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Your LLM bill has two sides. Build the ledger that shows both.

Your LLM bill has two sides. Build the ledger that shows both.

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5 min read
Your LLM fused the two columns you asked for — and the eval marked it wrong

Your LLM fused the two columns you asked for — and the eval marked it wrong

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3 min read
AI Governance for Engineering Teams: Guardrails, Budgets, and Audit Logs That Actually Scale

AI Governance for Engineering Teams: Guardrails, Budgets, and Audit Logs That Actually Scale

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10 min read
Over-editing is a token tax: GPT-5.4 ships 6.5x more diff per fix than Claude Opus 4.6, and your bill notices

Over-editing is a token tax: GPT-5.4 ships 6.5x more diff per fix than Claude Opus 4.6, and your bill notices

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2 min read
Rodei IA de 35B na minha GPU velha e me surpreendi!

Rodei IA de 35B na minha GPU velha e me surpreendi!

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4 min read
My AI journey

My AI journey

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4 min read
The paper reported jumps like 21% to 97%. My replication got +2%.

The paper reported jumps like 21% to 97%. My replication got +2%.

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4 min read
Pythonic AI: Mastering the apcore-python SDK

Pythonic AI: Mastering the apcore-python SDK

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3 min read
Your AI Agent Is Only as Reliable as Your Observability Layer

Your AI Agent Is Only as Reliable as Your Observability Layer

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6 min read
Leaked embeddings are leaked text: the RAG risk nobody checks

Leaked embeddings are leaked text: the RAG risk nobody checks

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2 min read
Harness-1: State-Externalizing Search Harness

Harness-1: State-Externalizing Search Harness

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7 min read
The Shape of a Neuron — Weights, Bias and Activation Functions Explained Visually

The Shape of a Neuron — Weights, Bias and Activation Functions Explained Visually

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1 min read
Sipp: a local-first runtime for Hybrid AI Applications

Sipp: a local-first runtime for Hybrid AI Applications

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11 min read
Cutting LLM API Cost Without Rewriting Your OpenAI SDK Integration

Cutting LLM API Cost Without Rewriting Your OpenAI SDK Integration

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5 min read
When scraping orchestration is the wrong abstraction for LLM workflows

When scraping orchestration is the wrong abstraction for LLM workflows

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4 min read
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