Email Archive

Open-source web search evals you can run in minutes

Score 0.823 · Account tjphuhs@gmail.com · 4/23/2026, 11:58:50 AM

Open-source web search evals you can run in minutes from developer@mail.you.com on 2026-04-23T15:58:50.000Z Run standardized evals (SimpleQA, FRAMES, BrowseComp, DeepSearchQA) in your own environment—no custom infra required. Hi there, When building AI systems that rely on web search, search quality determines model quality. You shouldn’t have to build eval infrastructure from scratch, rely on results that can’t be reproduced, or spend weeks debugging benchmarks instead of building your product.

The You Report: NEW Eval harness, Research API controls, auto top-up

Score 0.660 · Account tjphuhs@gmail.com · 5/6/2026, 2:47:31 PM

The You Report: NEW Eval harness, Research API controls, auto top-up from developer@mail.you.com on 2026-05-06T18:47:31.000Z * Extreme Single-Agent Inference Scaling for Agentic Search: Achieving SOTA on DeepSearchQA ( https://clicks.you.com/f/a/2iGGRbhD6buS3bWkDc1vDA~~/AAQRxRA~/YSwVWqMwmNyRlE2NIFweuBh0QmyLLrIszOroDpH_49U-_Uy9YpuYMoSUwNsR8ILC73a4971SIoh6xswbP7erIOkKUmyzY3Qd5nVeQEQsp-uxTZJgDl0KYHJdhmmsuRrQW_OaRWVQtSs22A2n9XBwwmv_oG2HewvWzLmfLcksWZgjCcrOAkAck-DJ03j6GThYI-oC1u0fm5PW877KdkE5QxtB1afv

The You Report: NEW Eval harness, Research API controls, auto top-up

Score 0.643 · Account tjphuhs@gmail.com · 5/6/2026, 2:47:31 PM

The You Report: NEW Eval harness, Research API controls, auto top-up from developer@mail.you.com on 2026-05-06T18:47:31.000Z Benchmark any search API, structure outputs, and avoid credit-related downtime Welcome to this month’s newsletter! Here’s what’s new this month: Research API controls (source_control, output_schema), an open-source eval harness, and auto top-up to prevent credit-related downtime. **************** Product Releases **************** -------------------------------------------

RWS TrainAI Community | Project Callisto | Invitation

Score 0.642 · Account tjphuhs@gmail.com · 2/9/2026, 5:35:50 AM

RWS TrainAI Community | Project Callisto | Invitation from no-reply@hire.lever.co on 2026-02-09T10:35:50.000Z Hi Timothy, Embark on a journey that not only enhances your skills but also shapes the future of artificial intelligence and technology! Come join the RWS Train AI Community to be part of a project that influences how AI models shape our digital world. Our team of Search Engine Evaluators will assess and provide valuable feedback on search results encompassing text, audio, images, and vi

OpenAI Dev News: Realtime 2.0, Codex for Chrome, and beyond

Score 0.618 · Account tjphuhs@gmail.com · 5/11/2026, 6:48:00 PM

OpenAI Dev News: Realtime 2.0, Codex for Chrome, and beyond from noreply@email.openai.com on 2026-05-11T22:48:00.000Z ( https://developers.openai.com/api/docs/guides/deployment-checklist ). This includes reasoning effort, tool_search, built-in tools, compaction, prompt caching, background mode, and if you’re getting fancy with it, WebSocket mode ( https://developers.openai.com/api/docs/guides/websocket-mode ) to speed up agentic runs with 20+ tool calls by 20-40%. *Codex use cases:* Try using Co

How Stripe Detects Fraudulent Transactions Within 100 ms

Score 0.613 · Account tjphuhs@gmail.com · 4/27/2026, 11:03:53 PM

How Stripe Detects Fraudulent Transactions Within 100 ms from bytebytego@substack.com on 2026-04-28T03:03:53.000Z View this post on the web at https://blog.bytebytego.com/p/how-stripe-detects-fraudulent-transactions New Year, New Metrics: Evaluating AI Search in the Agentic Era (Sponsored) [ https://substack.com/redirect/345b315a-2bc2-426d-a535-3161bf528f93?j=eyJ1IjoiNGl3b2U2In0.sVDxRtmZ85v8kfdamY0krRXGMy3p768BWtuZifRB-Zs ] Most teams pick a search provider by running a few test queries and hopi

