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Why I'm writing about making AI agents actually reliable

Why I'm writing about making AI agents actually reliable

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1 min read
Claude Opus 4.8 shipped today. Here is what the launch post does not say about why your agents will feel different tomorrow.

Claude Opus 4.8 shipped today. Here is what the launch post does not say about why your agents will feel different tomorrow.

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13 min read
What Is Loopcraft? From Prompt Engineering to Agent Loop System Design

What Is Loopcraft? From Prompt Engineering to Agent Loop System Design

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9 min read
China's Biggest AI Just Started Charging Users. DeepSeek Cut API Prices the Same Week.

China's Biggest AI Just Started Charging Users. DeepSeek Cut API Prices the Same Week.

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6 min read
There Is No Best AI Model in 2026 — And That's Actually Good News

There Is No Best AI Model in 2026 — And That's Actually Good News

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6 min read
Compass v1.1.0 · we shipped a memory plugin that catches its own consumption drift

Compass v1.1.0 · we shipped a memory plugin that catches its own consumption drift

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5 min read
Stop Your LLMs from Forgetting: How a 2016 String Algorithm Solves AI's Biggest Memory Loss Problem

Stop Your LLMs from Forgetting: How a 2016 String Algorithm Solves AI's Biggest Memory Loss Problem

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8 min read
Understanding Temperature in LLMs: The Creativity Control Knob

Understanding Temperature in LLMs: The Creativity Control Knob

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2 min read
I built a persistent memory graph for my Mac AI agent — here's the architecture

I built a persistent memory graph for my Mac AI agent — here's the architecture

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2 min read
Running LLMs Locally in 2026: The Complete Guide to Benefits, Trade-offs, and Getting Started

Running LLMs Locally in 2026: The Complete Guide to Benefits, Trade-offs, and Getting Started

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10 min read
We Published the First Formal Conformance Standard for AI Agents

We Published the First Formal Conformance Standard for AI Agents

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3 min read
CLAUDE.md Compaction: Why Your Rules Disappear Mid-Session

CLAUDE.md Compaction: Why Your Rules Disappear Mid-Session

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2 min read
Sycophancy-Free Coding: How to Make AI Agents Say "No"

Sycophancy-Free Coding: How to Make AI Agents Say "No"

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8 min read
MLX vs GGUF on Apple Silicon: which local LLM format should you actually use?

MLX vs GGUF on Apple Silicon: which local LLM format should you actually use?

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4 min read
Span attributes that catch LLM cost regressions before billing does

Span attributes that catch LLM cost regressions before billing does

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1 min read
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