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Overview

Freelance developer building high-performance web applications with Laravel, Vue.js, React, Python, and Node.js. 15+ years of full-stack development experience.

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Blog 2 months ago
Can Provider Routing Change LLM Outputs?
Provider routing can change an LLM's output when a request reaches a different model version, fallback model, parameter configuration, precision level, inference...Read More... Source
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Blog 2 months ago
How Floating-Point Determinism Affects LLM Reproducibility
Large language model (LLM) inference is the process of producing output tokens from an input prompt. It uses floating-point arithmetic for matrix...Read More... Source
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News Vincent Schmalbach 2 months ago
Switching from GPT-5.5 to GPT-5.6 Made Me Less Productive
I pay for three Codex subscriptions at $200 each, and for the past week they have mostly bought me waiting. Since I switched from GPT-5.5 to GPT-5.6…
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News Vincent Schmalbach 2 months ago
AI Is Now a Commodity
Give me a few hundred million dollars and a year and a half, and I will build you a pretty good LLM. Not a frontier model, but close. A few years ago that…
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News Vincent Schmalbach 2 months ago
TIME Is Serving AI Bots a Different Website, With Ads Built In
TIME is now serving two different versions of its website. Humans get the magazine. AI crawlers get a stripped down markdown copy with ads baked in that no…
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News Vincent Schmalbach 2 months ago
GPT-5.6 Sol Uses Twice the Tokens of GPT-5.5
GPT-5.6 Sol xhigh now uses more than twice as many tokens per session as GPT-5.5 xhigh in my Codex workflow. For Codex users, tokens per session means the total…
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News Vincent Schmalbach 2 months ago
Codex CLI Has Responsive Tables in the Terminal
LLMs use Markdown tables all the time. A few months ago, Codex CLI displayed them as ordinary wrapped text. In a narrow terminal, the pipes and dashes were hard…
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News Vincent Schmalbach 3 months ago
I Tried to Make AI Writing Sound Human by Banning AI Words Through logit_bias
I tried to make AI writing sound more human with , an API setting that changes how likely a model is to select specific tokens. I built a blacklist from words…
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News Vincent Schmalbach 3 months ago
AI Can't Do the Last 20%
I've built a lot of software, both my own side projects and client work as a freelancer. AI tools have made me much faster. Before AI, I spent much more time…
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News Vincent Schmalbach 3 months ago
Commercial AI APIs Blocked Hugging Face's Forensic Analysis
Incident response is the work of reconstructing and containing a breach after it happens. Hosted AI models can act as an elastic analysis layer when an…
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