PH热榜 | 2026-01-06

Hey PH Family! 👋

I’m Ben, and Canary started almost by accident.

After a small exit, I decided to do some content creation ( reached 800k+ followers mostly because of my French accent 🫠)

Six months ago, I posted a simple video of me singing in French with English translations. Nothing fancy, just lyrics and subtitles. The response was incredible. Engagement was super high.

I launched a separate page dedicated to this idea, and it grew to 100k followers in just 5 months.
That’s when I realized people love learning languages through the songs they already love.

That’s why I am building Canary.

With this beta version you can:

🐥 Pick a song and see real-time translations
🐥 Save words to your personal vocabulary list
🐥 Sing karaoke to practice pronunciation
🐥 Take quizzes on songs
🐥 Connect with others who are learning the same way

It’s still in the early MVP stages, but I would love to get your input on it.

And of course, any feedback or ideas for cool features you’d want to see would be incredibly valuable! 🙏

This is such a fun way to learn! Textbooks are boring, but lyrics stick. My biggest question with music apps is always licensing. Does Canary integrate with my existing Spotify/Apple Music account to play the tracks, or do you handle the licensing directly within the app?

Hey Ben, I was once "warned" that we should be very careful to learn languages from songs (because lyrics can have a different/wrong sentence structure etc.) – how do you prevent this? :)

Canary frontend developer here 👋🏻

I’ll be honest - when I first joined the team as a developer, I didn’t fully understand this product. I was there to do the work.

Over time, though, it grew on me. My wife immediately connected with the idea though, saying how she could easily learn anything through music - and that’s when it clicked for me too.

I’ve always wanted to learn Spanish, and through Canary I’ve already picked up real words and phrases just by engaging with songs I actually enjoy.

That being said, I think Canary makes language learning fit into something people already do every day: listening to music.

I'm excited to see how Canary evolves

Music was how I picked up half my Spanish (shoutout to old Shakira). Real-time lyrics + quizzes sounds fun. Curious how you handle song rights and accents in karaoke? I’ll give the beta a spin tonight. Could be great for my rusty French.

The karaoke feature is a genius hook. Singing forces you to mimic the native cadence. 🎤 Regarding the pronunciation practice: does the app just play the lyrics, or is there an AI scoring layer that listens to my voice and tells me if my accent is off?

Very cool @bengue_z . I am hoping to become fluent in Spanish this year and also play guitar and love music, so this seems like a great and super fun way to learn. I am going to sign up today. Will let you know my thoughts! =).

Love the concept! Singing has really helped my English and Cantonese, but I found traditional French learning a bit too serious. This cute app is exactly what I needed!

Just gave it a try—French songs are tough (I'm still stuck on 'Hélène' haha 🤣), but the karaoke mode with subtitles is super fun. Can't wait to master a song and record a video!

One small piece of feedback: The pronunciation for individual words doesn't sound fully native yet. I noticed this specifically with 'rêve' and 'histoire'. Hope this helps!

Do you also offer some sort of gamification in the process of learning!

That's a really great idea @bengue_z. I always thought learning another language the traditional way with textbooks was so boring. I honestly learned english through music + watching tv series with subtitles. I was wondering what is your source for the tunes? Is it pulling it from something like a Spotify API or others? Congrats on the product!

Most language apps assume motivation comes from streaks or goals, but music already carries context, repetition, and feeling, which is usually how phrases actually stick in real life.

Great product team!

Sounds super cool and unique! I need to learn German this year, so bookmarking this one for sure =)

I like that this didn’t start as a startup idea, but as something people genuinely enjoyed. Those usually turn into the best products.

can you import any song from YouTube or is there a limited selection? Also, will the app eventually give feedback on grammar in addition to pronunciation?

Love the concept. Using the 'earworm' effect for language retention is a brilliant niche. Do you use AI to categorize the lyrics by difficulty levels (A1-C2), or is the content manually curated?

