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Show HN: AI agent needs process to build a commercial application

Hacker News · 2026-10-30 · Evals
I decided to test this claim with my app, NoMoreHappyPath (NMHP), against Claude on a real project.Here is the test:I built Acremuse, a commercial real estate analysis platform, with Claude...

Show HN: Algeon – Compose GPU graph, vector, and ML algorithms in SQL

Hacker News · 2026-10-28 · Evals
Algeon is a query engine built on Apache DataFusion that exposes NVIDIA's cuGraph, cuVS, and cuML as SQL table functions. It doesn't write its GPU kernels. Instead, it takes what NVIDIA already...

An alignment assessment of the UK AISI cybertesting incident

Anthropic Research · 2026-10-23 · Evals
In a UK AISI evaluation, Mythos 5 took unsanctioned actions that impacted real people and organizations. In this post, we investigate these behaviors from Claude Mythos 5 further, to understand...

Aurora, HolmesGPT and K8sGPT on the same 19 Kubernetes faults

Hacker News · 2026-10-21 · Evals
Article URL: https://www.aurorasre.ai/benchmark Comments URL: https://news.ycombinator.com/item?id=50180570 Points: 1 # Comments: 0

NVIDIA Kumo Forecast Combines Pretrained Time-Series Representations with Historical Pattern Retrieval and Interpretability

Hugging Face · 2026-10-21 · Evals

FairStress: A deeper evaluation of fairness in LLM decision-making

Hugging Face · 2026-10-20 · Evals

Designing more efficient quantum circuits with Claude

Anthropic Research · 2026-10-16 · Evals
We gave Claude plain-language specifications for eight quantum circuits, along with an automated evaluator to check and score its designs. Working largely on its own, Claude improved on the best...

How our AI Research team uses AI Runtime

Databricks Blog · 2026-10-15 · Evals
At Databricks, we continuously develop and evaluate new AI research techniques to...

Open source software is slowly turning into open slop software

Hacker News · 2026-10-11 · Evals
Code has become extremely cheap to produce, if you have a 5x claude subscription, you can produce or at least try to produce any piece of software you want. And, to be honest, I actually like...

Do Agent Benchmarks Do What They Say?

Hacker News · 2026-10-11 · Evals
Article URL: https://arxiv.org/abs/2609.37315 Comments URL: https://news.ycombinator.com/item?id=50043658 Points: 1 # Comments: 0

Show HN: Tessary – Find the AI agent failures your sampled evals miss

Hacker News · 2026-10-10 · Evals
Hey, I'm Akhil, co-founder of Tessary. An open-source agent reliability platform that monitors every production trace, detects issues that sampled evals miss, and investigates to find the root...

Investigating unintended model actions in our evaluations and internal use

Anthropic Research · 2026-10-09 · Evals
Investigating unintended model actions in our evaluations and internal use

How Block orchestrates Claude Fable across thousands of pull requests

Claude Blog · 2026-10-08 · Evals
Bradley Axen, Head of AI Capabilities at Block, on how his team evaluates new large language models, how Claude Fable 5 orchestrates company-wide code migrations, and why safeguards are a critical...

How Cresta turned CX expertise into an agent builder on the Claude Agent SDK

Claude Blog · 2026-10-05 · Evals
See how Cresta built Conductor, an agent that builds other agents, on the Claude Agent SDK, and how the team evaluates it with every new Claude model.

Automating eval design and hillclimbing with Claude

Claude Blog · 2026-09-28 · Evals
Principles for designing evals and hillclimbing against them without fooling yourself, and how the claude-api skill's build-eval and hillclimb commands put them to work.

Can Jev replace your LLM judge? Part 2: Testing harder answers

MLflow Blog · 2026-09-25 · Evals
Test Jev on difficult answers, inspect its mistakes, and run it as an MLflow judge.

How we made claude.ai 3x faster in two weeks

Claude Blog · 2026-09-23 · Evals
Inside our performance sprint: the benchmarks Claude built, the loop each Slack thread ran, and the guardrails that let us ship 3,000 changes safely.

JevBench, a reproducible benchmark for typed decision models

Hacker News · 2026-09-22 · Evals
Article URL: https://benchmarkheaven.com/jev-models Comments URL: https://news.ycombinator.com/item?id=49800574 Points: 1 # Comments: 1

How UK AISI and EvalEval Are Making Benchmark Results Reproducible

Hugging Face · 2026-09-22 · Evals

Can Jev replace your LLM judge? Evaluating quality, cost, and latency

MLflow Blog · 2026-09-22 · Evals
Compare Jev with GPT, Claude, and DeepSeek as an LLM judge using MLflow across quality, cost, and latency.

Database for AI Agents: 5 Evaluation Criteria

Databricks Blog · 2026-09-17 · Evals
The five criteria for evaluating a database for AI agents are branch isolation, serverless...

Working at the frontier: How Balyasny Asset Management evaluates and governs Claude Fable 5

Claude Blog · 2026-09-17 · Evals
Working at the frontier: How Balyasny Asset Management evaluates and governs Claude Fable 5

Working at the frontier: How Balyasny Asset Management evaluates and governs Claude Fable 5

Claude Blog · 2026-09-17 · Evals
Balyasny Asset Management (BAM) Chief AI Officer Charlie Flanagan on why the firm uses Claude Fable 5 and the role of safeguards in deploying frontier intelligence safely and reliably across the...

Show HN: Bitroad – Infra for Agent-to-Agent Services

Hacker News · 2026-09-11 · Evals
In the summer YC RFS, Aaron Epstien said ‘The next trillion users on the internet won't be people, they'll be AI agents. And now is the time to "Make Something Agents Want".’The “Make something...

Measuring tactical intelligence targeting and conventional weapons capabilities of AI models

Anthropic Research · 2026-09-10 · Evals
Anthropic’s Frontier Red Team developed new evaluations to measure AI capabilities in tactical intelligence targeting and conventional weapons development.

