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AI makes it incredibly easy to generate documentation, meeting summaries, reports, and pretty much any kind of written content.

But does that mean organizations are actually getting better at managing their knowledge?

Think about how much documentation already gets forgotten in company wikis. Outdated instructions, duplicated pages, decisions nobody remembers making, and information that's technically available but almost impossible to find.

Now imagine AI generating even more of it.

Yeah, before you ask yourself, What the heck is this thing? = no, we re actually serious.

In the spirit of giving back to the community, we created a game that s fun (according to some very specific people) and can actually earn you some inference tokens in return.

When a customer hits cancel, most workflows park at an approval step. The question nobody asks: has anything already been cancelled by then?

We ran a rehearsal on our synthetic Acme demo, wiring FetchSandbox (fetchsandbox.com/mcp) across Stripe, Zendesk, Square, and Slack twins. Three boundaries we actually checked: nothing fires while parked at approval, rejected approval leaves the subscription unchanged, and the workflow survives an app restart while parked then cancels exactly once after approval. 27/27 passed on October 18.

Scope caveat: synthetic provider twins, not live traffic. But that's the point, catching a premature cancellation in rehearsal is cheaper than finding it after a real customer emails you.

AI-assisted code moves fast enough that these intermediate states are genuinely easy to miss. You end up testing the happy path and calling it done.

As digital environments become increasingly cluttered, the need for a robust enterprise ad blocker has never been greater.

Whether you are managing a corporate network, or even a school district, deploying a secure ad filtering solution is no longer just about convenience it is a critical component of your cybersecurity strategy.

With three monitors, a common complaint is that the middle one stays put while the left and right ones trade places after every wake. Usually the outer two are the same model, macOS can't tell them apart by serial, and they reconnect in a different order each time. The write-up has two Terminal commands to see each monitor's serial and port, and the fixes that work without an app.
https://manydisplays.com/three-m...
If you run three screens, I'd like to hear which ones and how yours behave after sleep.

New in 0.3.27: a Library. Hira asked here if she could read her sub-agents' work the next morning, after the session was gone. Now every report a sub-agent hands back is kept until you delete the project folder. Click the books at the top of the panel, pick a project, then a book. A book is one Claude Code session and opens as a PDF, one chapter per report. I wanted it to read like a book, not a pile of .md files, so each chapter starts with a few plain lines anyone can read, even if you don't code.

Add a dedicated, always-visible FAQ section to your existing HTML landing page without rebuilding the layout.

With HtmlDrag's AI Refinement, select an existing container, prompt the AI to insert a focused Q&A block from verified service facts, and keep surrounding sections completely untouched. Finish with direct visual editing to fine-tune labels, check desktop and mobile responsiveness, and export clean HTML.

My birthday is Nov 5, so here's a gift for creators:

Until Nov 5, earn 41% on every web payment from customers you bring to Sponkly, real-time voice translation for calls and meetings.

In the last two weeks, India got two very different security wake-up calls.

First, SBI confirmed that customer records showed up on the dark web. The bank says core systems and funds are safe, and that may well be true. But the people in that data still have their names, numbers and loan details floating around somewhere they never agreed to.

Then PHP had two critical flaws that let attackers run code on a server without even logging in. Fixes went out fast, and cert-in put out an advisory, but a huge part of the web runs on PHP and not everyone patches the day a fix drops.

I'm curious how people use Enclave day to day:

• Music and Now Playing

• Calendar and meetings

• Clipboard and file shelf

• Watching AI agents (Claude Code, Codex)

• Something else?

Tell me what you'd like to see next, and any bugs or rough edges you've hit. I read everything and reply to every comment.

My old way of building with AI stopped working.

My Claude and Codex limits were gone in 2-3 days. Codex kept forgetting what the other sessions had done. For three weeks I couldn't ship one feature, and I kept forwarding messages between the two AIs by hand, like a courier.

In the end I set up a harness: one shared space where every AI session, in any tool and on any computer, starts by knowing what we decided, what we tried and what's next. Within two days the stuck feature finally worked. Now my limits last the whole week.

I wanted to share this experience and discuss it here on PH. But the full story was too long for one post, so I put the detailed breakdown of how I build @Tobira.ai (a network where AI agents represent people and companies and talk to each other) and how the harness took our product development to the next level on my Substack: https://founderbrain.substack.co...
I'd love to have the discussion here on PH.
So here are the rules that mattered most:

One theme came up again and again in today's comments: when should a chatbot stop and hand over to a person?

Some people let the bot handle everything and only collect an email when it's stuck. Others hand over the moment money, complaints or anything emotional comes up. Some route straight to Slack so a human can step in within seconds.

We're designing live takeover for N8N Chat UI now, so I'd love to hear how you handle it:

1. What should always go to a human?

2. Should the visitor be told when a person takes over?

3. Out of hours: bot only, or "leave a message"?

Thank you to everyone who upvoted, tried Enclave, and sent feedback on launch day. 75 upvotes and 46 followers is more than I hoped for.

