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Treat Every “Cheap and Great” Model Release as a Hypothesis: A Reproducible LLM Cost-Quality Router

Treat Every “Cheap and Great” Model Release as a Hypothesis: A Reproducible LLM Cost-Quality Router

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4 min read
Cheap Model First, Strong Model on Failure: Building an Auditable Two-Tier LLM Pipeline

Cheap Model First, Strong Model on Failure: Building an Auditable Two-Tier LLM Pipeline

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6 min read
Security Basics for AI Apps and APIs

Security Basics for AI Apps and APIs

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4 min read
Per-Tenant Media Scheduling Explained: Node.js LLM JSON Schema for Ticket Tags

Per-Tenant Media Scheduling Explained: Node.js LLM JSON Schema for Ticket Tags

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7 min read
A Lower Price Tag Is Not a Migration Plan: Quarantining New Models Before They Touch Your Agent

A Lower Price Tag Is Not a Migration Plan: Quarantining New Models Before They Touch Your Agent

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6 min read
Prompt Injection: Simple Defenses That Actually Help

Prompt Injection: Simple Defenses That Actually Help

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3 min read
Navigating the Hidden Traps of AI Provider Routing in Production

Navigating the Hidden Traps of AI Provider Routing in Production

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6 min read
Free LLM API endpoints: a radar that finds them and a five-part gate before adopting one

Free LLM API endpoints: a radar that finds them and a five-part gate before adopting one

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4 min read
Gemini 3.8 Flash: Benchmarks, Price, Cyber

Gemini 3.8 Flash: Benchmarks, Price, Cyber

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10 min read
I gave my AI coding agents a local long-term memory layer — 8 things that broke

I gave my AI coding agents a local long-term memory layer — 8 things that broke

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4 min read
Your agent's memory is an injection surface: what we found in our own tool

Your agent's memory is an injection surface: what we found in our own tool

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5 min read
Learn Provider-Agnostic Model Routing by Building a Tiny LLM Switchboard

Learn Provider-Agnostic Model Routing by Building a Tiny LLM Switchboard

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5 min read
The Model Knew the Bid Was True. Then It Challenged Anyway.

The Model Knew the Bid Was True. Then It Challenged Anyway.

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6 min read
OpenAI Paused Astra for Cyber Risk. Your Agent's Sandbox Escape Is the Same Problem, Smaller Scale

OpenAI Paused Astra for Cyber Risk. Your Agent's Sandbox Escape Is the Same Problem, Smaller Scale

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5 min read
AI Agent Cost Forecasting: Predict Workflow Spend Before Users Hit Run

AI Agent Cost Forecasting: Predict Workflow Spend Before Users Hit Run

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9 min read
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