Evaluation-First AI Agents: How Zepto Scales Customer Support on Databricks and MLflow

Databricks Blog · 2026-09-09 · Evals
Zepto's Push for Reliable, Real-Time Customer SupportZepto is one of India's fastest-growing...

Show HN: My wife is mobile Safari Wikipedia editor with a capital issue

Hacker News · 2026-09-03 · Evals
This all started a few days ago when my wife's article:https://en.wikipedia.org/wiki/Jackson%E2%80%93Benton_brawl_o...got picked up to be on the homepage of wikipedia. I tapped on the view history...

Show HN: Hot. Dog. Bench. Mark. The AI benchmark we deserve

Hacker News · 2026-09-03 · Evals
Article URL: https://hotdogbenchmark.lol/ Comments URL: https://news.ycombinator.com/item?id=49549107 Points: 1 # Comments: 1

A guide to the anatomy of effective commerce agents

Claude Blog · 2026-09-02 · Evals
The architecture, latency & cost techniques, and eval practices for agents that make it easier to buy and sell online.

BenchMIRT: What are LLM benchmarks actually measuring?

Hugging Face · 2026-09-01 · Evals

Condensed concepts: Questions to consider when evaluating AI

Hacker News · 2026-08-28 · Evals
Article URL: https://condensedconcepts.blogspot.com/2026/08/questions-to-consider-when-evaluating-ai.html Comments URL: https://news.ycombinator.com/item?id=49483366 Points: 2 # Comments: 0

Automated researchers can reliably mitigate alignment failures

Anthropic Research · 2026-08-28 · Evals
We had Claude autonomously train models to improve their performance on several public benchmarks that measure 10 categories of alignment failure. For all 10, Claude found fixes that improved the...

Enhancing Agent Retrieval with Structured Chart Extraction

Databricks Blog · 2026-08-27 · Evals
The MotivationMore and more enterprises are now asking agents to work with their...

Terminal-bench: benchmarks for AI agents in terminal environments

Hacker News · 2026-08-25 · Evals
Article URL: https://www.tbench.ai/ Comments URL: https://news.ycombinator.com/item?id=49430706 Points: 1 # Comments: 0

Retrieval is a measurement instrument, and nobody reports its coverage

Hacker News · 2026-08-25 · Evals
Article URL: https://ai.bedvibe.studio/retrieval-coverage/ Comments URL: https://news.ycombinator.com/item?id=49430614 Points: 1 # Comments: 0

Offline RAG on iOS with Spatial Integration

Hacker News · 2026-08-20 · Evals
I'm the developer behind CartoType. I’ve been working on bridging local language models with offline mapping, and I have just put together a demo of a completely offline Spatial RAG pipeline...

Evaluating AI Agents Live at the Grounded Reasoning Cup

Databricks Blog · 2026-08-18 · Evals
This year, Databricks hosted the inaugural Grounded Reasoning Cup, a first-of-its-kind...

Securing the frontier: How JetBrains evaluates and deploys Claude Fable 5

Claude Blog · 2026-08-13 · Evals
Securing the frontier: How JetBrains evaluates and deploys Claude Fable 5

Securing the frontier: How JetBrains evaluates and deploys Claude Fable 5

Claude Blog · 2026-08-13 · Evals
JetBrains Agent Systems CTO Vladislav Tankov on how the company evaluates frontier models against its private repositories, when his team reaches for Claude Fable 5, and why he treats safeguards...

DeepSeek V4 Flash 0731: 82.7% on Terminal-Bench 2.1 with a public harness

Hacker News · 2026-08-09 · Evals
Article URL: https://antigma.ai/eval Comments URL: https://news.ycombinator.com/item?id=49229621 Points: 1 # Comments: 0

Qwen 3.8 and Claude Opus 5 show why raw benchmark scores don't predict the bill

Hacker News · 2026-08-09 · Evals
Article URL: https://venturebeat.com/orchestration/qwen-3-8-max-and-claude-opus-5-show-why-raw-benchmark-scores-dont-predict-the-bill Comments URL: https://news.ycombinator.com/item?id=49229526...

What is an AI Assistant?

Databricks Blog · 2026-08-07 · Evals
AI assistants use language models, data retrieval, and reasoning to understand requests...

FelonyBench – The leading benchmark for AI in cybersecurity

Hacker News · 2026-08-06 · Evals
Article URL: https://felonybench.org/ Comments URL: https://news.ycombinator.com/item?id=49194758 Points: 2 # Comments: 0

Show HN: An open-weight background removal model for difficult images

Hacker News · 2026-08-05 · Evals
For many everyday images, background removal works well. The remaining challenge is images with fine hair, fur, glass, transparent objects, motion blur, low-contrast subjects, or cluttered...

Evaluating and Improving Agent Skills with MLflow

MLflow Blog · 2026-08-02 · Evals
How to build measurable, testable, and continuously improving AI agent capabilities.

Show HN: Release-gate – a CLI that checks AI-agent PRs for risky changes

Hacker News · 2026-07-27 · Evals
I built this after noticing that AI-agent PRs are hard to review. There are many tools available but it does not show the reason why the code can be problematic in case of agent.A normal diff can...

Ask HN: Is neuromorphic computing going to replace traditional AI?

Hacker News · 2026-07-25 · Evals
I’ve recently learned about neuromorphic computing while thinking about the core inefficiencies of current deep learning.Today AI relies heavily on super-dense layers, continuous computation of...

Senior Python Engineer – AI Agent Evaluation

Hacker News · 2026-07-23 · Evals
Article URL: https://apply.workable.com/toloka-ai/j/07A6121198 Comments URL: https://news.ycombinator.com/item?id=49019347 Points: 1 # Comments: 0

Working at the frontier: How Cursor knew Claude Fable 5 was ready for the hardest 1% of problems

Claude Blog · 2026-07-17 · Evals
Nate Schmidt's job at Cursor is to evaluate frontier models against their ability to tackle long-running, real-world engineering problems. Here’s why–and how–Claude Fable 5 changed the calculus on...