Hey Product Hunt! 👋 Matt here, CEO and co-founder of Instruct!

Not long ago, we launched Instruct with a simple goal: to connect AI to the real work you do every day. The response was incredible, but your feedback highlighted a friction point we were desperate to fix.

If you’ve used tools like n8n or Make, you know the struggle. You have to think in "nodes," "webhooks," and "logic loops"—building a complex flowchart abstractly before you ever see it run. It feels more like systems engineering than automation.

Today, we are launching Instruct 2.5 and we’ve killed that loop.

With last week’s news of Meta acquiring Manus, the industry is finally waking up to the power of autonomous agents. It confirms what we've believed from day one: the future isn't manual workflow building, it's execution.

With Instruct 2.5, we are closing the gap between explaining what you want and watching it actually happen. Here is how the paradigm has shifted:

1. Execution First, Automation Second ⚡
Instead of dragging nodes around a canvas blindly, you start by giving Instruct a one-off task. You watch the agent execute it live across your connected apps (Salesforce, Slack, Gmail, etc.). You see exactly what it’s doing, step-by-step.

2. Iterate Live 🛠️
If the agent hits a snag or needs clarification, you solve it together in real-time. You don't have to restart the process; you just guide it. You can even upload files: spreadsheets, PDFs, docs, etc., for the agent to use immediately.

3. "Save as Workflow" 💾
Once the agent executes the task perfectly, you can turn that session into a reusable workflow with a single message. You aren't guessing if the automation will work—you know it works because you just watched it happen!

Fluent in every workflow

We designed Instruct to adapt to the logic of your specific team. You can ask it to:

Recruiting: "Review the latest applicants in our ATS. Flag anyone with 4+ years of Python experience and add them to the 'Shortlist'."

Sales: "Check HubSpot for stale leads. Research their recent company news on the web and draft a personalized follow-up."

Ops: "Find invoice PDFs in Gmail from this month. Extract the totals to my Expenses sheet and save to Drive."

We’ll be hanging out in the comments all day to answer your questions. 🚀

— Matt & the Instruct Team

Hey Product hunt! I'm Alfie, CTO and co-founder of Instruct. We're incredibly excited to share how we've interlaced Instruct's ability to complete both one-off tasks, and comprehensive, repeatable workflows - please give the platform a go at https://instruct.ai and let us know what you think!

We're back, Product Hunt! After our last launch, you told us what you wanted, and we listened. Today we're shipping a completely rebuilt Instruct that takes you from idea to working automation in a fraction of the time.

We can't wait to see what you build.

Hey Product Hunt 👋 Super excited to share new version today. This version is a big step up. It is faster, more powerful, and feels way smoother to use. You can watch the agent work live, guide it in the moment, and save the result as a workflow. Would love to hear what you build with it.

Hi Product Hunt!! ✌️

Instruct 2.5 is here and with it brings a brand new experience, all powered by your feedback (thanks to a successful launch back in October).

We've focused on making it easier to jump straight in with Tasks, describe what you want to achieve and Instruct executes it immediately, using your existing tool stack to get the job done. Iterate back and forth in a chat interface before eventually graduating each task to workflows, automations that run in the background so you can get back to the things that really deserve your attention.

We're so thrilled to be sharing this significant upgrade to Instruct, jump in at https://instruct.ai and let us know how you get on. 🫡

I have tried google app script and google workspace studio for bit of automation in my work. but your tool made automation as easy as chatting with llm.

I’ve tried quite a few AI workflow tools, and honestly, Instruct is the only one I found clear and easy for anyone to use. It actually delivers what most tools promise, without needing a full-onboarding course just to build a simple workflow. Great work, guys!

Been burned by "no-code agents" before, but watching it click around Slack/Gmail live is kinda wild. Love the chat-to-fix loop - feels closer to how I work. If it can handle my messy Salesforce perms and save that run as a workflow, I'm in for a spin.

