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Software engineering

Practical architecture and development decisions for software that people can use, maintain, and adapt.

89 articles · Page 3 of 8

Insight3 min read

Bonsai 2 Makes a 27B Model Smaller. The Runtime Still Matters.

Bonsai 2 compresses a Qwen3.8-derived model into a 5.95 GB download. What the custom runtime and separate vision files mean for local use.

Insight3 min read

Grok 4.7: Check the Whole Agent Bill Before Switching

Grok 4.7 brings a 500K context window and configurable reasoning. What its API pricing, Fast availability and response behavior mean for migration.

Insight3 min read

Qwen's New Multimodal APIs Serve Different Jobs

Qwen's September releases cover translation, duplex voice and multimodal interaction. Choose an endpoint around the workflow, not the family name.

Insight4 min read

OpenAI's Agents API Makes the Codex Harness a Managed Service

OpenAI's Agents API enters public beta with managed sessions and sandbox options. What it runs, what it costs, and where application responsibility stays.

Insight4 min read

GPT-Live-1 Comes to the API: Voice and Reasoning Get Separate Jobs

GPT-Live-1 brings full-duplex voice to the API. How delegation works, what the per-minute price includes, and what to test before switching.

Insight5 min read

DeepSeek V4.1 Flash Adds Vision and Cheaper Tokens to the API

DeepSeek V4.1 Flash brings native vision and cheaper tokens; a planned V4 Pro migration was later dropped. Its own benchmarks show where gains stop.

Insight4 min read

ChatGPT Images 2.5 Puts Repeated Edits at the Center of the Release

OpenAI's Images 2.5 targets faster generation and more reliable edits. How Flare and Sunburst differ, and what creative teams should test.

Insight4 min read

NVIDIA Agrees to Buy Hugging Face. Open-Model Builders Should Read the Commitments.

NVIDIA's $12.93B Hugging Face agreement promises hardware choice. What the filing says, what remains unproven, and how builders can preserve portability.

Insight7 min read

GPT-6 Astra Brings Better Computer Use and a Higher Bar for Delegating Work

OpenAI's GPT-6 Astra improves computer use and complex work. A closer look at launch benchmarks, API costs, limited rollout, and safety monitoring.

Insight4 min read

Gemini 3.8 Flash Keeps the Token Price, but Task Costs Need a Fresh Look

Google launches Gemini 3.8 Flash and restricted Flash Cyber. More reasoning can raise task costs, and introductory API pricing ends in December.

Insight4 min read

Meta's Muse Spark 1.3 Takes Aim at the Cost of Supervising an Agent

Meta's Muse Spark 1.3 targets coding and long-task reliability. What its launch claims establish, and how to test whether it needs less supervision.

Insight8 min read

Fable 5.1 and Mythos 5.1 Share a Claude Model but Not an Access Policy

Anthropic's Fable 5.1 and Mythos 5.1 share a model but differ in safeguards and access. Cache pricing, enterprise privacy, and routing define the release.