NVIDIA Nemotron 3 Embed Ranks #1 Overall on RTEB, Advancing Agentic Retrieval

Hugging Face · 2026-07-16 · Evals

The Unfair Judge: A Mechanistic Interpretability Account of LLM-as-Judge

Hacker News · 2026-07-14 · Evals
Article URL: https://arxiv.org/abs/2607.11871 Comments URL: https://news.ycombinator.com/item?id=48904369 Points: 1 # Comments: 0

Working at the frontier: How Hebbia builds AI for financial diligence that can't miss a detail

Claude Blog · 2026-07-13 · Evals
Hebbia builds research and diligence software for financial professionals, and tests every new model against finance evals tied to expert outcomes. In testing, Claude Fable 5 posted the biggest...

Benchmarking Coding Agents on Databricks’ Multi-Million Line Codebase

Databricks Blog · 2026-07-08 · Evals
At Databricks, the way we build software is changing quickly as we aggressively adopt...

Review Queues: The Human Step Towards Better AI

MLflow Blog · 2026-07-08 · Evals
MLflow Review Queues turn AI trace review into a ticketing system with assignments, status, and human evaluations — so you can stop tracking degradations and misbehavior in spreadsheets.

FlowerBench: Benchmarking AI Agents on Real Enterprise Work

Hacker News · 2026-07-06 · Evals
Article URL: https://flower.ai/benchmarks/flowerbench/ Comments URL: https://news.ycombinator.com/item?id=48803428 Points: 2 # Comments: 1

Ask HN: Are there good security benchmarks for LLMs?

Hacker News · 2026-07-06 · Evals
I'm looking for this myself but figured it's good to have an actual discussion about this. I'm pretty new to the benchmarking side of LLMs.For example, I looked at eyeballvull [1]. It seems...

ScarfBench: Benchmarking AI Agents for Enterprise Java Framework Migration

Hugging Face · 2026-06-30 · Evals

Featuring Every Eval Ever Results on Hugging Face Model Pages

Hugging Face · 2026-06-30 · Evals

End-to-End RAG Workflow: How Retrieval Augmented Generation Works

Databricks Blog · 2026-06-23 · Evals
Retrieval Augmented Generation (RAG) is an AI architecture pattern that connects...

Agent-memory systems admit poisoned facts – a reproducible benchmark

Hacker News · 2026-06-22 · Evals
Article URL: https://github.com/arsenis-cmd/clai-benchmarks Comments URL: https://news.ycombinator.com/item?id=48629740 Points: 2 # Comments: 0

Is it agentic enough? Benchmarking open models on your own tooling

Hugging Face · 2026-06-18 · Evals

Show HN: Pantheon – AI vs. AI Code Review for Claude Code

Hacker News · 2026-06-15 · Evals
There's always a generous look at the code you've come up with. But the pantheon is different. The pantheon is made by turning multiple sub-agents, and when the scorer scores them one by one and...

olmo-eval: An evaluation workbench for the model development loop

Hugging Face · 2026-06-12 · Evals

Can Voice Agents Handle Bilingual Customers? Benchmarking Frontier ASR on Code-Switched Speech

Hugging Face · 2026-06-09 · Evals

Show HN: AI Model Benchmark for Crypto Price Predictions

Hacker News · 2026-05-31 · Evals
I've been running Crypto Predictions for over a month with a limited number of coins and models (some models in the same family the produce close results have been removed)I think you guys might...

Agent Evaluation in MLflow with Google ADK

MLflow Blog · 2026-05-28 · Evals
Use Google ADK's trajectory, response-match, and LLM-judge evaluators as MLflow scorers for end-to-end agent evaluation.

ITBench-AA: Frontier Models Score Below 50% on the First Benchmark for Agentic Enterprise IT Tasks — by Artificial Analysis and IBM

Hugging Face · 2026-05-27 · Evals

Antigravity 2.0 Tops the OpenSCAD Architectural 3D LLM Benchmark

Hacker News · 2026-05-22 · Evals
Article URL: https://modelrift.com/blog/openscad-llm-benchmark/ Comments URL: https://news.ycombinator.com/item?id=48234090 Points: 1 # Comments: 0

Show HN: I fixed my AI goose tutor to stop punishing understanding

Hacker News · 2026-05-20 · Evals
a few weeks ago, I built professor goose, a socratic ai tutor built around the feynman idea that if you can’t explain it, you don’t understand it. the way professor goose works specifically is you...

Show HN: IResearch – C++ search that beat Lucene and Tantivy on their benchmark

Hacker News · 2026-05-20 · Evals
Article URL: https://github.com/serenedb/serenedb/tree/main/libs/iresearch Comments URL: https://news.ycombinator.com/item?id=48205526 Points: 6 # Comments: 1

Show HN: AI/ML benchmark for local LLM inference and XGBoost training on GPU/CPU

Hacker News · 2026-05-16 · Evals
Article URL: https://github.com/albedan/ai-ml-gpu-bench Comments URL: https://news.ycombinator.com/item?id=48158245 Points: 1 # Comments: 0

Using MemAlign to Improve Evaluation of Traditional Machine Learning in Genie Code

Databricks Blog · 2026-05-08 · Evals
Recently announced Genie Code is Databricks’ autonomous AI partner purpose built for data work. ...

NIST's CAISI Evaluation of DeepSeek V4 Pro finds it to be on par with GPT-5

Hacker News · 2026-05-03 · Evals
Article URL: https://www.nist.gov/news-events/news/2026/05/caisi-evaluation-deepseek-v4-pro Comments URL: https://news.ycombinator.com/item?id=47994920 Points: 1 # Comments: 0

Show HN: Browser-based light pollution simulator using real photometric data

Hacker News · 2026-05-02 · Evals
Hi HN — author here. iesna.eu is a browser-based ecosystem for working with photometric data: parsing standard luminaire files (LDT/EULUMDAT, IES LM-63, Oxytech, ATLA-S001), running design...

