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Insights

Problems we have solved.

If you recognize any of these, we should talk. If you recognize more than two, we should talk today.

The 11 Things That Will Break Your AI in Production

12 min

There is a pattern in healthcare AI that plays out the same way almost every time. The team builds a proof of concept. It works in the demo. The investor is impressed. The clinical partner nods. Every...

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Your Website Is Invisible to AI Agents

8 min

People already trust AI enough to listen. When they ask ChatGPT, Gemini, or Claude for a doctor recommendation — and millions already do — the practices that show up get the patient. The ones that don...

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You Are Using AI Wrong

10 min

Here is how most companies use AI: you open a chat window, type a prompt, get a response. When you close the window, everything resets. Tomorrow, the AI has no memory of what you discussed. It does no...

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What Happens When You Replace 4 Tools With One System

7 min

Advanced Psychiatry is a 5-provider behavioral health practice in Las Vegas with two locations. Before we got involved, they were paying for an answering service, a patient portal, a standalone schedu...

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Your AI Agent Has a Security Hole You Have Not Tested For

9 min

In 2005, SQL injection was the attack vector nobody took seriously until it was too late. Developers were concatenating user input into database queries, and attackers were extracting entire databases...

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Your AI Forgets Everything Tomorrow

11 min

Open ChatGPT. Have a brilliant conversation. Close the tab. Open it tomorrow. It has no idea who you are, what you discussed, or what decisions were made. Every AI system in widespread use today reset...

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How to Deploy Agentic AI That Survives Production

8 min

Riscent is an AI consulting agency with three pillars: agentic deployment, small-language-model fine-tuning and shipping, and AI memory research. This is the first. An "agent" is a model given tools a...

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Fine-Tuning Small Models That Beat Models 30x Their Size

7 min

The frontier-model reflex is expensive and usually unnecessary. For a narrow, well-scoped task, a small model that has been properly fine-tuned can match or beat a model thirty times its size — while ...

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Giving AI Memory That Compounds

8 min

Most AI features today are a thin wrapper around someone else's API — and so is your competitor's. What compounds underneath the wrapper is memory. An agent with no memory starts every session from ze...

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A Vision Model That Measures Catches and Catches Cheaters

6 min

Competitive fishing runs on measurement and honesty, and both are hard to enforce from a phone photo submitted in the field. Two questions have to be answered at once: how long is this fish, really, a...

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Phantom Vault: Open-Source Secrets for AI Agents

5 min

You gave an AI assistant access to your machine so it could actually do things — deploy, call APIs, run commands. The moment you did, every secret it can read became something it can leak: into a conv...

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Each insight describes a real problem we encountered and solved in production. The public page shows you we understand the problem. The full playbook — with exact solutions — is available to clients and collaborators.

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