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The Hype Correction

The Hype Correction

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4 min read
Zero-Idle Local LLMs: Running Llama 3 in AWS Lambda Containers

Zero-Idle Local LLMs: Running Llama 3 in AWS Lambda Containers

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4 min read
Qwen 3 vs Llama 3: Configuring Local LLMs for Actual Performance

Qwen 3 vs Llama 3: Configuring Local LLMs for Actual Performance

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5 min read
Your P99 Latency Lies. Streaming Users Feel TTFT.

Your P99 Latency Lies. Streaming Users Feel TTFT.

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8 min read
Self-Consistency at N=5 With Sonnet Beats One Opus Call on 3 Task Types

Self-Consistency at N=5 With Sonnet Beats One Opus Call on 3 Task Types

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8 min read
PDF RAG Is Where Most Pipelines Die. Layout-Aware Chunking Is the Unlock.

PDF RAG Is Where Most Pipelines Die. Layout-Aware Chunking Is the Unlock.

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10 min read
GenAI Semantic Conventions in 2026: The 11 Attributes That Survive Across SDKs

GenAI Semantic Conventions in 2026: The 11 Attributes That Survive Across SDKs

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8 min read
Eval-Driven Canary: Shipping Prompt Changes Behind a Quality Gate

Eval-Driven Canary: Shipping Prompt Changes Behind a Quality Gate

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9 min read
HyDE, Multi-Query, Decomposition: Which Query Rewrite Actually Moves Recall?

HyDE, Multi-Query, Decomposition: Which Query Rewrite Actually Moves Recall?

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10 min read
Sub-Agents vs One Big Agent: 4 Signals That Decide It

Sub-Agents vs One Big Agent: 4 Signals That Decide It

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9 min read
Why 30+ Tools Per Agent Quietly Wrecks Accuracy

Why 30+ Tools Per Agent Quietly Wrecks Accuracy

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9 min read
Stop Keying Agent Replay on Tool Names. Use Fingerprints.

Stop Keying Agent Replay on Tool Names. Use Fingerprints.

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8 min read
Stop Using JSON Mode for Structured Output. XML Tags Win 4 of 5 Cases.

Stop Using JSON Mode for Structured Output. XML Tags Win 4 of 5 Cases.

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7 min read
Few-Shot Examples Are Eating Your Tokens. Here's the Cull Test.

Few-Shot Examples Are Eating Your Tokens. Here's the Cull Test.

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8 min read
The 3 RAG Citation Patterns: One Regulators Accept, One Users Read, One Nobody Should Ship

The 3 RAG Citation Patterns: One Regulators Accept, One Users Read, One Nobody Should Ship

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10 min read
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