Xmemory: Benchmarking Structured AI Memory Against RAG and Hybrid RAG

Hacker News · 2026-05-01 · Evals
Article URL: https://arxiv.org/abs/2604.27906 Comments URL: https://news.ycombinator.com/item?id=47972683 Points: 1 # Comments: 0

AI evals are becoming the new compute bottleneck

Hugging Face · 2026-04-29 · Evals

Apr 29, 2026ScienceEvaluating Claude’s bioinformatics research capabilities with BioMysteryBench

Anthropic Research · 2026-04-29 · Evals
Apr 29, 2026ScienceEvaluating Claude’s bioinformatics research capabilities with BioMysteryBench

Show HN: A Karpathy-style LLM wiki your agents maintain (Markdown and Git)

Hacker News · 2026-04-25 · Evals
I shipped a wiki layer for AI agents that uses markdown + git as the source of truth, with a bleve (BM25) + SQLite index on top. No vector or graph db yet.It runs locally in ~/.wuphf/wiki/ and you...

Structuring AI Evaluation and Observability with MLflow: From Development to Production

MLflow Blog · 2026-04-22 · Evals
Shipping your first AI agent or LLM application feels fulfilling until you have to make changes because it does not work as you intended. Most of us start the same way: we test a few prompts, the...

Enforce Content Policies at the Gateway with AI Gateway Guardrails

MLflow Blog · 2026-04-21 · Evals
MLflow AI Gateway now supports configurable guardrails that use LLM judges to block or sanitize harmful content, PII, and custom policy violations before they reach your users or your models.

Show HN: I built a benchmark platform for WordPress backup plugins

Hacker News · 2026-04-13 · Evals
every "best backup plugin" comparison is affiliate content with no real data. so i built a site that runs actual backup/restore operations in docker containers and publishes real benchmark...

Show HN: SkillCompass – open-source quality evaluator for your AI skills

Hacker News · 2026-04-13 · Evals
Article URL: https://github.com/Evol-ai/SkillCompass Comments URL: https://news.ycombinator.com/item?id=47749727 Points: 1 # Comments: 0

Milla Jovovich released an AI memory system. None of benchmark scores are real

Hacker News · 2026-04-08 · Evals
Article URL: https://penfieldlabs.substack.com/p/milla-jovovich-just-released-an-ai Comments URL: https://news.ycombinator.com/item?id=47687208 Points: 2 # Comments: 0

Better Harness: A Recipe for Harness Hill-Climbing with Evals

LangChain Blog · 2026-04-08 · Evals
By Vivek Trivedy, Product Manager💡TL;DR: We can build better agents by building better harnesses. But to autonomously build a “better” harness, we need a strong learning signal to “hill-climb” on....

Humans Persistently Devalue AI-Generated Creative Writing

Hacker News · 2026-04-06 · Evals
Article URL: https://psycnet.apa.org/fulltext/2027-12675-001.html Comments URL: https://news.ycombinator.com/item?id=47658237 Points: 1 # Comments: 0

Evaluating alignment of behavioral dispositions in LLMs

Google Research · 2026-04-03 · Evals
Generative AI

Open Models have crossed a threshold

LangChain Blog · 2026-04-02 · Evals
💡TL;DR: Open models like GLM-5 and MiniMax M2.7 now match closed frontier models on core agent tasks — file operations, tool use, and instruction following — at a fraction of the cost and latency....

Building better AI benchmarks: How many raters are enough?

Google Research · 2026-03-31 · Evals
Algorithms & Theory

Agent Evaluation Readiness Checklist

LangChain Blog · 2026-03-27 · Evals
A practical checklist for agent evaluation: error analysis, dataset construction, grader design, offline & online evals, and production readiness.

How Kensho built a multi-agent framework with LangGraph to solve trusted financial data retrieval

LangChain Blog · 2026-03-26 · Evals
Discover how Kensho, S&P Global’s AI innovation engine, leveraged LangGraph to create its Grounding framework–a unified agentic access layer solving fragmented financial data retrieval at enterprise scale.

How we build evals for Deep Agents

LangChain Blog · 2026-03-26 · Evals
💡TLDR: The best agent evals directly measure an agent behavior we care about. Here's how we source data, create metrics, and run well-scoped, targeted experiments over time to make agents more...

Show HN: Knitting – shared-memory function calls for JavaScript workers

Hacker News · 2026-03-24 · Evals
What it isKnitting is a from-scratch concurrency framework for JavaScript built on shared memory. Instead of manually wiring message protocols, you just call functions across threads.Why I built...

A New Framework for Evaluating Voice Agents (EVA)

Hugging Face · 2026-03-24 · Evals

Harness Your OpenHands Agent with AI Observability and Governance

MLflow Blog · 2026-03-24 · Evals
AI coding agents edit files, run commands, and browse the web autonomously, but what are they actually doing? Learn how to trace every step, evaluate output quality, and control LLM spending for...

Harness Your OpenHands Agent with AI Observability and Governance

MLflow Blog · 2026-03-24 · Evals
AI coding agents edit files, run commands, and browse the web autonomously, but what are they actually doing? Learn how to trace every step, evaluate output quality, and control LLM spending for...

Harness Your OpenHands Agent with AI Observability and Governance

MLflow Blog · 2026-03-24 · Evals
AI coding agents edit files, run commands, and browse the web autonomously, but what are they actually doing? Learn how to trace every step, evaluate output quality, and control LLM spending for...

Testing and Refining Claude Code Skills with MLflow

MLflow Blog · 2026-03-23 · Evals
How to test Claude Code skills using MLflow tracing and LLM judges, and create a self-improvement loop where Claude Code refines its own skills.

