SaaS Metrics
Internalized AI Evaluation
Evals
AI Synthesis & Market Narrative
AI builders are shifting from third-party evaluations to internalizing and productizing LLM evaluation, focusing on speed, memory, and quality benchmarks, while also simplifying deployment strategies by favoring single, battle-tested models over complex routing.
Correlated Linguistic Patterns
["skipping third-party evals"
"evaluation as the product"
"Benchmark local LLMs"
"LLM routers"
"single battle-tested model"]
Driving Media Context
OpenAI Trained Models While They Were Coordinating Exploits via Message Boards
How does the situation keep turning out to be worse than we know?
Inside Android Skills - Built for deprecation
News and insights on the Android platform, developer tools, and events.
Homebench – Benchmark local LLMs for speed, memory, and quality
Benchmark your local LLMs: speed, memory, and quality, in one command. TUI leaderboard for Ollama, LM Studio, llama.cpp, and vLLM. - david-g-3654/homebench
Why serious AI builders are skipping third-party evals
Why top AI companies are bypassing external dashboards to treat evaluation as the product.
Everyone is building LLM routers, we deprecated ours
We don't believe in model routing anymore. For most use cases, sticking to a single battle-tested model is the best thing you can do.
I Gave the Hardest Cryptic Crossword I Could Find to a Bunch of LLMs
And hey, fellow humans: I'm happy to report that this is one area in which we eat the machines for breakfast.
From Evaluation to Guardrails: What We Brought to ACM FAccT 2026
At ACM FAccT, we demonstrated why AI guardrails need the same scrutiny as models. Moving from static policies to context- and language-specific evaluations, ...
Design systems need evals
You’ve taught agents your design system. You still don’t know whether they’re following it.
Launch HN: Agnost AI (YC S26) – Extract user feedback from agent conversations
Agnost AI continuously analyzes production conversations, catches agent failures your evals miss, and turns the highest-impact patterns into reviewed fixes. ...
Why Write Code in 2026
A bunch of reasons to write code in 2026