I’ve always struggled with node-based tools, and this feels closer to how I actually think.

Have been following your product roadmap - just curious what are the most frequent user scenarios with Instruct 2.5? Also it will be great to meet the team to discuss more in person in London!

When I first wired up a bunch of integrations in ChatGPT's Agent mode and managed to pull off something pretty impressive, I remember thinking: "I really wish I could run this repeatedly," and also, "The number of Agent-mode runs is pretty limited."

That exact feeling is part of why we built Giselle, and I think Instruct is offering a straightforward, solid solution to a pain point a lot of people share.

Execution First, Automation Second

This really resonates with me. We've taken a similar approach—start by executing with pre-built apps first, then customize afterward (with a no-code editing environment). So reading this definitely struck a chord.

Products like this are genuinely needed. Rooting for you all—excited to see where Instruct goes!

Hey PH 👋

I’m Dongjin, co-founder of 2-b.ai. I love using structured tools like Todoist, and I love the intelligence of ChatGPT. But keeping them separate was killing my flow. I’d copy a task from Slack, paste it into my to-do list, and then open ChatGPT to ask for help drafting a reply. I wanted a tool where these two worlds collide.

So we built 2-b.ai.

It’s a browser-native layer that captures context like a highlighter and executes work like an AI agent.

The idea is simple:
Context-First: Highlight text on any page to create a task instantly.
AI-Powered: It automatically breaks down the task (Plan) and helps you write or research (Execute).
Basically, it’s Todoist meets ChatGPT inside your browser.

We’re curious to hear your thoughts: Do you prefer keeping your AI and To-Do list separate, or would you use a hybrid like this? Thanks for the support! 🚀

Hello World!

I'm Daehyun Kim, CTO of 2-b.ai. What I love most is building systems for life. Throughout my journey managing work, personal life, interests, and self-development, I've tried countless to-do lists. The insight I gained? To-do lists are the easiest tools to use, yet ironically, the easiest to let fall apart. At some point, you realize there are problems you're no longer tracking.

2-b.ai was created from this exact problem. Starting with the web, where we spend most of our time. That's why we built it to work right in your browser. Gmail, news sites, various AI tools. They all live in your web browser. Simply highlight text you want to focus on or archive, and turn it into a task. Tag your tasks and leverage AI prompting effortlessly. I guarantee your productivity will transform.

Feel free to reach out anytime if you have ideas or questions. If you run into any technical issues, I'll fix them ASAP. Thanks!

Hi, I’m Haley, the COO and co-founder of 2-b.ai.

Our team first met on January 9, 2025, and almost a year later, today, we are finally launching our product.
Launching on Product Hunt has been a meaningful dream of mine ever since I started working in startups, and it feels special to finally check this off my wishlist.

I hope this helps people move on from being nomads of endless to-do lists.
I genuinely want everyone to work with more clarity and feel a little less overwhelmed.

If 2-b.ai can help even a little, that would mean a lot to us.

Wishing everyone a happy and productive 2026🥳
Thank you for being here.

Hey PH 👋 I’m toto, Backend Lead of 2-b.ai

As builders, we live in tabs—docs, Gmail, dashboards, threads. That’s exactly why we made a browser-native task layer. You highlight anything, it becomes a task with context attached, and AI turns it into concrete next steps.

If you run into bugs or have feature ideas, reply here—I’m monitoring and we’ll ship fixes quickly.

@gufidhlk Congratulations. And happy product launch.

The product looks great guys! Actually useful. Also nice presentation. Best of luck with your launch!

Can it lead me throughout my workflow process (and restrict me from the websites that distract me from doing things)? :D e.g. I should write things in the Word and not to browse reels :D

It looks useful, worth trying. Great work🔥

love the simplicity!

Feels like the right mashup. I’m always bouncing Slack -> Todoist -> ChatGPT and losing the thread. Highlight-to-capture is the hook. If it’s light and works in Gmail/Notion, I’m in. Curious how you handle privacy. Adding to my Monday try list.