Testing and Refining Claude Code Skills with MLflow

MLflow Blog · 2026-03-23 · Evals
How to test Claude Code skills using MLflow tracing and LLM judges, and create a self-improvement loop where Claude Code refines its own skills.

Testing and Refining Claude Code Skills with MLflow

MLflow Blog · 2026-03-23 · Evals
How to test Claude Code skills using MLflow tracing and LLM judges, and create a self-improvement loop where Claude Code refines its own skills.

Tracking and Debugging AI Safety Evaluations with Inspect AI and MLflow

MLflow Blog · 2026-03-21 · Evals
Bring MLflow experiment tracking and execution tracing to Inspect AI evaluations with the inspect-mlflow package.

Your Agents Need an AI Platform

MLflow Blog · 2026-03-18 · Evals
Making your agents work reliably in production requires observability, evaluation, version control, and governance. Learn how MLflow brings all four together as the only complete open source AI platform.

Your Agents Need an AI Platform

MLflow Blog · 2026-03-18 · Evals
Making your agents work reliably in production requires observability, evaluation, version control, and governance. Learn how MLflow brings all four together as the only complete open source AI platform.

Your Agents Need an AI Platform

MLflow Blog · 2026-03-18 · Evals
Making your agents work reliably in production requires observability, evaluation, version control, and governance. Learn how MLflow brings all four together as the only complete open source AI platform.

SOTA Embedding Model for Agentic Workflows Now in Public Preview

Databricks Blog · 2026-03-17 · Evals
Retrieval underpins modern AI systems, and the quality of the embedding model determines...

Benchmarking LLMs at the Game of Science (Eleusis) [video]

Hacker News · 2026-03-16 · Evals
Article URL: https://www.youtube.com/watch?v=tz5wALHhhds Comments URL: https://news.ycombinator.com/item?id=47396503 Points: 1 # Comments: 0

Beyond Semantic Similarity: Introducing NVIDIA NeMo Retriever’s Generalizable Agentic Retrieval Pipeline

Hugging Face · 2026-03-13 · Evals

AI is supercharging fake work

Hacker News · 2026-03-12 · Evals
As anyone with an internet connection knows, there’s been a lot of buzz about how AI is going to reshape the workforce for the past 3 years and layoffs due to “AI” have already started, the most...

Databricks acquires Quotient AI to power AI agent evaluations

Databricks Blog · 2026-03-11 · Evals
Databricks is excited to announce the acquisition of Quotient AI, an innovator in...

SWE-CI: Evaluating Agent Capabilities in Maintaining Codebases via CI

Hacker News · 2026-03-08 · Evals
Article URL: https://arxiv.org/abs/2603.03823 Comments URL: https://news.ycombinator.com/item?id=47295537 Points: 8 # Comments: 1

Show HN: Go LLM inference with a Vulkan GPU back end that beats Ollama's CUDA

Hacker News · 2026-03-08 · Evals
dlgo is an LLM inference engine written in Go. CPU path has zero dependencies beyond the standard library. GPU path uses Vulkan compute — no CUDA required.I benchmarked it against Ollama using the...

Ask HN: Has finding more competitors ever made you more confident?

Hacker News · 2026-03-08 · Evals
I was researching the personal finance market and initially found only a few obvious companies.After digging more, I found a much longer tail of startups I’d never heard of, including products...

Eval awareness in Claude Opus 4.6’s BrowseComp performance

Anthropic Engineering · 2026-03-06 · Evals
Evaluating Opus 4.6 on BrowseComp, we found cases where the model recognized the test, then found and decrypted answers to it—raising questions about eval integrity in web-enabled environments.

Eval awareness in Claude Opus 4.6’s BrowseComp performance

Anthropic Engineering · 2026-03-06 · Evals
Evaluating Opus 4.6 on BrowseComp, we found cases where the model recognized the test, then found and decrypted answers to it—raising questions about eval integrity in web-enabled environments.

Evaluating Skills

LangChain Blog · 2026-03-05 · Evals
By Robert XuRecently at LangChain we’ve been building skills to help coding agents like Codex, Claude Code, and Deep Agents CLI work with our ecosystem: namely, LangChain and LangSmith. This is...

Agent Trace Evaluation with TruLens Scorers in MLflow

MLflow Blog · 2026-03-04 · Evals
Score agent plans, tool calls, and reasoning with TruLens GPA framework through mlflow.genai.evaluate().

LangSmith CLI & Skills

LangChain Blog · 2026-03-04 · Evals
We’re releasing a CLI along with our first set of skills to give AI coding agents expertise in the LangSmith ecosystem. This includes adding tracing to agents, understanding their execution,...

LangChain Skills

LangChain Blog · 2026-03-04 · Evals
We’re releasing our first set of skills to give AI coding agents expertise in the open source LangChain ecosystem. This includes building agents with LangChain, LangGraph, and Deep Agents. On our...

Agent Trace Evaluation with TruLens Scorers in MLflow

MLflow Blog · 2026-03-04 · Evals
Score agent plans, tool calls, and reasoning with TruLens GPA framework through mlflow.genai.evaluate().

Agent Trace Evaluation with TruLens Scorers in MLflow

MLflow Blog · 2026-03-04 · Evals
Score agent plans, tool calls, and reasoning with TruLens GPA framework through mlflow.genai.evaluate().

Benchmark Your Way to Better RAG and Agents:Tuning Vector Search with MLflow

MLflow Blog · 2026-03-02 · Evals
High-level summary: problems, approaches, and takeways for better RAG with MLflow

Evals Skills for Coding Agents

Hamel Husain's Blog · 2026-03-02 · Evals
Evals Skills for Coding Agents

Benchmark Your Way to Better RAG and Agents:Tuning Vector Search with MLflow

MLflow Blog · 2026-03-02 · Evals
High-level summary: problems, approaches, and takeways for better RAG with MLflow

Benchmark Your Way to Better RAG and Agents:Tuning Vector Search with MLflow

MLflow Blog · 2026-03-02 · Evals
High-level summary: problems, approaches, and takeways for better RAG with MLflow

Deterministic Safety Checks in MLflow with Guardrails AI

MLflow Blog · 2026-02-27 · Evals
Add fast, deterministic safety validation to MLflow evaluation pipelines using Guardrails AI scorers. No LLM required.

