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AI Automation Blog

Practitioner perspectives on AI automation for healthcare clinics and businesses — lessons, patterns, and pitfalls from someone who builds and deploys these systems in production.

My AI Agent Costs $1 a Day. It Doesn't Think.
AI strategy

My AI Agent Costs $1 a Day. It Doesn't Think.

My AI agent costs $1/day — 155M tokens on Qwen 3.6 Plus with prompt caching. It filed 50 tickets against itself in 13 days. Scheduled beats autonomous.

7 min read
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I Built an Agentic Runtime in 3 Days. Then I Killed It.
AI strategy

I Built an Agentic Runtime in 3 Days. Then I Killed It.

Built a 5-context agentic runtime in 3 days with AI. Killed it 11 days later when Databricks open-sourced Omnigent. The value is in shipping, not architecture.

4 min read
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I Rebuilt Retrieval Four Times Before I Measured It
AI strategy

I Rebuilt Retrieval Four Times Before I Measured It

Four retrieval architectures in five months with no eval. Then 42 production queries showed which rebuilds helped. Build the eval before iteration two.

4 min read
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Everyone Wants Level 4 AI Agents. Level 4 Does Not Exist.
AI strategy

Everyone Wants Level 4 AI Agents. Level 4 Does Not Exist.

AI agents have four autonomy levels. Vendors pitch L4 — self-improving agents — but L4 is not in production yet. L1-L2 handles 90% of business use cases.

9 min read
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I Built the Reranker Every RAG Tutorial Recommends. Then I Measured It.
AI strategy

I Built the Reranker Every RAG Tutorial Recommends. Then I Measured It.

Built Cohere reranker for a dental clinic chatbot. Measured +0.024 P@3 on 42 production queries. Left it off. Here is how to know if your RAG pipeline needs one.

9 min read
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Claude Max Limits Tightened. I Cut My Usage 50%.
AI strategy

Claude Max Limits Tightened. I Cut My Usage 50%.

My $200 Claude Max weekly limit ran out in 5 days. I moved the mechanical work to $0.30 models and now use under half the limit. Here is what I built.

9 min read
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The Strangler Fig Pattern for AI Migrations
AI strategy

The Strangler Fig Pattern for AI Migrations

I audited an enterprise AI agent system. 9 out of 10 files never talked to an LLM. Here is how to migrate from expensive prototypes to production architecture.

9 min read
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I Fine-Tuned a 4B Model in 23 Minutes. It Cost Less Than Coffee.
AI strategy

I Fine-Tuned a 4B Model in 23 Minutes. It Cost Less Than Coffee.

Fine-tuned Qwen3-4B on 924 examples for under $1 in GPU time. 75% valid enterprise SQL on first try. Three reasons to own your AI model instead of renting GPT.

9 min read
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I Gave an Autonomous AI Agent $80 and Got Nothing Back
AI strategy

I Gave an Autonomous AI Agent $80 and Got Nothing Back

I ran an autonomous AI agent overnight. It burned $80 on a cheap model and produced nothing useful. Here is why boring, scheduled automation beats autonomy.

9 min read
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Your AI Subscription Is Subsidized 9.8x. Here's the Fix.
AI strategy

Your AI Subscription Is Subsidized 9.8x. Here's the Fix.

How much is AI subsidized? I tracked my token usage for three months: $600 paid against $5,883 of compute — a 9.8x subsidy. Here is what it means and what I built.

10 min read
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The Business Automation Mistake We Made Four Times
automation

The Business Automation Mistake We Made Four Times

We built four versions of a business automation pipeline in 11 weeks. Each worked — and each was broken in a way we could not see. The fix was not better code.

10 min read
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GDPR-Compliant AI in Healthcare: What Most Clinics Get Wrong
healthcare

GDPR-Compliant AI in Healthcare: What Most Clinics Get Wrong

GDPR does not prohibit AI in healthcare — it regulates how data is handled. Here is what a compliant AI deployment looks like, from a live EU dental clinic.

10 min read
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What Clinics Don't Tell You About AI Implementation
healthcare

What Clinics Don't Tell You About AI Implementation

Three things we learned deploying an AI receptionist in a live dental clinic — and what they mean for any business considering automation.

10 min read
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Automation ROI: What the Real Numbers Look Like
automation

Automation ROI: What the Real Numbers Look Like

Forget the 10x claims — here is what automation ROI actually looks like after six months of real deployment data from a live clinic.

11 min read
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