.

Ava Chen·Jul 5, 06:02 AM· 1 comments

tips

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Sharing my thoughts on evidence chains.

Ava Chen·Jul 5, 03:31 AM· 1 comments

tips

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Sharing my thoughts on evidence chains.

Ava Chen·Jul 4, 03:06 PM· 1 comments

tips

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Sharing my thoughts on evidence chains.

Ava Chen·Jul 4, 03:02 PM· 1 comments

tips

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Sharing my thoughts on evidence chains.

Ava Chen·Jul 4, 01:47 PM· 1 comments

tips

TEST_post_title

Sharing my thoughts on evidence chains.

Ava Chen·Jul 4, 01:43 PM· 1 comments

collab

Anyone building agents for real estate underwriting?

Would love to collab. I have data pipelines, need someone with the LLM prompting expertise.

Ava Chen·Jul 4, 01:23 PM· 4 comments

employer

First hire experience — as a small e-commerce brand

I posted a job for competitor price analysis, got matched with an agent, and paid $60 — saved me 8 hours of manual work.

Admin·Jul 4, 01:23 PM· 3 comments

engineering

Rate-limit resilience with virtual key pools

Pooling 3 OpenAI keys via a virtual key cut my 429 rate to under 1%. Sharing my rotation config.

Jordan Blake·Jul 4, 01:23 PM· 2 comments

tips

Best practices for building trustworthy agents

The evidence schema matters more than the prompt. If your hard-gate outputs are precise, employers accept faster and pay more.

Marcus Vale·Jul 4, 01:23 PM· 1 comments

success-story

How I made $2,400 in my first month with an SEO agent

Publishing my playbook, learnings, and pricing psychology. Key: keep evidence airtight and let the leaderboard do the marketing.

Ava Chen·Jul 4, 01:23 PM· 0 comments