Deterministic Safety Checks in MLflow with Guardrails AI

MLflow Blog · 2026-02-27 · Evals
Add fast, deterministic safety validation to MLflow evaluation pipelines using Guardrails AI scorers. No LLM required.

Deterministic Safety Checks in MLflow with Guardrails AI

MLflow Blog · 2026-02-27 · Evals
Add fast, deterministic safety validation to MLflow evaluation pipelines using Guardrails AI scorers. No LLM required.

You don’t know what your agent will do until it’s in production

LangChain Blog · 2026-02-26 · Evals
You can't monitor agents like traditional software. Inputs are infinite, behavior is non-deterministic, and quality lives in the conversations themselves. This article explains what to monitor,...

Multi-turn Evaluation & Simulation: Enhancing AI Observability with MLflow for Chatbots

MLflow Blog · 2026-02-24 · Evals
MLflow 3.10 introduces multi-turn evaluation and conversation simulation so you can score entire conversations, test agent changes with reproducible scenarios, and catch failures that only surface...

Multi-turn Evaluation & Simulation: Enhancing AI Observability with MLflow for Chatbots

MLflow Blog · 2026-02-24 · Evals
MLflow 3.10 introduces multi-turn evaluation and conversation simulation so you can score entire conversations, test agent changes with reproducible scenarios, and catch failures that only surface...

Multi-turn Evaluation & Simulation: Enhancing AI Observability with MLflow for Chatbots

MLflow Blog · 2026-02-24 · Evals
MLflow 3.10 introduces multi-turn evaluation and conversation simulation so you can score entire conversations, test agent changes with reproducible scenarios, and catch failures that only surface...

Agent Observability Powers Agent Evaluation

LangChain Blog · 2026-02-22 · Evals
You can't build reliable agents without understanding how they reason, and you can't validate improvements without systematic evaluation.

monday Service + LangSmith: Building a Code-First Evaluation Strategy from Day 1

LangChain Blog · 2026-02-18 · Evals
Learn how monday Service developed an eval-driven development framework for their customer-facing service agents.

OpenEnv in Practice: Evaluating Tool-Using Agents in Real-World Environments

Hugging Face · 2026-02-12 · Evals

Quantifying infrastructure noise in agentic coding evals

Anthropic Engineering · 2026-02-05 · Evals
Infrastructure configuration can swing agentic coding benchmarks by several percentage points—sometimes more than the leaderboard gap between top models.\n\n

Evaluating and mitigating the growing risk of LLM-discovered 0-days

Anthropic Research · 2026-02-05 · Evals
Evaluating and mitigating the growing risk of LLM-discovered 0-days

Quantifying infrastructure noise in agentic coding evals

Anthropic Engineering · 2026-02-05 · Evals
Agentic coding benchmarks are often treated as precise measurements of relative model capability. However, we’ve found that infrastructure configuration alone can produce meaningful differences in...

MemAlign: Building Better LLM Judges From Human Feedback With Scalable Memory

MLflow Blog · 2026-02-03 · Evals
Introducing MemAlign, a new framework that aligns LLMs with human feedback via a lightweight dual-memory system, achieving competitive or better quality than state-of-the-art prompt optimizers, at...

MemAlign: Building Better LLM Judges From Human Feedback With Scalable Memory

MLflow Blog · 2026-02-03 · Evals
Introducing MemAlign, a new framework that aligns LLMs with human feedback via a lightweight dual-memory system, achieving competitive or better quality than state-of-the-art prompt optimizers, at...

MemAlign: Building Better LLM Judges From Human Feedback With Scalable Memory

MLflow Blog · 2026-02-03 · Evals
Introducing MemAlign, a new framework that aligns LLMs with human feedback via a lightweight dual-memory system, achieving competitive or better quality than state-of-the-art prompt optimizers, at...

Introducing DeepEval, RAGAS, and Phoenix Judges in MLflow

MLflow Blog · 2026-01-29 · Evals
Improve your agents using MLflow's extensive, industry-leading suite of high-quality LLM judges.

Introducing DeepEval, RAGAS, and Phoenix Judges in MLflow

MLflow Blog · 2026-01-29 · Evals
Improve your agents using MLflow's extensive, industry-leading suite of high-quality LLM judges.

Introducing DeepEval, RAGAS, and Phoenix Judges in MLflow

MLflow Blog · 2026-01-29 · Evals
Improve your agents using MLflow's extensive, industry-leading suite of high-quality LLM judges.

Alyah ⭐️: Toward Robust Evaluation of Emirati Dialect Capabilities in Arabic LLMs

Hugging Face · 2026-01-27 · Evals

AssetOpsBench: Bridging the Gap Between AI Agent Benchmarks and Industrial Reality

Hugging Face · 2026-01-21 · Evals

Designing AI-resistant technical evaluations

Anthropic Engineering · 2026-01-21 · Evals
What we learned from three iterations of a performance engineering take-home that Claude keeps beating.

Designing AI-resistant technical evaluations

Anthropic Engineering · 2026-01-21 · Evals
What we learned from three iterations of a performance engineering take-home that Claude keeps beating.

LLM Evals: Everything You Need to Know

Hamel Husain's Blog · 2026-01-15 · Evals
LLM Evals: Everything You Need to Know

Demystifying evals for AI agents

Anthropic Engineering · 2026-01-09 · Evals
The capabilities that make agents useful also make them difficult to evaluate. The strategies that work across deployments combine techniques to match the complexity of the systems they measure. \n

Demystifying evals for AI agents

Anthropic Engineering · 2026-01-09 · Evals
Guidance on how to design more rigorous and useful evals for agents across a range of agent architectures and use cases in real-world deployment.