The You Report | Edition: 7 | 03.31.26

Score 0.611 · Account tjphuhs@gmail.com · 3/31/2026, 6:16:42 PM

The You Report | Edition: 7 | 03.31.26 from developer@mail.you.com on 2026-03-31T22:16:42.000Z Welcome to the March 2026 Edition of The You Report! This month we launched Research API, shipped native integrations across the LangChain ecosystem, added a Use Cases gallery to the docs, and dropped pricing on Web Search and Contents. We also welcomed a new CTO. Here's everything. **************** Product Releases **************** * Research API This is our agentic search endpoint. Ranking #1 on Deep

OpenAI Dev News: Realtime 2.0, Codex for Chrome, and beyond

Score 0.610 · Account tjphuhs@gmail.com · 5/11/2026, 6:48:00 PM

OpenAI Dev News: Realtime 2.0, Codex for Chrome, and beyond from noreply@email.openai.com on 2026-05-11T22:48:00.000Z results for review. Other updates: * GPT-5.5 ( https://openai.com/index/introducing-gpt-5-5/ ) is our most intelligent model yet with stronger reasoning, improved tool use, and more reliable long-running execution. * Agents SDK ( https://openai.com/index/the-next-evolution-of-the-agents-sdk/ ) lets agents inspect files, run commands, edit code, and work on long-horizon tasks with

Database Selection in AI-Powered Software Engineering

Score 0.609 · Account tjphuhs@gmail.com · 5/11/2026, 2:00:11 PM

Database Selection in AI-Powered Software Engineering from techscoop@substack.com on 2026-05-11T18:00:11.000Z Key trends include: AI-powered autonomous database optimization Serverless AI databases Edge AI databases for IoT devices Multi-cloud AI data architectures Autonomous machine learning data pipelines Vector databases for generative AI applications Retrieval-Augmented Generation (RAG) systems AI-native distributed databases As artificial intelligence and machine learning applications conti

Database Selection in AI-Powered Software Engineering

Score 0.605 · Account tjphuhs@gmail.com · 5/11/2026, 2:00:11 PM

Database Selection in AI-Powered Software Engineering from techscoop@substack.com on 2026-05-11T18:00:11.000Z +----------------------+ | +----------------------+ | Distributed SQL DB | +----------------------+ / | \ / | \ +---------+ +---------+ +---------+ | Node 1 | | Node 2 | | Node 3 | +---------+ +---------+ +---------+ Use Cases NewSQL databases are ideal for: Financial platforms Global SaaS applications Real-time analytics High-concurrency applications For example, Google Spanner powers g

[Update on project availability] 🐴🪽 Pegasus SE: Rate the Quality and Usefulness of AI-Generated Summaries in Gmail [K-481328812]

Score 0.594 · Account tjphuhs@gmail.com · 2/5/2026, 12:22:52 PM

[Update on project availability] 🐴🪽 Pegasus SE: Rate the Quality and Usefulness of AI-Generated Summaries in Gmail [K-481328812] from noreply@mail.dataannotation.tech on 2026-02-05T17:22:52.000Z This project is a bit different than what you might typically see on your dashboard, so we wanted to take a moment to explain how it works: * In this project, you will review and rate an AI-generated summary of to-dos and updates in your email inbox across several axes. * Because you are providing an e

Database Selection in AI-Powered Software Engineering

Score 0.593 · Account tjphuhs@gmail.com · 5/11/2026, 2:00:11 PM

Database Selection in AI-Powered Software Engineering from techscoop@substack.com on 2026-05-11T18:00:11.000Z datasets Less suitable for unstructured data 2. NoSQL Databases NoSQL databases were developed to address the scalability and flexibility limitations of traditional relational systems. Unlike SQL databases, NoSQL systems support unstructured or semi-structured data and can scale horizontally across distributed environments. NoSQL databases are categorized into four main types: Document d