Huge congrats on the Product Hunt launch! 🚀 Love the vision here - this feels like the kind of tool that actually reduces mental load instead of adding more. Super excited to see how people use it. Wishing you a great launch day! 🙌

Congrats on the launch. Turning highlighted text into actionable tasks feels super natural. Curious to see how AI planning + execution evolves here. Best of luck with the launch!

This is really amazing. Are the lists backed up in the cloud?

I like the idea of context-first tasks. Half the time I forget why I added something to my to-do list.

Congratulations on the launch 🎉 🎉

I really hope this tool gets adopted in the real world as soon as possible.
Since I work in sales, I receive a large number of messages and contacts every day, which makes it hard for me to set clear priorities and often leaves me feeling overwhelmed.
It would be even better if the tool could go a step further—by directly assessing the importance of the tasks I need to handle and organizing them into a clear order of priority.
For people like me who tend to be a bit scatterbrained and constantly juggling things, this could be an incredibly powerful tool.
I’m really excited about its potential and can’t wait for it to be launched.

Hey team, Is the extention available in France?

When I click on downlad I get an error and can't add the extention?

Congrats on the launch! I like that this doesn’t try to replace everything at once, but instead lives directly in the browser where most work already happens. Does 2-b.ai. aim to reduce decision fatigue by auto-structuring tasks, or do users still stay very hands-on with how much the AI plans and executes?

Congrats on the launch! I really like the idea of making tasks context-first instead of manually recreating them in another tool, highlighting straight from the page feels very natural.

look great!!

Wow something more automated with ai, love it. Looking forward to give it a try!

Wohoo! Congrats on the launch @sahilypatel and @fatima_rizwan !
I'd love to try this out and see how it goes! One small question: Does it ensure we don't get banned? Or using it on a mass level can get our account banned?

A Reddit agent can simplify a lot of work for DevRels like me, automating keyword tracking.

I will definitely use this; however, I don't believe to use ALL ai to write my comments/posts. What might be a human-in-loop alternative method to using Okara?

Been yoyo-ing between Llama and Qwen lately. Being able to swap mid-chat without nuking context is sweet. Reddit/X search inside chat = nice touch. Big on the "don’t train on my data". The Reddit agent feels handy too, since it keeps me in the loop, not auto-spam.

congrats!!

This looks extremely useful. I like the fact it keeps the human in the loop, while minimizing the tedious effort. Congrats on the launch!

A few questions I had while onboarding:

1. It's asking me for a website of the product I want to promote, but if I don't have a website yet, can I just enter a description?

and some feedback based on my onboarding experience:

1. It asked me: "Should I proceed with searching for information about your company?" But in the text box, it still said "Enter the website of the product .." which was confusing. Also a "Yes" or "Continue" button would've been a bit easier.

2. I am up to the ninth question, and starting to fade. It might be good to tell me how many questions are part of the interview.

3. I got to the end, and it told me: "Since you're on the Free plan, you'll need to upgrade to the Max or Founding plan to use the Reddit agent". I wish it would have told me that up front so I could have decided whether to invest my time in the onboarding.

4. It's telling me: "The system will now monitor Reddit daily for discussions about voice assistants" but it's a bit contradictory, because above it told me that it won't work without upgrading the plan?

Congrats on the launch! Turning something as messy and timing-sensitive as Reddit engagement into a repeatable system, without breaking community norms, feels genuinely hard and valuable. How does Reddit Agent decide which threads are truly high-intent versus just casual discussion or venting?

Reddit is so hot right now! I built a simple N8N flow that does some of this, but interested to see how a full product can help!

Definitely excited to try this!

My main use case is transcribing YouTube videos to text to save time watching long content.

I haven't yet come across AI agents that can transcribe YouTube videos to text without issues, except for Grok.
It managed to do it once, but couldn't repeat the process with another video.

