Field Signal · Curated Reading

The Engineering
Signal.

High-signal field notes, architecture teardowns, and engineering writing from 50 publications. A focused reading queue for becoming a stronger end-to-end engineer. Updated 23 Aug.

OpenAI/07 Aug 2025

Medical research with GPT-5

Learn how GPT-5 is used for medical research.

AI Engineering
Redpanda/07 Aug 2025

Exporting data from Redpanda to S3 in batched JSON

Learn how to write messages from Redpanda to its own JSON file in S3.

Distributed Systems
OpenAI/07 Aug 2025

From hard refusals to safe-completions: toward output-centric safety training

Discover how OpenAI's new safe-completions approach in GPT-5 improves both safety and helpfulness in AI responses—moving beyond hard refusals to nuanced, output-centric safety training for handling dual-use prompts.

AI Engineering
OpenAI/07 Aug 2025

GPT-5 System Card

This GPT-5 system card explains how a unified model routing system powers fast and smart responses using gpt-5-main, gpt-5-thinking, and lightweight versions like gpt-5-thinking-nano, optimized for different tasks and developer use.

AI Engineering
OpenAI/07 Aug 2025

First look at GPT-5

See how a group of leading developers use GPT-5 for the first time.

AI Engineering
OpenAI/07 Aug 2025

Introducing GPT-5

We are introducing GPT‑5, our best AI system yet. GPT‑5 is a significant leap in intelligence over all our previous models, featuring state-of-the-art performance across coding, math, writing, health, visual perception, and more.

AI Engineering
OpenAI/07 Aug 2025

How Amgen uses GPT-5

Learn how Amgen uses GPT-5.

AI Engineering
OpenAI/07 Aug 2025

How Cursor uses GPT-5

Learn how Cursor uses GPT-5.

AI Engineering
Hugging Face/07 Aug 2025

Vision Language Model Alignment in TRL ⚡️

Open the source for the full engineering note.

AI Engineering
Canva Engineering/06 Aug 2025

From Intern Project to Production: How I Shipped the Draw Tool for Canva's Present Mode

Overview of the technical hurdles I overcame to evolve my intern project into a new feature for users.

Engineering
OpenAI/06 Aug 2025

Providing ChatGPT to the Entire U.S. Federal Workforce

Today, OpenAI for Government is announcing a new partnership with the U.S. General Services Administration (GSA) to launch a transformative initiative. For the next year, ChatGPT Enterprise will be available to the entire federal executive branch workforce at essentially no cost.

AI Engineering
Redpanda/05 Aug 2025

Redpanda 25.2: Advancing Iceberg integrations for the real-time lakehouse

Check what’s new in Redpanda 25.2 as we expand our Iceberg capabilities, delivering on the promise of a real-time open lakehouse architecture.

Distributed Systems
OpenAI/05 Aug 2025

Estimating worst case frontier risks of open weight LLMs

In this paper, we study the worst-case frontier risks of releasing gpt-oss. We introduce malicious fine-tuning (MFT), where we attempt to elicit maximum capabilities by fine-tuning gpt-oss to be as capable as possible in two domains: biology and cybersecurity.

AI Engineering
OpenAI/05 Aug 2025

Introducing gpt-oss

We’re releasing gpt-oss-120b and gpt-oss-20b—two state-of-the-art open-weight language models that deliver strong real-world performance at low cost. Available under the flexible Apache 2.0 license, these models outperform similarly sized open models on reasoning tasks, demonstrate strong tool use c...

AI Engineering
OpenAI/05 Aug 2025

gpt-oss-120b & gpt-oss-20b Model Card

We introduce gpt-oss-120b and gpt-oss-20b, two open-weight reasoning models available under the Apache 2.0 license and our gpt-oss usage policy.

AI Engineering
OpenAI/05 Aug 2025

Open Weights and AI for All

AI’s next frontier isn’t just about capability—it’s about who gets to use it. Our mission to put AI in the hands of as many people as possible is what drives us. Today’s release of our most capable open-weights models is a major step forward that makes advanced AI more open, flexible, and accessible...

AI Engineering
Hugging Face/05 Aug 2025

Welcome GPT OSS, the new open-source model family from OpenAI!

Open the source for the full engineering note.

AI Engineering
Hugging Face/04 Aug 2025

Measuring Open-Source Llama Nemotron Models on DeepResearch Bench

Open the source for the full engineering note.

AI Engineering
Discord Engineering/04 Aug 2025

Discord Patch Notes: August 4, 2025

Check out the finer details of the more technical fixes implemented into Discord recently.

Backend
OpenAI/04 Aug 2025

What we’re optimizing ChatGPT for

We build ChatGPT to help you thrive in all the ways you want. Learn how we’re improving support for tough moments, have rolled out reminders to take breaks, and are working on better life advice, all guided by expert input.

AI Engineering
TigerBeetle/04 Aug 2025

Code Review Can Be Better

Slightly unusual genre today: a negative result about our git-review tool for a different take on code review process, which we decided to shelve, at least for the time being.

Databases
Brendan Gregg/03 Aug 2025

When to Hire a Computer Performance Engineering Team (2025) part 1 of 2

As a leader in computer performance I've been asked by companies about how (and why) to form a performance engineering team, and as this is broadly useful I'll share my advice here. Large tech companies in the US hire performance engineers (under that or other titles) to ensure that infrastructure c...

Performance
Hugging Face/01 Aug 2025

📚 3LM: A Benchmark for Arabic LLMs in STEM and Code

Open the source for the full engineering note.

AI Engineering
OpenAI/01 Aug 2025

Figma uses AI to transform digital design

Discover how Figma is transforming digital design with AI. David Kossnick shares how tools like Figma Make empower teams to prototype, collaborate, and build with AI—reshaping workflows for designers, developers, and non-technical creators alike.

AI Engineering
OpenAI/31 Jul 2025

Introducing Stargate Norway

We’re launching Stargate Norway—OpenAI’s first AI data center initiative in Europe under our OpenAI for Countries program. Stargate is OpenAI’s overarching infrastructure platform and is a critical part of our long-term vision to deliver the benefits of AI to everyone.

AI Engineering
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