OpenAI Dev News: Realtime 2.0, Codex for Chrome, and beyond

Score 0.587 · Account tjphuhs@gmail.com · 5/11/2026, 6:48:00 PM

OpenAI Dev News: Realtime 2.0, Codex for Chrome, and beyond from noreply@email.openai.com on 2026-05-11T22:48:00.000Z Perplexity Computer. *Developer spotlight: Ashe Magelhaes* From driving solar-powered electric cars to open-sourcing AI prototypes, Ashe Magelhaes ( https://www.youtube.com/watch?v=flweA_I-VKE ) shares how she’s weaving AI into her creative process, product workflow, and everyday life. “The name of the game is speed. You could build so much software nowadays, but what will you bu

(no subject)

Score 0.586 · Account tjphuhs@gmail.com · 3/5/2026, 6:24:51 PM

(no subject) from sophiechloe404@gmail.com on 2026-03-05T23:24:51.000Z Hey, how did the search go?

Database Selection in AI-Powered Software Engineering

Score 0.585 · Account tjphuhs@gmail.com · 5/11/2026, 2:00:11 PM

Database Selection in AI-Powered Software Engineering from techscoop@substack.com on 2026-05-11T18:00:11.000Z databases Semi-structured data → Document databases Relationship-heavy data → Graph databases Time-stamped data → Time-series databases 5. Security and Compliance Modern applications must comply with regulations such as GDPR, HIPAA, and PCI-DSS. Database security features should include: Encryption Authentication Access control Backup and recovery Audit logging Industries like healthcare

[Product Update] Automatic enablement of new OpenTelemetry ingestion API

Score 0.582 · Account oc.tjphuhs@gmail.com · 4/28/2026, 3:42:28 AM

[Product Update] Automatic enablement of new OpenTelemetry ingestion API from CloudPlatform-noreply@google.com on 2026-04-28T07:42:28.000Z Hello OClaw, We’re writing to let you know that Cloud Observability has launched a new OpenTelemetry (OTel) ingestion API[1] that supports native OpenTelemetry Protocol (OTLP) logs, trace spans, and metrics. Starting March 4, 2026, this API will be added as a dependency for the current Cloud Logging, Cloud Trace, and Cloud Monitoring ingestion APIs. This chan

[Product Update] Automatic enablement of new OpenTelemetry ingestion API

Score 0.581 · Account tjphuhs@gmail.com · 2/5/2026, 1:58:13 PM

[Product Update] Automatic enablement of new OpenTelemetry ingestion API from CloudPlatform-noreply@google.com on 2026-02-05T18:58:13.000Z Hello TJ, We’re writing to let you know that Cloud Observability has launched a new OpenTelemetry (OTel) ingestion API[1] that supports native OpenTelemetry Protocol (OTLP) logs, trace spans, and metrics. Starting March 4, 2026, this API will be added as a dependency for the current Cloud Logging, Cloud Trace, and Cloud Monitoring ingestion APIs. This change

New Project: Achilles - Evaluate 2 AI Responses That Sometimes Generate Images! (7-axis rating template, ID: Z-70649)

Score 0.580 · Account tjphuhs@gmail.com · 2/2/2026, 6:48:08 PM

New Project: Achilles - Evaluate 2 AI Responses That Sometimes Generate Images! (7-axis rating template, ID: Z-70649) from noreply@mail.dataannotation.tech on 2026-02-02T23:48:08.000Z New Project Available! DataAnnotation New Project A new project is available: Achilles - Evaluate 2 AI Responses That Sometimes Generate Images! (7-axis rating template, ID: Z-70649) <https://app.dataannotation.tech/workers/tasks?project_id=2647f12e-ec9c-486a-bcac-cc36160c6147> (20 tasks available). Click the link

New in Research API: source control & structured output

Score 0.579 · Account tjphuhs@gmail.com · 4/28/2026, 3:57:02 PM

New in Research API: source control & structured output from developer@mail.you.com on 2026-04-28T19:57:02.000Z Control where results come from and get structured JSON back. Now available in the Research API. We just shipped new capabilities in the Research API that give you more control over how answers are generated and how you use them downstream. *************************************************** Introducing: Source control & structured output ***********************************************

