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From Theory to the Floor: What Happens When "Specificity-as-Integrity" Meets a Real Restaurant

From Theory to the Floor: What Happens When "Specificity-as-Integrity" Meets a Real Restaurant

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4 min read
Self-Hosting Your First LLM for Enterprise: What Nobody Tells You Before You Start

Self-Hosting Your First LLM for Enterprise: What Nobody Tells You Before You Start

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3 min read
Stop trusting the agent: bind tool-call approvals to the exact call

Stop trusting the agent: bind tool-call approvals to the exact call

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4 min read
JSON or XML Tags for LLM Output: The Format That Holds Under Pressure

JSON or XML Tags for LLM Output: The Format That Holds Under Pressure

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6 min read
Rate limiting, email alerts, health checks, and Grafana — what we shipped to make Ajah production-ready

Rate limiting, email alerts, health checks, and Grafana — what we shipped to make Ajah production-ready

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2 min read
Stop Parsing LLM Junk: Zero-Latency JSON with Claude Prefill, Spring AI, and Java 26 Records

Stop Parsing LLM Junk: Zero-Latency JSON with Claude Prefill, Spring AI, and Java 26 Records

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2 min read
Mixture of Experts (MoE): what it actually does under the hood, and when it pays off

Mixture of Experts (MoE): what it actually does under the hood, and when it pays off

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8 min read
Stop Loading Your Entire Instruction System Into Every Session

Stop Loading Your Entire Instruction System Into Every Session

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5 min read
Claude 3.5 Sonnet Isn't Just an Upgrade. It's a New Baseline.

Claude 3.5 Sonnet Isn't Just an Upgrade. It's a New Baseline.

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3 min read
The knowledge-authority layer: what your agents can't get from the outside

The knowledge-authority layer: what your agents can't get from the outside

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3 min read
The "Demo vs. Production" Trap: Building a Scalable Kafka Pipeline for LLMs

The "Demo vs. Production" Trap: Building a Scalable Kafka Pipeline for LLMs

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2 min read
AI Evals, Part 2: Error Analysis The Unglamorous Superpower Behind Good Evals

AI Evals, Part 2: Error Analysis The Unglamorous Superpower Behind Good Evals

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5 min read
Why I built StreamCtx: The hidden context problem in every LLM app

Why I built StreamCtx: The hidden context problem in every LLM app

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1 min read
Support Threads That Span Days: Agent Memory via Email

Support Threads That Span Days: Agent Memory via Email

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5 min read
5 Ways Prompt Injection Can Silently Compromise Your AI App

5 Ways Prompt Injection Can Silently Compromise Your AI App

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4 min read
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