Can your solution reliably transcribe video to text without problems?

Is this a real launch or is it also fake? 😂

lol this is… too real. Half my feed already posts these charts anyway. Leaning into the bit is kinda genius. I’m here for the leaderboard of the most unhinged “growth.” My impostor brain is terrified. also kinda curious.

What makes FakeMRR land is that it’s clearly satire, but it’s poking at something very real: how screenshots and surface-level signals have become shorthand for “legitimacy. Great idea!

I laughed, then I felt personally attacked 😄 Honestly, this perfectly captures PH energy sometimes.

i didn`t understand if its a joke or not but its great
love the creativity (:

Product of the year (so far)

Hasn't @marclou created something similar?

Congrats on the launch! It’s refreshing to see a product that doesn’t pretend the emperor is wearing clothes, especially in places obsessed with vanity metrics. Do you think humor like this can actually change how people judge products, or is it more about relief through honesty?

https://fake-mrr.com did it before!

Seems like a lot of simpler/cleaner apps - page switchers, memory cleaners, and your notebook have appeared in the PH space recently despite the clutter of ai junk. What might push me (user) to step out of my google-docs comfort zone to use Paper instead of 'real paper'?

The texture of this product is really interesting. Everything from the visuals and motion effects to the sound gives me a real sense of authenticity.

However, I think the note-taking style when writing could be improved. Could it be changed to a handwriting font? The current printed font breaks the sense of immersion a bit.

Also, I suddenly really want to view my e-books in this format on my computer or tablet!

Beautifully crafted, I love this idea. Where are the notes saved - are they saved offline?

Love this. The tactile feel and the return of skeuomorphism really work here. I sense we'll be seeing more products like this going forward.

Does it support voice input? And are there different font options?

I like this style because I am a super user for remarkable hand writingbook. This is simple and clean, hope you can add more features like fonts, categories, colors,...

Hi everyone!

Been following Liquid AI for quite a while, and their unwavering commitment to on-device models has always been impressive. Seeing them launch LFM2.5 alongside AMD at CES feels like a definitive milestone, it perfectly integrates into the new wave of AI PCs.

Fitting a full modal stack (Text, Vision, Audio) into the 1B parameter range is a smart move for edge constraints. The 8x speedup in the Audio model is a significant improvement for latency, and the specific optimizations for AMD and Qualcomm NPUs show that this is built for actual hardware.

I really think 2026 is going to be the year on-device AI finally scales up.

It's great to see on-device AI models. What are the minimum RAM requirements for LFM 2.5, and is it possible to run quantized versions?

Any idea how well this would run on a phone? Would love to try it without needing a full laptop setup.

Hey Product Hunt! 👋

We created Ray because we wanted to make it easier (and less intimidating) for more people to exercise regularly.

Here's the thing: strength training is one of the best things you can do for your long-term health—but most fitness apps are built for people who already know what they're doing. We wanted to build a personal trainer for everyone else. Someone to guide you, adapt to you, and help you build better habits.

A bit about me: I've spent many years creating products and experiences for people at places like IDEO, Formlabs, and PillPack. At PillPack, we focused on helping people take their medications regularly. That experience taught me a lot about building products that help build healthy behaviors. Ray is the same mission, different habit.

Where we are today:
📱 Live for 8 months
⭐ 4.88 rating in the App Store
🏋️ Thousands of people trained
💪 Users rate our workouts 4.7 on average
🔁 If someone does 2 workouts, they usually do 10—that retention makes us incredibly proud

What makes Ray different:
🗣️ Talk to Ray like a trainer—set goals, mention injuries, change your workout mid-session
🎧 Real-time voice coaching guides you through every set
🧨 Dynamic Programming understands what you've been training and focuses on the right areas of your body
🎯 Programming focuses on strength training, light conditioning, & stretching
📷 Computer vision counts your reps on core exercises
⚡ Adjusts on the fly—short on time, different equipment, just tell Ray
🧠 Detects unfamiliar exercises and walks you through them
📲 Syncs with Apple Health to understand your other activities
💬 Text nudges to keep you consistent

We'd love your feedback:
Everyone trains differently. Ray is early in its journey, and right now, we have proven flows focused on helping newer users navigate fitness. And we're adding more expert flows and features soon. We'd love to hear how Ray could better adapt to your style—and where you'd like to see the product go.

