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Evals: I Stopped Asking Whether the LLM “Looks Good” and Started Measuring

Evals: I Stopped Asking Whether the LLM “Looks Good” and Started Measuring

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4 min read
My notes became a personal RAG with no embeddings

My notes became a personal RAG with no embeddings

Comments 2
8 min read
I Asked an Ai to Build the App I Need. Them I Asked it to Build the Apps it Needs.

I Asked an Ai to Build the App I Need. Them I Asked it to Build the Apps it Needs.

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20 min read
The Week After the Eval: A Cost-Aware Routing Harness for New Model Drops

The Week After the Eval: A Cost-Aware Routing Harness for New Model Drops

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5 min read
97% of what my coding agent billed for was re-reading its own context

97% of what my coding agent billed for was re-reading its own context

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5 min read
Qwen3.8 27B at 256K: 50 TPS on a 24 GB GPU

Qwen3.8 27B at 256K: 50 TPS on a 24 GB GPU

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Comments 1
11 min read
Your LLM bill has two levers. Your team only pulls one.

Your LLM bill has two levers. Your team only pulls one.

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3 min read
I Found 35+ Text-Generation LLM Providers That Are Entirely Free And Replenishable

I Found 35+ Text-Generation LLM Providers That Are Entirely Free And Replenishable

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3 min read
The Dedicated OCR Engine Lost to the General-Purpose Model — 300 Slower

The Dedicated OCR Engine Lost to the General-Purpose Model — 300 Slower

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4 min read
Consolidation: the half of agent memory nobody builds

Consolidation: the half of agent memory nobody builds

Comments 3
5 min read
Ollama's gemma4 renderer silently drops tool parameters named type or description, and the model invents a value

Ollama's gemma4 renderer silently drops tool parameters named type or description, and the model invents a value

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Comments 2
7 min read
Why BEAM Is a Good Memory Benchmark for AI Agents

Why BEAM Is a Good Memory Benchmark for AI Agents

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6 min read
Stop Naive Vector Lookup: Boost RAG Recall with Spring AI HyDE Query Rewriting

Stop Naive Vector Lookup: Boost RAG Recall with Spring AI HyDE Query Rewriting

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2 min read
Anthropic's Production Agent Guardrails: Lint Rules, Fuzzers, and Automated Reviews for Claude-Generated Code

Anthropic's Production Agent Guardrails: Lint Rules, Fuzzers, and Automated Reviews for Claude-Generated Code

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7 min read
Hermes Soul, Copilot Shell: Inline Editing in VS Code with Your Hermes Agent

Hermes Soul, Copilot Shell: Inline Editing in VS Code with Your Hermes Agent

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12 min read
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