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We shipped two context-engineering features in one afternoon. We reverted them by dinner.

We shipped two context-engineering features in one afternoon. We reverted them by dinner.

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4 min read
An AI Agent Recommended a Malware Package. Here's the Failure Mode Behind It

An AI Agent Recommended a Malware Package. Here's the Failure Mode Behind It

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4 min read
Note: Common Claude Architecture Challenges and Solutions

Note: Common Claude Architecture Challenges and Solutions

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2 min read
I Tested GLM-5.3-Flash and Qwen3.8-Flash on 24 Real Tasks

I Tested GLM-5.3-Flash and Qwen3.8-Flash on 24 Real Tasks

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6 min read
A pre-flight checklist for shipping a Claude connector

A pre-flight checklist for shipping a Claude connector

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5 min read
When you need an Agent Gateway, not just another LLM proxy

When you need an Agent Gateway, not just another LLM proxy

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2 min read
One API Key, Multiple LLM Providers: Comparing Gateways for Python Text Classification

One API Key, Multiple LLM Providers: Comparing Gateways for Python Text Classification

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5 min read
We benchmarked AI memory systems on LongMemEval — here is the honest data

We benchmarked AI memory systems on LongMemEval — here is the honest data

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2 min read
Designing a Multi-Model Answer Grid Without Hiding Uncertainty

Designing a Multi-Model Answer Grid Without Hiding Uncertainty

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3 min read
Hermes Agent's Self-Improving Loop: What Recursive Learning Reveals About Agent Harness Architecture

Hermes Agent's Self-Improving Loop: What Recursive Learning Reveals About Agent Harness Architecture

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5 min read
AuthLM: Why Your LLM Router Shouldn't Also Be Your Credential Manager

AuthLM: Why Your LLM Router Shouldn't Also Be Your Credential Manager

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3 min read
From Guesswork to Evidence: How BotTalk Built a Systematic Approach to AI Model Selection

From Guesswork to Evidence: How BotTalk Built a Systematic Approach to AI Model Selection

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4 min read
Your RAG Isn't Broken. Your Retrieval Pipeline Is.

Your RAG Isn't Broken. Your Retrieval Pipeline Is.

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16 min read
Batch LLM Jobs Without Breaking the Bank: A Queue-First Architecture for Free Tiers

Batch LLM Jobs Without Breaking the Bank: A Queue-First Architecture for Free Tiers

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4 min read
Free vs Self-Hosted Models: A Break-Even Framework for Agent Workloads

Free vs Self-Hosted Models: A Break-Even Framework for Agent Workloads

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5 min read
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