Database Selection in AI-Powered Software Engineering

Score 0.579 · Account tjphuhs@gmail.com · 5/11/2026, 2:00:11 PM

Database Selection in AI-Powered Software Engineering from techscoop@substack.com on 2026-05-11T18:00:11.000Z and secured. When developers choose a database that aligns with the application’s requirements, the system becomes more responsive, scalable, and maintainable. However, using the wrong database can create severe limitations that are difficult and expensive to fix later. For example, an AI-powered fraud detection platform requires strict consistency and real-time analytics to identify sus

OpenAI Dev News: Realtime 2.0, Codex for Chrome, and beyond

Score 0.575 · Account tjphuhs@gmail.com · 5/11/2026, 6:48:00 PM

OpenAI Dev News: Realtime 2.0, Codex for Chrome, and beyond from noreply@email.openai.com on 2026-05-11T22:48:00.000Z Lots of new launches and one date for you to save ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ‍͏ ͏ ͏‌ ­ ­ ­ ­ ͏‌ ­ ­ ­ ­ ͏‌ ­ ­ ­ ­ ͏‌ ­ ­ ­ ­ ͏‌ ­ ­ ­ ­ ͏‌ ­ ­ ­ ­ ͏‌ ­ ­ ­ ­ ͏‌ ­ ­ ­ ­ ͏‌ ­ ­ ­ ­ ͏‌ ­ ­ ­ ­ ͏‌ ­ ­ ­ ­ ͏‌ ­ ­ ­ ­ ͏‌ ­

Your sample has arrived at the rythm lab

Score 0.574 · Account tjphuhs@gmail.com · 2/12/2026, 9:57:50 AM

Your sample has arrived at the rythm lab from hello@rythmhealth.com on 2026-02-12T14:57:50.000Z Hey Timothy, Get excited—your sample is processing at the Rythm lab. Results should be ready within 72 hours. You will receive a message once your results are available. Stay healthy.

Introducing the Finance Research API, Ranked #1 in Accuracy

Score 0.574 · Account tjphuhs@gmail.com · 5/14/2026, 2:53:15 PM

Introducing the Finance Research API, Ranked #1 in Accuracy from developer@mail.you.com on 2026-05-14T18:53:15.000Z ******************************************************** Introducing: Finance Research API, Ranked #1 in Accuracy ******************************************************** Today, we launched the Finance Research API — a deep search API designed for financial research and agent workflows. The Finance Research API scored 87.29% on FinSearchComp T2 ( https://clicks.you.com/f/a/lmFmAcFN

Database Selection in AI-Powered Software Engineering

Score 0.573 · Account tjphuhs@gmail.com · 5/11/2026, 2:00:11 PM

Database Selection in AI-Powered Software Engineering from techscoop@substack.com on 2026-05-11T18:00:11.000Z View this post on the web at https://techscoop.substack.com/p/database-selection-in-ai-powered The AI notepad for people in back-to-back meetings [ https://substack.com/redirect/42383ee8-8e2c-415e-a45c-175c2e1d32d4?j=eyJ1IjoiNGl3b2U2In0.sVDxRtmZ85v8kfdamY0krRXGMy3p768BWtuZifRB-Zs ] Most AI note-takers just transcribe what was said and send you a summary after the call. Granola is an AI n

High Performance Rate Limiting at Databricks

Score 0.570 · Account tjphuhs@gmail.com · 5/13/2026, 11:30:35 AM

High Performance Rate Limiting at Databricks from bytebytego@substack.com on 2026-05-13T15:30:35.000Z View this post on the web at https://blog.bytebytego.com/p/high-performance-rate-limiting-at ScyllaDB Founders Share What Real-Time AI Requires from the Database (Sponsored) [ https://substack.com/redirect/cc973a24-c008-4be2-a06b-86d5eca83aba?j=eyJ1IjoiNGl3b2U2In0.sVDxRtmZ85v8kfdamY0krRXGMy3p768BWtuZifRB-Zs ] AI is pushing databases to their limits; learn what it takes to stay ahead AI workloads