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We Had LLMs Hallucinating Legal URLs in Production — Here's What We Tried

We Had LLMs Hallucinating Legal URLs in Production — Here's What We Tried

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4 min read
hat Makes a Good SFT Sample (And Why Most Synthetic Datasets Get It Wrong)

hat Makes a Good SFT Sample (And Why Most Synthetic Datasets Get It Wrong)

Comments 2
4 min read
Prompt Caching Works. Your Prompt Assembly Code Does Not.

Prompt Caching Works. Your Prompt Assembly Code Does Not.

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4 min read
Opus 4.7 vs GLM 5.1: is mixing models worth it?

Opus 4.7 vs GLM 5.1: is mixing models worth it?

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13 min read
How to track LLM costs per customer in production

How to track LLM costs per customer in production

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8 min read
Upgrading Kiwi-chan’s Brain: Pushing a 30GB "Frankenstein" GPU Rig to the Limit with Qwen 3.6-35B-A3B

Upgrading Kiwi-chan’s Brain: Pushing a 30GB "Frankenstein" GPU Rig to the Limit with Qwen 3.6-35B-A3B

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4 min read
Mistral Medium 3.5 GGUF, FlashQLA Boost for Qwen, & Ollama Playground

Mistral Medium 3.5 GGUF, FlashQLA Boost for Qwen, & Ollama Playground

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3 min read
Why Strict JSON Mode Doesn't Stop Hallucinated Tool Calls

Why Strict JSON Mode Doesn't Stop Hallucinated Tool Calls

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7 min read
Every LLM Eval Library Has the Same Bug: Stochastic Judges Used as Deterministic Oracles

Every LLM Eval Library Has the Same Bug: Stochastic Judges Used as Deterministic Oracles

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7 min read
When the Reranker Hurts: Recall@5 Cases Where Two-Stage Retrieval Loses to One

When the Reranker Hurts: Recall@5 Cases Where Two-Stage Retrieval Loses to One

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7 min read
Local AI Accessibility, JetBrains’ 2026 IDE Plans, and Agentic Architecture Pitfalls

Local AI Accessibility, JetBrains’ 2026 IDE Plans, and Agentic Architecture Pitfalls

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2 min read
Announcing Cliche

Announcing Cliche

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3 min read
Why I Built an AI That Tries to Destroy Your Legal Argument

Why I Built an AI That Tries to Destroy Your Legal Argument

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11 min read
Cosine Similarity Lies. Here's What to Use When Your Embeddings All Cluster at 0.85

Cosine Similarity Lies. Here's What to Use When Your Embeddings All Cluster at 0.85

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7 min read
When 'Take a Deep Breath' Stopped Working: Prompt Tricks With an Expiry Date

When 'Take a Deep Breath' Stopped Working: Prompt Tricks With an Expiry Date

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7 min read
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