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AI Agents Need Runtime State Checks, Not Just Better Prompts

AI Agents Need Runtime State Checks, Not Just Better Prompts

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4 min read
Are You Benchmarking the Model—or the Harness?

Are You Benchmarking the Model—or the Harness?

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8 min read
I Gave DeepSeek a Token Limit. It Ignored Me.

I Gave DeepSeek a Token Limit. It Ignored Me.

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7 min read
I measured the RAG technique menu on 46,000 chunks. Four things mattered.

I measured the RAG technique menu on 46,000 chunks. Four things mattered.

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11 min read
LLM Latency Budget: Make AI Workflows Feel Fast Without Guessing

LLM Latency Budget: Make AI Workflows Feel Fast Without Guessing

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9 min read
The Bug Was in the Brief, Upstream of Both Reviews

The Bug Was in the Brief, Upstream of Both Reviews

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7 min read
Making a Bloated Claude Code Fast Again: Auditing Context Injection Down From 228KB to 48KB

Making a Bloated Claude Code Fast Again: Auditing Context Injection Down From 228KB to 48KB

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4 min read
Agent OS: tratar as instruções de um agente como sistema, não como prompt

Agent OS: tratar as instruções de um agente como sistema, não como prompt

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6 min read
Stop writing MCP tool descriptions like a human is reading them

Stop writing MCP tool descriptions like a human is reading them

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4 min read
LLM Model Selection Matrix: Pick the Cheapest Reliable Model for Each Feature

LLM Model Selection Matrix: Pick the Cheapest Reliable Model for Each Feature

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9 min read
What I Learned Cutting Claude Code's Token Bill by 77%

What I Learned Cutting Claude Code's Token Bill by 77%

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5 min read
E‑‑: The middle ground between English and Python

E‑‑: The middle ground between English and Python

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6 min read
Why Enterprise AI Requires Smarter Orchestration, Not Bigger Models

Why Enterprise AI Requires Smarter Orchestration, Not Bigger Models

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1 min read
How I replaced LLM calls with coding agent calls and saved money

How I replaced LLM calls with coding agent calls and saved money

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3 min read
Don't Let the AI Find Your Bugs. Let It Judge Them.

Don't Let the AI Find Your Bugs. Let It Judge Them.

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9 min read
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