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Harness Is a Gate, Not an Orchestrator — an engineering memo

Harness Is a Gate, Not an Orchestrator — an engineering memo

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4 min read
Structured outputs: getting JSON you can trust from LLMs

Structured outputs: getting JSON you can trust from LLMs

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6 min read
What Grok catches, what Codex catches, and what the pair costs us

What Grok catches, what Codex catches, and what the pair costs us

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8 min read
We ran 2 vs 4 agents six times. Four agents cost 2.1 and did not improve success

We ran 2 vs 4 agents six times. Four agents cost 2.1 and did not improve success

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3 min read
Reduce LLM Cost for Catalog: Compare Small Models to Summarize, Classify, and Extract JSON

Reduce LLM Cost for Catalog: Compare Small Models to Summarize, Classify, and Extract JSON

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6 min read
Trend: Agentic Coding Assistants Are Becoming Standard Workflow

Trend: Agentic Coding Assistants Are Becoming Standard Workflow

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2 min read
Can vLLM Run GGUF? Yes — on GPU Only

Can vLLM Run GGUF? Yes — on GPU Only

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4 min read
Two Million Open AI Models, but Most of the Attention Goes to Just 200

Two Million Open AI Models, but Most of the Attention Goes to Just 200

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3 min read
Your LLM eval set is quietly certifying your bugs

Your LLM eval set is quietly certifying your bugs

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5 min read
How to Build a Good Human-in-the-Loop for Multi-Agent Systems

How to Build a Good Human-in-the-Loop for Multi-Agent Systems

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8 min read
Claude Code's ultrareview vs Dromeas Code Review with LLM council

Claude Code's ultrareview vs Dromeas Code Review with LLM council

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2 min read
We ran 15 prompt-injection attacks against a stock local LLM. It failed 3. Here's the free tool we built to check yours.

We ran 15 prompt-injection attacks against a stock local LLM. It failed 3. Here's the free tool we built to check yours.

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3 min read
Don't trust model quotes; use anchors instead

Don't trust model quotes; use anchors instead

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2 min read
GitHub's Canvas Pattern: Why Agentic Workflows Need Spatial State Beyond Chat Scrollback

GitHub's Canvas Pattern: Why Agentic Workflows Need Spatial State Beyond Chat Scrollback

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6 min read
What If AI Is Just Telling You What You Want to Hear?

What If AI Is Just Telling You What You Want to Hear?

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2 min read
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