Give Ray a try and let us know what you think!
Colin + the Ray team (7 of us in Cambridge, MA) 🚀

As a working mom with a very full plate day-to-day, Ray has been a godsend...and it's shifted a persistent blocker in my brain around daily movement. I've found that fitting in a 20 minute workout when / where I can makes a world of difference in keeping me consistent—especially because I'm a recovering perfectionist and former "all or nothing" gym go-er, which had proven totally unsustainable for my current phase of life and evolving mindset around movement. I want to live a long and healthy life with strength and mobility at the forefront, and Ray has shown up as a true partner in helping me build new habits that support this mindset. Ray also takes real-time feedback well, if I have small notes to share about my experience after a workout. My daughter even joined me for a couple of sessions at home over the holidays, which was a lot of fun. :) Excited to keep it going in 2026, and to see how Ray continues to evolve.

This app solves the huge issue of “what do I do today”. I literally talk to it and in 30seconds I have a custom workout. I shut my brain off and let it do its thing.

Congrats @colin_raney and team! I know Colin personally, but I’ve been using Ray on my own and it’s the first time I’ve been consistent and excited about home strength training. Feels like a trainer in your ear, works great with music, and love how it adapts to time, equipment, and anything else you throw at it. Excited to see it grow!

Ray is the best! My partner and I have been using Ray for a few months now, and we love how versatile the workouts are, depending on what we need that day. Excited for what's to come in 2026!

Very excited about Ray!

Looks like a great app, however not yet available to download in the UK. Will it be coming here anytime soon?

Very Nice. Also loved the way website is designed. Any plans for an android ?

I'd like to download it but I am unable to from Romania!

Ray is AMAZING. Super simple to follow and the most important part, it fits my life. Yes, I know I should set up a schedule and follow it with discipline. But that is not how my life is at the moment. With Ray, I have been able to exercise at home when I couldn't run, at 11pm when I didn't have time during my day, in my hotel room when I was traveling, shortened my exercise time when it was too much. I love the text suggestions and facts that it drops every few days. Love that I can work out with my music and no equipment and there are other options when I do have equipment! I started with only 20 minutes 3 times a week and I can feel the difference. I would never have that flexbility with a trainer. Thanks Colin and team.

I am at session 29 and I'm finally getting into a routine, the personalized voice experience really makes a difference.

Ray has been such a game changer when it comes to staying consistent with workouts. There's no more fussiness when it comes to figuring out your workout and the tailored customizations creates a more joyous and personable experience. Love the friendly reminders and enjoy the "post-mortem" that lets you honestly reflect on how the workout was. As I look to lean more into weightlifting in 2026, I can't wait to have Ray as a sidekick in the gym!

Ray is great, allows to customize workouts. I am recovering from an injury and Ray was able to tailor the workout to my specifications. I like how there are video looped to show proper form. Great work to the Ray team!

It is not available in the Apple App Store for India. Any plans to make it available?

Great product! Just wondering if you have any plans for an Android version of the Habi app. Would love to try it.

Nice way to address habits tracking. Loved the identity and how it looks. Wish you all the best here Ahmed!

I have an idea for a side product "hubby" – a calendar that remembers beautiful moments, anniversaries and much more with your love! :D People can make a habit from love.

So will this give me a list of paints to mix for my custom palettes?

I am going to check this out Magdaline! I need this for my dog more than myself, haha. I have to do it twice a day for her and I am always forgetting one of them. =).

