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Wellfunded

Productivity

Eval Harnesses Catch What Qualitative Review Misses

Aug 17, 2026

Eval Harnesses Catch What Qualitative Review Misses

Enterprise AI tools routinely pass internal review by sounding right — and fail in production by being wrong. Enterprise architect Arun Mishra details how building a structured eval harness against labeled ground truth exposed a pattern qualitative review could never catch: models are most confident precisely when they're most wrong.

AI

Enterprise AI

Developer Tools

Computer-Use Agents Hit 85% on Benchmarks — Now What?

Aug 10, 2026

Computer-Use Agents Hit 85% on Benchmarks — Now What?

Computer-use agents have surged from 42% benchmark performance in early 2025 to 85% today — clearing the 72% human baseline on OSWorld. But the real story isn't the score: the model is no longer the bottleneck, and the teams winning in production are the ones who figured out verification, escalation, and error recovery before the capability curve caught up with them.

AI Agents

Productivity

Enterprise AI

Wispr Flow's New Terms Hint at an AI Meeting Notetaker

Aug 4, 2026

Wispr Flow's New Terms Hint at an AI Meeting Notetaker

Wispr Flow, best known for its AI-powered voice dictation tool, appears to be expanding into meeting intelligence. Updated terms of service reveal plans for a notetaker that automatically generates summaries and action items — putting it on a collision course with established players like Otter.ai and Notion AI.

AI

Productivity

Startups

OpenAI's Nick Baumann on ChatGPT Codex, Voice, Sites

Aug 4, 2026

OpenAI's Nick Baumann on ChatGPT Codex, Voice, Sites

Nick Baumann from OpenAI walked through his personal AI stack live — parallel task execution via Codex, always-on Heartbeat agents, overnight video editing, and publishing a full site in minutes with ChatGPT Sites. The workflows on display aren't theoretical; they're already cutting hours from his actual workday.

AI

ChatGPT

Productivity

Microsoft's Copilot 'Super App' Is Coming This Year

Jul 30, 2026

Microsoft's Copilot 'Super App' Is Coming This Year

Satya Nadella confirmed on Microsoft's latest earnings call that Copilot is evolving into a unified 'super app' combining chat, coding, and agentic capabilities. The app will target both consumers and enterprise users and is set to launch in 2025.

AI

Microsoft

Enterprise AI

Ex-Perplexity Engineer Launches Polar, an AI Browser

Jul 30, 2026

Ex-Perplexity Engineer Launches Polar, an AI Browser

A former Perplexity employee who worked on the Comet browser has spun out to build Polar, an AI-native browser targeting knowledge workers. The startup has raised a $5.7 million seed round led by Madrona.

AI

Startups

Browsers

Granola Brings AI Meeting Notes to Your Apple Watch

Jul 29, 2026

Granola Brings AI Meeting Notes to Your Apple Watch

Granola, the AI-powered meeting notes app, has launched an Apple Watch companion app designed for in-person meetings where pulling out a laptop feels awkward. The wrist-based interface lets users capture and review notes without breaking the flow of face-to-face conversation.

AI

Productivity

Startups

Perplexity Brings Personal Computer AI Agent to Windows

Jul 29, 2026

Perplexity Brings Personal Computer AI Agent to Windows

Perplexity has expanded its agentic Personal Computer tool to Windows, turning the world's most popular OS into a locally run AI system. The tool acts as a 'general-purpose digital worker,' accessing local files and apps to perform tasks on your behalf. It follows the Mac launch in April and Microsoft 365 integrations in May.

AI

Productivity

Startups

Meta AI Gets Calendar Access, Deep Research, Briefings

Jul 24, 2026

Meta AI Gets Calendar Access, Deep Research, Briefings

Meta is upgrading its AI chatbot with calendar integration, guided deep research, and daily briefings — positioning it as a direct rival to ChatGPT, Gemini, and Claude. The update is powered by Meta's new Llama Spark 1.1 model and signals the company's broader push toward what Zuckerberg calls 'personal superintelligence.'

AI

Meta

Productivity

Scape Raises $3.2M to Build an AI-Native Email Inbox

Jul 24, 2026

Scape Raises $3.2M to Build an AI-Native Email Inbox

Y Combinator-backed Scape has emerged from stealth with $3.2M to replace the 25-year-old email interface with an AI inbox that drafts responses, manages attachments, and surfaces only what needs your attention. Founded by two 23-year-old Swedes, the Stockholm startup counts General Catalyst, FundersClub, and angels from OpenAI, Google, and Spotify among its backers.

