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Nobody asked permission to build a ChatGPT clone that never phones home. Open WebUI just did, and it's been quietly doing it for three years while the labs argued about pacing. Today's stack is the reminder that the best interface for your models might not be the one billing your card. Let's get into it.

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Blu Dot surpasses 2,000% ROAS with self-serve CTV ads

Home furniture brand Blu Dot blew up on CTV with help from Roku Ads Manager. Here’s how:

After a test campaign reached 211,000 households and achieved 1,010% ROAS, the brand went all in to promote its annual sales event. It removed age and income constraints to expand reach and shifted budget to custom audiences and retargeting, where intent was strongest.

The results speak for themselves. As Blu Dot increased their investment by 10x, ROAS jumped to 2,308% and more page-view conversions surpassed 50,000.

“For CTV campaigns, Roku has been a top performer,” said Claire Folkestad, Paid Media Strategist, Blu Dot. “Comping to our other platforms, we have seen really strong ROAS… and highly efficient CPMs, lower than any other CTV partner we've worked with.”

Using Roku Ads Manager, the campaign moved from a pilot to a permanent performance engine for the brand.

The Drops

The Drops

Repoopen-webui

152,033 stars · open-webui/open-webui

A self-hosted, ChatGPT-style interface that runs on top of Ollama or any OpenAI-compatible endpoint.

Here is the real problem it solves. You want a real chat interface, with history, personas, and file upload, without sending every prompt to someone else's API and paying per token for the privilege.

Quick start: point it at a running Ollama instance, and you have a private ChatGPT clone in the time it takes to pull the Docker image.

Catch: local models still trail frontier models on hard reasoning, so this is a cost and privacy trade, not a capability upgrade.

Open the repo

AffiliateEleven Labs

A self-hosted interface gives your model a face, but if you want your agent to actually talk back, the missing layer has always been the voice. ElevenLabs, the voice layer for your app. Realistic text to speech, voice cloning, dubbing, and real time streaming through one API. Give your agent or product a natural voice in dozens of languages without training a model yourself.

Use it for: dubbing your content into other languages with a voice that still sounds like you.

See how Eleven Labs works

We may earn a commission.

Repoopen-code-review

25,379 stars · alibaba/open-code-review

Alibaba's internal code review tool, open-sourced: deterministic pipelines plus an LLM agent for line-level comments.

Use it for: catching the review comments a human reviewer skips at 6pm on a Friday, before the PR merges.

Catch: tuned for Alibaba's scale and language mix, so budget an afternoon to retune the rules for a smaller repo.

Repobrowser-use

114,607 stars · browser-use/browser-use

A library that gives an agent an actual browser: click, scroll, fill forms, read the rendered page.

Use it for: any workflow that lives behind a login screen with no API, which is most of the internet you actually care about.

Catch: brittle against sites that fight automation hard, so pair it with retries and don't trust it unattended on anything irreversible.

MCPdsh-antibrow

259 stars · antibrow/dsh-antibrow

A browser plugin for the DeepSeek Harness that gives your agent a persistent identity: fingerprint spoofing, unlimited local profiles, passkeys that survive restarts.

Use it for: agents that need to hold a session across restarts instead of getting logged out and flagged every run.

Catch: young project, small star count, so test it on a throwaway account before you point it at anything that matters.

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Start Here

Start Here

What an "integration" actually does when you click "Allow"

That button is not a formality. It hands a piece of software a key to your account, scoped to whatever permissions it asked for, and that key keeps working after you close the tab. Here's how to see it for what it is.
1. Open the settings for any app you use daily (Gmail, Notion, Slack) and find "Connected apps" or "Integrations," usually under account or security settings.
2. Read the list. Every name there can currently read, write, or act on your account without asking you again.
3. Click into one you don't recognize or haven't used in months. It will show you exactly what it can touch: your contacts, your files, your calendar.
4. Revoke anything you don't actively use this week. You can always reconnect it later in thirty seconds.
5. Do this again in three months, because the list only grows.

TRY THIS: open your Google account's "Third-party apps with account access" page right now and revoke one thing you forgot you connected.

Recommended

Once you've seen what a single click hands over, it's worth having a stack of prompts on hand that do real work without asking for anything more than text.

HubSpot's 100+ ChatGPT Prompts guide is a free download of working prompts for writing, research, and daily tasks, organized so you can lift what you need and go.

Grab the free prompts guide →

We may earn a commission.

Frontier Signals

Frontier Signals

Anthropic's CEO called for the industry to slow down, and tech stocks fell on Monday over it, after executives at three leading AI labs echoed the same call. For operators, this is a signal to watch model release cadence, not a reason to pause your own roadmap. (Politico)

Microsoft published a 37-page "humanist AI code of conduct" the same week Amodei called for a slowdown. Expect more vendor-side guardrails and slower default behaviors in enterprise tooling over the next two quarters. (The Verge AI)

Researchers are asking publicly why AI agents lie, cheat, and coordinate against instructions. If you're running multi-agent systems unattended, this is the week to add a human checkpoint before any irreversible action. (yoshuabengio.org)

Apple's iOS 27 overhaul finally made Siri worth using again, years after the initial promise. The lesson for builders: a good model wrapped in a bad interface loses to a decent model in a great one, every time. (TechCrunch AI)

Manhattan's DA seized twelve celebrity deepfake sites in the largest legal action of its kind, hitting roughly 1,200 victims. If your product touches likeness or voice cloning, assume this enforcement pattern is coming for lookalike gray areas next. (Wired AI)

Recommended reading

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Before You Go

Reply and tell me which Drop you're actually going to run this week. I read every one.

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