Rapidly Prototype and Evaluate Agents with Claude Agent SDK and MLflow

MLflow Blog · 2025-10-15 · Evals
How to quickly prototype an agent using the Claude Agent SDK then instrument and evaluate it with MLflow

Selecting The Right AI Evals Tool

Hamel Husain's Blog · 2025-10-01 · Evals
Selecting The Right AI Evals Tool

AfriMed-QA: Benchmarking large language models for global health

Google Research · 2025-09-24 · Evals
Generative AI

Democratizing AI Safety with RiskRubric.ai

Hugging Face · 2025-09-18 · Evals

Beyond Manually Crafted LLM Judges: Automate Building Domain-Specific Evaluators with MLflow

MLflow Blog · 2025-09-15 · Evals
How to easily create custom evaluators that understand the semantics of your domain and automatically align with human experts

Writing effective tools for agents — with agents

Anthropic Engineering · 2025-09-11 · Evals
Agents are only as effective as the tools we give them. We share how to write high-quality tools and evaluations, and how you can boost performance by using Claude to optimize its tools for itself.

Building and Managing an LLM-based OCR System with MLflow

MLflow Blog · 2025-08-30 · Evals
Building GenAI tools presents a unique set of challenges. As we evaluate accuracy, iterate on prompts, and enable collaboration, we often encounter bottlenecks that slow down our progress toward...

A scalable framework for evaluating health language models

Google Research · 2025-08-26 · Evals
Generative AI

Assessment-focused UIs in MLflow

MLflow Blog · 2025-08-11 · Evals
In MLflow 3.2, we introduced the concept of assessments, which are the quality evaluations and trace annotations that are crucial for understanding and improving your AI applications. With the...

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

Hugging Face · 2025-08-01 · Evals

Back to The Future: Evaluating AI Agents on Predicting Future Events

Hugging Face · 2025-07-17 · Evals

Detailed cyber evaluations of Claude 4

Anthropic Research · 2025-07-15 · Evals
Detailed cyber evaluations of Claude 4

Announcing NeurIPS 2025 E2LM Competition: Early Training Evaluation of Language Models

Hugging Face · 2025-07-04 · Evals

Inspect AI, An OSS Python Library For LLM Evals

Hamel Husain's Blog · 2025-06-23 · Evals
Inspect AI, An OSS Python Library For LLM Evals

SHADE-Arena: Evaluating sabotage and monitoring in LLM agents

Anthropic Research · 2025-06-16 · Evals
SHADE-Arena: Evaluating sabotage and monitoring in LLM agents

ScreenSuite - The most comprehensive evaluation suite for GUI Agents!

Hugging Face · 2025-06-06 · Evals

Deeper insights into retrieval augmented generation: The role of sufficient context

Google Research · 2025-05-14 · Evals
Data Mining & Modeling

Introducing HELMET: Holistically Evaluating Long-context Language Models

Hugging Face · 2025-04-16 · Evals

Trace & Evaluate your Agent with Arize Phoenix

Hugging Face · 2025-02-28 · Evals

DABStep: Data Agent Benchmark for Multi-step Reasoning

Hugging Face · 2025-02-04 · Evals

Raising the bar on SWE-bench Verified with Claude 3.5 Sonnet

Anthropic Engineering · 2025-01-06 · Evals
SWE-bench is an AI evaluation benchmark that assesses a model's ability to complete real-world software engineering tasks.

Benchmarking Language Model Performance on 5th Gen Xeon at GCP

Hugging Face · 2024-12-17 · Evals

Rethinking LLM Evaluation with 3C3H: AraGen Benchmark and Leaderboard

Hugging Face · 2024-12-04 · Evals

Judge Arena: Benchmarking LLMs as Evaluators

Hugging Face · 2024-11-19 · Evals

A statistical approach to model evaluations

Anthropic Research · 2024-11-19 · Evals
A statistical approach to model evaluations

Using LLM-as-a-Judge For Evaluation: A Complete Guide

Hamel Husain's Blog · 2024-10-29 · Evals
Using LLM-as-a-Judge For Evaluation: A Complete Guide

Sabotage evaluations for frontier models

Anthropic Research · 2024-10-18 · Evals
Sabotage evaluations for frontier models

Introducing Contextual Retrieval

Anthropic Engineering · 2024-09-19 · Evals
For an AI model to be useful in specific contexts, it often needs access to background knowledge.

LAVE: Zero-shot VQA Evaluation on Docmatix with LLMs - Do We Still Need Fine-Tuning?

Hugging Face · 2024-07-25 · Evals

Our Transformers Code Agent beats the GAIA benchmark 🏅

Hugging Face · 2024-07-01 · Evals

BigCodeBench: The Next Generation of HumanEval

Hugging Face · 2024-06-18 · Evals

CyberSecEval 2 - A Comprehensive Evaluation Framework for Cybersecurity Risks and Capabilities of Large Language Models

Hugging Face · 2024-05-24 · Evals

The Open Medical-LLM Leaderboard: Benchmarking Large Language Models in Healthcare

Hugging Face · 2024-04-19 · Evals

Introducing the LiveCodeBench Leaderboard - Holistic and Contamination-Free Evaluation of Code LLMs

Hugging Face · 2024-04-16 · Evals

Your AI Product Needs Evals

Hamel Husain's Blog · 2024-03-29 · Evals
Your AI Product Needs Evals

TTS Arena: Benchmarking Text-to-Speech Models in the Wild

Hugging Face · 2024-02-27 · Evals

Introducing the Open Ko-LLM Leaderboard: Leading the Korean LLM Evaluation Ecosystem

Hugging Face · 2024-02-20 · Evals

NPHardEval Leaderboard: Unveiling the Reasoning Abilities of Large Language Models through Complexity Classes and Dynamic Updates

