Setting up a self-hosted ComfyUI image pipeline: a CTO’s guide to licences, GPU costs and node risk
What exactly do you own when you self-host ComfyUI? The core is GPL-3.0, and that licence covers the software and almost nothing else in your…
FrontierMath Erdős by the Numbers: 68 Open Problems, 2 Solved, 98% on the Benchmark Next Door
Epoch AI calls FrontierMath Tier 4 “approaching saturation” for GPT-6 Astra at 98%. The same model, handed 68 problems nobody had…
AI This Week: The Measurement Gap, From 130 Real Agent Vendors to a 58% Sycophancy Score Nobody Checks
About 130 vendors survive once you strip workflow automation out of the “AI agent” market, and the same filter drops a 58%…
Workflow Bots: Myth vs Reality, Only 130 Real Agent Vendors and 58% That Drops to 35%
Gartner counts roughly 130 genuinely agentic vendors out of the thousands claiming it. The same firm expects 33% of enterprise software to…
The First Appellate AI Copyright Win Was Not About Generative AI, and That Is Exactly Why It Matters
On September 29, 2026 a unanimous Third Circuit panel rejected fair use for AI training. The system at the centre of it generated nothing: it…
Nobody Taught Models to Absorb Criticism Because Nobody Measures It: SycEval Says 58%, Defensiveness Says Nothing
We can score a model’s over-agreement to three decimal places and have no public number for a model refusing to listen. That asymmetry…
AI Art: Myth vs Reality, What the $1.5B Anthropic Deal and the Getty Ruling Actually Decided
$1.5 billion did not buy Anthropic a license to train on books. It bought peace over 7 million pirated books sitting in a library, after the…
Agent Lightning v1.0 in Practice: What 3,500 Lines of Agentic RL Buy You, and What They Do Not
Can you train your existing LangGraph or Claude Code agent with reinforcement learning without rewriting it as an RL environment? Microsoft…
Google Ships Playground With Unity Spark: Prompt to Game Goes Live, Unity Stock Up 4-5% in a Day
Unity shares rose 4-5% on October 7 on a partnership announcement with zero disclosed commercial terms. The same launch materials never name…
Cypher AI Raises $2M to Replace LIMS Configuration With Generated Lab Infrastructure: Every Write Needs Human Approval
Benchling has raised $411M across nine rounds and sits at an estimated $2.4B secondary valuation. Cypher AI raised $2M and is attacking the…
