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Your cheap LLM relay might be swapping the model. Here's how to catch it.

Your cheap LLM relay might be swapping the model. Here's how to catch it.

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7 min read
Building Court-Ready PDFs: What Legal Tech Taught Me About Deterministic Software

Building Court-Ready PDFs: What Legal Tech Taught Me About Deterministic Software

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4 min read
From API to GPU, Week 2: What Actually Happens Behind the API

From API to GPU, Week 2: What Actually Happens Behind the API

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29 min read
One API key, three terminals: driving many models from the shell with llm, mods and aichat

One API key, three terminals: driving many models from the shell with llm, mods and aichat

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5 min read
Cross-Vendor Audit: What It Caught in My Own Model's Writing, and What It Got Wrong

Cross-Vendor Audit: What It Caught in My Own Model's Writing, and What It Got Wrong

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6 min read
8 LLM Cost Optimization Techniques for Production AI

8 LLM Cost Optimization Techniques for Production AI

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4 min read
How to use Kimi K3 with an OpenAI-compatible API endpoint

How to use Kimi K3 with an OpenAI-compatible API endpoint

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4 min read
The Convergence of Linguistic Mimicry and Reward Optimization: An Analysis of the Mechanisms of Defensive Behavior in Large Language Models

The Convergence of Linguistic Mimicry and Reward Optimization: An Analysis of the Mechanisms of Defensive Behavior in Large Language Models

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3 min read
Human-in-the-Loop for LlamaIndex Agents

Human-in-the-Loop for LlamaIndex Agents

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4 min read
How AI Agents Actually Work

How AI Agents Actually Work

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1 min read
Advanced Prompt Engineering: Techniques That Transform AI Response Quality

Advanced Prompt Engineering: Techniques That Transform AI Response Quality

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3 min read
Constrained Decoding vs Post-hoc Validation: Production LLM Extraction Needs Both

Constrained Decoding vs Post-hoc Validation: Production LLM Extraction Needs Both

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1 min read
OpenAI-compatible API first-call smoke test before you scale a workflow

OpenAI-compatible API first-call smoke test before you scale a workflow

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2 min read
Your LLM can't actually watch video. Here's the smallest fix (MIT)

Your LLM can't actually watch video. Here's the smallest fix (MIT)

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2 min read
Stop Claude Code Interface Blindness: Hook Eclipse JDT LS via MCP for AST-Aware Java Refactoring

Stop Claude Code Interface Blindness: Hook Eclipse JDT LS via MCP for AST-Aware Java Refactoring

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2 min read
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