Not me seeing this and immediately realizing how many doses I’ve “intentionally forgotten” 👀
Yeah, I need this.

Congrats on the launch @Pillzy @magdaline_mbugua

This is a much-needed reality check for many founders. 'Too early' is the most common rejection reason I see. 📉 Quick question on the scoring logic: Does the quiz differentiate benchmarks between B2B SaaS and B2C Consumer apps, since the traction metrics expected are vastly different?

Simple and effective. I gave it a spin and the questions are spot on. Since we are inputting potentially sensitive data about traction and metrics, can you confirm that the data is processed locally or anonymized, and not stored for any other purposes?

Something I struggle with as a part-time content creator is that when I put my phone on a tripod to film myself, The phone screen is facing the other way so I can't see if I'm where I wanna be in the camera frame. Could you make camera M be able to solve this? I have not seen anything able to do so yet

Maker here 👋 We built Plano, because building agentic demos was easy, but delivering agentic apps safely, reliably, and repeatably to production is very hard. Plano is delivery infrastructure for agentic apps - an AI-native proxy server and data plane designed to help you build agents faster, and deliver them reliably to prod.

The reality of most agentic development is that after a quick hack, you end up building or maintaining the “hidden AI middleware” to reach production: routing logic to reach the right agent, guardrail hooks for safety and moderation, evaluation and observability glue for continuous learning, and model/provider quirks — scattered across frameworks and application code.

Plano solves this by moving core delivery concerns into a unified, out-of-process dataplane. Core capabilities:

• 🚦 Orchestration: Low-latency orchestration between agents, and add new agents without changing app code. When routing lives inside app code, it becomes hard to evolve and easy to duplicate. Moving orchestration into a centrally managed dataplane lets you change strategies without touching your agents, improving performance and reducing maintenance burden while avoiding tight coupling.
  

• 🛡️ Guardrails & Memory Hooks: Apply jailbreak protection, content policies, and context workflows (e.g., rewriting, retrieval, redaction) once via Filter Chains at the dataplane. Instead of re-implementing these in every agentic service, you get centralized governance, reduced code duplication, and consistent behavior across your stack.
  

• 🔗 Model Agility: Route by model, alias (semantic names), or automatically via preferences so agents stay decoupled from specific providers. Swap or add models without refactoring prompts, tool-calling, or streaming handlers throughout your codebase by using Plano’s smart routing and unified API.
  

• 🕵 Agentic Signals™: Zero-code capture of behavior signals, traces, and metrics consistently across every agent. Rather than stitching together logging and metrics per framework, Plano surfaces traces, token usage, and learning signals in one place so you can iterate safely.

Built by core contributors to the widely adopted Envoy Proxy <https://www.envoyproxy.io/>_, Plano gives you a production‑grade foundation for agentic applications. It helps developers stay focused on the core logic of their agents, helps product teams shorten feedback loops for learning, and helps engineering teams standardize policy across agents and LLMs. Plano is grounded in open protocols (de facto: OpenAI‑style v1/responses, de jure: MCP) and proven patterns like sidecar deployments, so it plugs in cleanly while remaining robust, scalable, and flexible.

Would love feedback from folks shipping agents in production: what’s the most painful bit of middleware you’ve had to rebuild (routing, safety, traces, state, tool glue, eval loops)?

Cool Demonstration, Is this more on the safe-and-reliable side of agents, with similarities to superagents by clickup? I'm sure you saw their launch, what's Plano's strenght against that?

Hey Product Hunt! 👋

I'm Bibhash, founder of FlowTask.

The Problem We're Solving:

I talked to 450 agency owners last year.

Every single one said the same thing:

"I spend 10-15 hours per week reading client emails and manually creating tasks in my PM tool."

That's 780 hours per year. Per person. For a 10-person agency, that's $150,000/year in lost billable time just moving information between tools.

Why Existing Tools Don't Work:

Asana, Monday, ClickUp - they're all "systems of record."

