Research library

Insights

Analysis of AI, automation, and software: what is changing, what holds up, and what it means for practical decisions.

173 articles · Page 1 of 15

Insight13 min read

Google Ships EmbeddingGemma 2: Text, Images, Video and Audio in One Vector Space

EmbeddingGemma 2 embeds text, code, image, video and audio in one 768-d space, ungated under Apache 2.0. Real sizes, self-reported scores, what to test.

Insight14 min read

Nano Banana 2.1: Half the Per-Image Price, 23 Days Left for Nano Banana 2 on the API

Google's Nano Banana 2.1 about halves the per-image price but triples input rates, and retires Nano Banana 2 on the Gemini API October 29. What to check.

Insight3 min read

Claude Sonnet 5.5: Compare Cost per Finished Task

Sonnet 5.5 keeps Sonnet 5 token prices. Its claimed savings come from using fewer tokens. How to test that claim in your workflow.

Insight3 min read

Holo4 Combines Computer Use and Tools, with Different Licenses

Holo4 spans GUI, code, MCP and API workflows. Its 27B and 35B-A3B checkpoints have different licenses. What to check before evaluation.

Insight12 min read

Reflection Announces Beam: 501B Open Weights Promised, Not Yet Released

Reflection announced Beam, a 501B/23B-active MoE with Apache 2.0 promised for later in October. No weights, license or report yet. What its tables show.

Insight27 min read

OpenAI DevDay 2026: Always-On Dots, GPT-6.1 Sol and Uneven Availability

OpenAI DevDay 2026 announced dots, GPT-6.1 Sol, Ultrafast, Agents API computer use and plugin extensions. What is live now, what it costs and what to test.

Insight3 min read

Perceptron Mk1.5 Adds Video Tracking for Embodied Agents

Perceptron Mk1.5 adds audio and video tracking. A September 28 assessment of its hosted API, context budget and integration constraints.

Insight3 min read

Claude Opus 5.5 Cuts Costs and Changes Conversation Handling

Anthropic's Opus 5.5 release lowers token prices. Its preserved-thinking rules also make conversation history a migration concern for custom agents.

Insight4 min read

GPT-6 Sol and Luna Bring Lower Prices to Agent Work

OpenAI releases GPT-6 Sol and Luna with lower prices and a shared million-token context window. Compare costs, caching and migration constraints.

Insight3 min read

Anthropic's Agent Metrics Put Review Delays in Focus

Anthropic proposes metrics for AI research and agent oversight. What coverage, review latency and escalation rates can tell an engineering team.

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.