AI

Startups

Productivity

Jack Dorsey Launches Buzz, a Chat App for Humans, AI

Jul 22, 2026

Jack Dorsey Launches Buzz, a Chat App for Humans, AI

Jack Dorsey is entering the workplace communication space with Buzz, a group chat platform designed to put human teammates and AI agents in the same conversations. The move puts Dorsey in direct competition with Slack and Microsoft Teams at a moment when AI-native tooling is reshaping how teams collaborate. Here's what we know and why it matters.

AI

Startups

Enterprise AI

Morning Brew's Founder Built a Claude-Powered Machine

Jul 20, 2026

Morning Brew's Founder Built a Claude-Powered Machine

Alex Lieberman, co-founder of Morning Brew, has rebuilt his entire content workflow around Claude — using a six-step AI system that eliminates blank-page paralysis while preserving his authentic voice. Here's how the system works, and what founders can steal from it.

AI

Content Marketing

Startups

The Zoom Hack That Tells the Room: 'Don't Record Me'

Jul 18, 2026

The Zoom Hack That Tells the Room: 'Don't Record Me'

A growing counter-movement to AI meeting recorders is emerging, with users finding creative ways to signal they don't want to be transcribed. It raises a sharper question: if every conversation is captured and summarized, is anyone actually reading it?

AI

Productivity

Startups

From Chatbots to 'Digital Teammates' in the Enterprise

Jul 17, 2026

From Chatbots to 'Digital Teammates' in the Enterprise

AI is evolving beyond individual productivity tools into shared, collaborative systems that span entire organizations. Dust CEO Gabriel Hubert explains what 'multiplayer AI' looks like in practice — and what it takes to govern it safely.

AI

Enterprise AI

Future of Work

Google Vids Adds AI Avatars and Gemini Video Generation

Jul 17, 2026

Google Vids Adds AI Avatars and Gemini Video Generation

Google is expanding its Vids platform with AI avatars that let users star in their own videos as a digital version of themselves. The update also brings Gemini Omni-powered tools for generating and editing video from text prompts and reference images.

AI

Google

Generative AI

GPT-5.6 Is Here: Three Models, Ultra Mode, Merged Codex

Jul 14, 2026

GPT-5.6 Is Here: Three Models, Ultra Mode, Merged Codex

OpenAI has shipped GPT-5.6 to all users, introducing a three-model lineup — Luna, Terra, and Sol — with up to six thinking levels each and a new Ultra mode powered by subagents. The Codex and ChatGPT macOS apps have merged, and a new ChatGPT Sites plugin lets you build and host web pages directly from the chat interface.

AI

OpenAI

Developer Tools

Superhuman's Auto-Draft Is Its Most Convincing AI Yet

Jul 14, 2026

Superhuman's Auto-Draft Is Its Most Convincing AI Yet

Superhuman's new Auto-Drafts feature generates email replies that require little to no editing, marking a notable leap in AI-assisted communication. We tested it — here's what actually works, what doesn't, and what it means for productivity-focused teams.

AI

Productivity

Startups

Anthropic Brings Claude Cowork Agent to Mobile

Jul 7, 2026

Anthropic Brings Claude Cowork Agent to Mobile

Anthropic's Claude Cowork agent no longer needs an active desktop session to run tasks. The AI agent is now accessible via smartphone and browser, joining a growing wave of always-on, mobile-first AI agents from OpenAI and Google.

Anthropic

Claude

AI Agents

Gemini Spark Lands on Mac With Real-Time Tracking

Jul 1, 2026

Gemini Spark Lands on Mac With Real-Time Tracking

Google's always-on agentic assistant, Gemini Spark, is now available on Mac. The release brings real-time task tracking and broader app compatibility to Google's most autonomous AI product yet.

Google

Gemini

Agentic AI

The Software Factory Illusion: More AI Bugs, Not Code

Jul 1, 2026

The Software Factory Illusion: More AI Bugs, Not Code

AI has made it easier than ever to generate code at scale — but data shows incidents and bugs are rising sharply alongside productivity metrics. Building a real software factory takes more than speed; it demands platforms, traceability, and quality control baked into every step.

AI

Software Development

Engineering