Here's where things stand:

• Now: Enclave turns your MacBook's notch into a live dashboard (music, calendar, to-dos, file shelf, clipboard, downloads), plus agent status for Claude Code, Codex and more. The latest release is 1.0.5, which adds Remove from Dock.

• Next: I'm working on what you ask for most.

I'd like your input. What's the one thing you'd want Enclave's notch to do that it doesn't yet? Reply here and I'll read every one.

We launched Hotly here last week, and thank you to everyone who supported it. It's a paid inbox: people pay to send you a note, and you reply when it suits you.

Now I'd love your eyes on the page people see right before starting a trial: https://hotly.com/pricing?utm_so...

A customer offers to pay for a feature. The money would help, but the feature only fits their workflow.

Saying yes could fund the next few months. It could also leave you maintaining a second product inside the first one.

For me it's when it forgets everything I told it 10 minutes ago...

I explain the repo.

It says "got it".

Then it rewrites the same file twice hehe

With the recent launch of the AISA Score - The AI Fluency Assessment marking 9 months since our first launch, we now work with many enterprises and have over 3,300 individual assessments completed. One thing is very clear to me now.
AI fluency is really the new currency both to find and keep a job, but also to solo-build or optimise the personal life. We are passed the point of discussion AI IS GOOD / AI IS BAD. It just is a new technology.
Now it's up to individuals to use it in good taste, bad taste, with skill or bluntly. Bad AI judgement leads to AI slop, good judgement and skillful usage, with high fluency of the AI ecosystem leads to sci-fi like results.
This is especially becomming apparent in the enterprises we work with. There are whole teams where the score range is 14-92. Imagine that, in one meeting room there are two people who have each an AISA Score of 14 and 92 out of a 100, and they are trying to make decisions together.
The other clear theme that's emerging to me is that if 2026 was the year of AI training become "a thing", 2027 onwards will be a period marked by generic AI training not being enough and each team and function needing training tailored to their gap areas (this is what we are positioning to serve).
What are your thoughts?

Dani here We're about halfway through launch day and the questions have been great. A few keep coming up, so here are the answers in one place for anyone just arriving.

"If someone copies my Managed widget onto their site, does it use my credits?"
No. The widget checks which site it's on before it loads. If that site isn't on your allowed list, it doesn't appear at all, so there are no messages and no credits used.

"Does it keep the conversation if a visitor comes back?"
Yes. History is saved in the visitor's browser, so it survives reloads and return visits on the same device. If you'd rather start fresh each time, there's a setting for that.

"Can it know who the logged-in user is?"
Yes. Pass the user's details as metadata and your n8n workflow gets them with every message.

We launched here last Monday. One number from our prep keeps coming up in conversations, so a question.

We ran every stable version of 14 of the top 30 npm MCP servers from March to September in a throwaway environment, tools/list only. 86 version-to-version transitions. 40 of them changed what the tools do or accept, 47%. The largest category was not added tools. It was rewritten parameter descriptions, 92 of them. The agent reads that text and acts on it. The person approved the server once and never reads it again.

mcpgawk sits on that gap: baseline at approval, refuse the call when the surface changes until a human looks. https://mcp.gawk.dev/ph if you want to try it.

So: when you add an MCP server to Claude Code, Cursor or Codex, what do you do at its next version? Pin it, re-read the tools, or trust the update?

We're Dani and Ross, the owners of N8N Chat UI, and we launched on Product Hunt today.

One thing we're curious about from people building with n8n: what makes a chat widget useful on a site, beyond sitting in the corner waiting to be clicked?

The widget has a small JavaScript API, so you can start a chat from almost anything.

Hey everyone! Ramiro here, CEO of Rambox.

One of the newest things in Rambox v3 is MCP support (Settings Remote Control). It lets AI assistants like Claude talk directly to Rambox and the apps you have open in it.

Hey Product Hunt!

I've been shipping updates to Palomino, our Rust-built workspace for running agents in parallel. Here's what's new:

• Search across your entire workspace.

• Pop chats and terminals out into their own windows.

• Keep track of agents, commands and goals in the new activity panel.

• Faster diffs, redesigned tool calls and a refreshed approvals UI.

• Mark up and draw on images directly in Palomino.

• Vercel's FX harness, plus a new theme and syntax highlighting.

Try it at https://trypalomino.com

I am delighted to let you know that the next official release of the Mantra Meditation Timer is now available for download from the Apple App Store. 

This release introduces the following updates.

Was at the Indie Hackers x Cognition meetup in Dubai last night. @marclou showed the list of boring stuff every SaaS has to build.

Right next to Stripe and auth: Emails: DNS records, avoid spam.

It stuck with me becuase it's exactly the pattern. you set SPF, DKIM and DMARC once at launch, then never look again. Until the welcome email lands in spam and nobody knows why.

Just sharing an article we wrote. Building heal we collected a lot of insights on how to make coding agents verify their work at different layers, and what setup was needed to get there.

We have a few articles coming up, here's the first one:

https://www.heal.dev/verificatio...