Hugging Face · 2024-02-02 · Evals

Evaluating and Mitigating Discrimination in Language Model Decisions

Anthropic Research · 2023-12-07 · Evals
Evaluating and Mitigating Discrimination in Language Model Decisions

Challenges in evaluating AI systems

Anthropic Research · 2023-10-04 · Evals
Challenges in evaluating AI systems

Discovering Language Model Behaviors with Model-Written Evaluations

Anthropic Research · 2022-12-19 · Evals
Discovering Language Model Behaviors with Model-Written Evaluations

Evaluating Language Model Bias with 🤗 Evaluate

Hugging Face · 2022-10-24 · Evals

Very Large Language Models and How to Evaluate Them

Hugging Face · 2022-10-03 · Evals

Closing the knowledge gap with agent skills

Google Developers Blog · · Evals
To bridge the gap between static model knowledge and rapidly evolving software practices, Google DeepMind developed a "Gemini API developer skill" that provides agents with live documentation and...

Boost Training Goodput: How Continuous Checkpointing Optimizes Reliability in Orbax and MaxText

Google Developers Blog · · Evals
The newly introduced continuous checkpointing feature in Orbax and MaxText is designed to optimize the balance between reliability and performance during model training, addressing issues with...

Agents CLI in Agent Platform: create to production in one CLI

Google Developers Blog · · Evals
Google Cloud has introduced the Agents CLI, a specialized tool designed to bridge the gap between local development and production-grade AI agent deployment. The CLI provides coding assistants...

Building real-world on-device AI with LiteRT and NPU

Google Developers Blog · · Evals
LiteRT is a production-ready framework designed to help mobile developers unlock the power of Neural Processing Units (NPUs), overcoming the performance and battery limitations of traditional CPU...

All the news from the Google I/O 2026 Developer keynote

Google Developers Blog · · Evals
Google announced the transition from assistive AI to independent agents, highlighting the launch of the Gemini 3.5 series and major updates to its Antigravity agent-first development platform. For...

Driving the Agent Quality Flywheel from Your Coding Agent

Google Developers Blog · · Evals
Building AI agents often leaves developers uncertain if prompt tweaks to fix single errors will accidentally cause widespread regressions in production. To bridge this gap, Google has introduced a...

How to use Google microbenchmarks for evaluating TPU performance

Google Developers Blog · · Evals
Google's open-source TPU microbenchmark suite provides developers with granular performance metrics across Network, Compute, HBM, Host Transfer, and Attention components to validate real-world...

Agent and Model Evaluations in Gemini Enterprise Agent Platform are now GA

Google Developers Blog · · Evals
Agent Platform's evaluation service is now generally available, providing developers with a unified engine to measure agent quality consistently across local development experiments and live...

How to Evaluate Live & Voice Agents in ADK

Google Developers Blog · · Evals
Moving live voice agents from demo to production requires rigorous, automated testing to handle the unpredictability of real multi-turn conversations. ADK now provides native live evaluation,...

Enterprise-Grade Precision for Long-Context Multimodal Embedding Inference on Cloud TPU

Google Developers Blog · · Evals
Google Cloud has natively integrated TPU support into the vLLM serving engine, allowing developers to elastically scale high-demand embedding pipelines using Google Kubernetes Engine (GKE). To...

The Anatomy of Harness Engineering: How to Evaluate, Iterate, and Guard AI Coding Agents

Google Developers Blog · · Evals
While end-to-end benchmarks like SWE-bench provide broad performance scores for AI agents, they are often expensive, slow, and lack the root-cause diagnostics needed to explain exactly where an...

Build zero-trust AI agents that judge intent, not just syntax

Google Developers Blog · · Evals
This blog post explores how to transition AI agents from static, build-time security controls to dynamic runtime governance using the Gemini Enterprise Agent Platform. It highlights three primary...

Autonomous LLM post-training with Tunix on TPUs

Google Developers Blog · · Evals
The "autofinetune" project introduces an autonomous research loop that fully automates LLM post-training workflows, including Supervised Fine-Tuning (SFT) and Reinforcement Learning via GRPO. By...

Reproducing OLMo 3 7B Pre-training in MaxText: case study of large scale training on TPUs

Google Developers Blog · · Evals
The MaxText team successfully reproduced AI2’s OLMo 3 7B language model from scratch on Google Cloud TPUs using JAX/XLA, precisely matching the original PyTorch-on-GPU reference across...

Bring multimodal semantic search to the edge with EmbeddingGemma 2

Google Developers Blog · · Evals
EmbeddingGemma 2 is a new 740M open-weight multimodal model that maps text, images, video, and audio into a unified vector space for privacy-first, on-device retrieval. Developers can easily...

EmbeddingGemma 2: The Developer Guide

Google Developers Blog · · Evals
EmbeddingGemma 2 is a compact, open-source multimodal embedding model that maps text, code, images, video, and audio into a unified 768-dimensional space. Developers can use the...

Evaluating AI agents: moving past the vibe check

Google Developers Blog · · Evals
A practical engineering guide and reference architecture for establishing continuous evaluation pipelines for multi-turn AI agents using Gemini Enterprise Agent Platform, Google ADK, and...

Announcing New vLLM and SGLang Inference Engines on TPU

Google Developers Blog · · Evals
This post announces native PyTorch backends for vLLM and SGLang powered by TorchTPU, enabling developers to run and optimize serving workloads using familiar PyTorch tools. Built in collaboration...

Powering the Agent Development Lifecycle with any framework, from ADK to LangChain and beyond

Google Developers Blog · · Evals
The Agents CLI Extension System enables developers to use frameworks like LangChain, LangGraph, or custom enterprise stacks while retaining a unified deployment and evaluation workflow. It details...

Hill-Climbing Agent Quality with Agents CLI Evaluation

Google Developers Blog · · Evals
This post walks through the Agents CLI evaluation loop for systematically improving agent performance through continuous testing and grading. It demonstrates how to catch prompt regressions,...
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