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How to test an LLM agent: traces, budgets and an eval gate in CI (Python)

How to test an LLM agent: traces, budgets and an eval gate in CI (Python)

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5 min read
What's the right shape for an API trial: one lump of credit, or a small daily allowance?

What's the right shape for an API trial: one lump of credit, or a small daily allowance?

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1 min read
Hallucination Is a Design Problem, Not a Model Problem

Hallucination Is a Design Problem, Not a Model Problem

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6 min read
Prompt caching: same agent, same rules, about a quarter of the bill

Prompt caching: same agent, same rules, about a quarter of the bill

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7 min read
Why UI Tests Break Every Sprint (and What an AI Testing Agent Changes)

Why UI Tests Break Every Sprint (and What an AI Testing Agent Changes)

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3 min read
Memdoor: How a Team of 5 Qwen‑3.8‑27B Models Beats Fable‑5 on LiveCodeBench Hard

Memdoor: How a Team of 5 Qwen‑3.8‑27B Models Beats Fable‑5 on LiveCodeBench Hard

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4 min read
What is AI red teaming? A practical guide for security teams

What is AI red teaming? A practical guide for security teams

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8 min read
My self-modifying system tried to wire a gate-passing module into its own protection enforcer. It was refused three times.

My self-modifying system tried to wire a gate-passing module into its own protection enforcer. It was refused three times.

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4 min read
Your tool descriptions are prompts: how to write tools LLM agents actually use correctly

Your tool descriptions are prompts: how to write tools LLM agents actually use correctly

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5 min read
We read 202,073 UK job adverts with an LLM: 1 in 6 from visa-sponsor employers rule out sponsorship

We read 202,073 UK job adverts with an LLM: 1 in 6 from visa-sponsor employers rule out sponsorship

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2 min read
AI code review: what the papers and tools say, compared to my skill

AI code review: what the papers and tools say, compared to my skill

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9 min read
Our evaluation agent draws charts, but never writes the numbers

Our evaluation agent draws charts, but never writes the numbers

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3 min read
Stored Prompt Injection Through the API Gateway: The Attack Lives in the Gap Between Two Authorized Calls

Stored Prompt Injection Through the API Gateway: The Attack Lives in the Gap Between Two Authorized Calls

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5 min read
Beam AI Model Leaked All Of My API Keys - Result Of Replacing Engineers

Beam AI Model Leaked All Of My API Keys - Result Of Replacing Engineers

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3 min read
The Scariest Part of "Skynet Mode" Is Your Own Unauthenticated Endpoint

The Scariest Part of "Skynet Mode" Is Your Own Unauthenticated Endpoint

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3 min read
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