They store information, but YOU still have to:

- Read the email

- Open the PM tool

- Create the task

- Assign the person

- Set the deadline

- Reply to client

That's 5 minutes × 50 emails/day = 4+ hours of manual work.

How FlowTask Is Different:

We're a "system of action"—we don't just store info, we EXECUTE workflows.

1. Connect your Gmail (60 seconds)

2. FlowTask monitors your inbox in real-time

3. When client emails "Can you revise the logo by Friday?"

→ FlowTask creates task

→ Assigns to your designer

→ Sets deadline Friday

→ Updates board automatically

All in 3 seconds. Zero manual input.

The Results:

450 agencies using FlowTask today:

- Average 12.3 hours saved per week per user

- 85% task automation accuracy (improving weekly)

- $2,000+ monthly value for $30/month

What We're Launching Today:

✨ Gmail integration (live)

✨ Asana integration (live)

✨ Email-to-task automation (live)

✨ Context-aware routing (understands project history, team capacity)

✨ 30-day free trial (no credit card)

Coming in Q1 2025:

- Outlook integration

- Slack monitoring

- ClickUp & Monday.com support

Special Product Hunt Offer:

First 100 signups get 50% off for 6 months (use code: PHHUNT50)

We'd Love Your Feedback:

What coordination overhead drives you crazy? What would you want FlowTask to automate?

Thanks for the support! 🚀

- Bibhash

Nice!

I think the failure cases are eventually inevitable. But if you keep allowing agent to try again, failure costs and token costs might be too high. What does human in loop mean? ie. if flowtask runs in the backend, how can me as a human actually change stuff instead of clicking just yes or no?

Congrats on the launch! Turning email chaos into instant action feels like a real unlock, especially the context-aware routing part. How FlowTask handles edge cases, like vague client emails or conflicting priorities across projects?

This looks so soothing! 🐠 My main concern with animated widgets is usually battery drain. Since you mentioned it's 'battery-efficient', did you use a specific rendering technique (like low FPS or static sprites) to keep it from eating up the battery in the background?

Haha as an iOS dev I never thought about using widgets just for a design element of your home screen. Cool idea!

Love the idea of turning a glance into a moment of calm. Much better than seeing unread emails. With the new interactive widgets in iOS 17, did you implement any 'tap to feed' mechanics, or is it strictly a passive viewing experience for now?

Reminds me of the viral trend back in 2025 when people had a labubu app on their phone as an accessory

I love this :)

Hey Product Hunt! 👋

I'm Peter, founder of Dirac. Super excited to launch this product which I've been working on for the past few months.😄

Quick story: We started out trying to build a Jarvis-style AI agent (ambitious, I know). 😅 Pivoted twice. Lost a co-founder. Ended up solving our own daily pain point—wasting 20 minutes every morning just catching up on what happened last night. It uses the same agent-control technology as Manus and Vy by Vercept, to deliver you the perfect morning summary.

I'm here all day to answer questions, take feedback, and probably fix some bugs in real-time :)

What does your morning routine look like? How do you catch up on everything before starting work? What apps do you use daily?

Question: What might be the safety boundaries which you might want Dirac to implement without losing much functionality? EG. pause button, less controls, etc...

Love the concept! My only concern with visual-heavy utilities is their own footprint. The irony of running a heavy app to clean memory would be painful. 📉 Is the app built with native Swift/SwiftUI to ensure it stays lightweight, or is it web-tech based?

🫧 Gamifying the act of force quit is brilliant. We've all had those moments where we want to physically destroy a lagging app, so 'popping' it sounds incredibly therapeutic. Does the bubble size dynamically resize in real-time as the app's memory usage spikes?

Nice app idea ! However you should enhance your website to make sure that it feels less vide-coded.

Wow, a delightful flower in the forest of ai slop. I see the graphics are heavily similar to the beautiful ui of windows aero. What inspired you to make ts? :)

Well this is genius! Congrats on the launch