hira siddiqui

hira siddiqui

AI Context FlowAI Context Flow
Co-founder Plurality Network
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Why using just one AI might be holding you back

Different AI models excel at different tasks. This isn't just theory, it's backed by real-world benchmarks:
leads in coding (80.9% on SWE-bench) and long-form writing with careful reasoning
excels at conversational tasks, creative work, and maintains memory across sessions
dominates with 1M-token context windows, making it ideal for analyzing lengthy documents
(Writer's enterprise LLM) offers cost-effective performance for business workflows with specialized variants for healthcare, finance, and creative tasks
Despite these clear differences, most professionals stick to one platform. Why?
: Switching between AI tools means losing context every single time. You waste hours re-explaining project details, preferences, and constraints. Tab-switching becomes friction. Context-switching becomes exhausting.
- ?
This is exactly what we have done with Pluto - Plurality Network's ontology agent that supports switching between 30+ AI agents.
1. Go to our memory studio: https://lnkd.in/dp3EJjZj
2. Create memory buckets for your projects in the Memory Studio
3. Add documents or manually input context
4. Switch between ChatGPT, Claude Opus or Sonnet, Gemini, or Palmyra and others mid conversation. Your context stays intact.

Nika

10d ago

What new job position rise do you see in upcoming years?

LinkedIn officially shared the job titles that started appearing more often, and with the rise of AI, the market is restructuring.

The actual top 10 roles that have seen the biggest rise in listings (in the U.S.) are:

  1. AI engineers Engineers developing and implementing AI models that perform complex tasks

  2. AI consultants and strategists - Helping organisations plan and implement AI technologies to improve operations

  3. New home sales specialists Which sounds like a rebranding or real estate agent

  4. Data annotators Labelling and reviewing data for AI projects

  5. AI/ML researchers Designing new AI models and systems

  6. Healthcare reimbursement specialists Ensuring healthcare providers are getting correct and timely payments

  7. Strategic advisors and independent consultants Which seems like a pretty broad-ranging segment

  8. Advertising sales specialists You re reading a marketing blog, I assume you know this one

  9. Founders Not sure this can be listed as a job title in itself, but LinkedIn s keen to highlight how people are shifting to their own businesses

  10. Sales executives

Pluto 🪐 by Plurality - Same shared memory across 30+ agents without switching tabs!

One memory across 30+ agents

Switching between different AI models should not force you to endlessly repeat your information again and again.

We decided 2025 would be the last year that people spend 5+ hours/week in endless context repetition loops. Hence emerged AI Context Flow, #1 product of the day with ~2000 users now!

But 2026 is going to be even better. Today, I'm excited to announce our biggest update yet: Pluto (can you guess the wordplay here? )

🎉 2025 was absolutely wild - 0 to 19k users in 7 months

While flying to Argentina to visit my family for the New Year, I scrolled through my phone and realized how much happened since we launched Pretty Prompt on Product Hunt 7 months ago.

Here s a little photo-dump recap:

hira siddiqui

27d ago

What do you hate about AI memory systems today!

Everyone went crazy in 2025 after AI Memory. There are atleast a dozen launches in the space on product hunt from june-december, but the problem seems far from solved.
Are you using any of the current memory systems (platform specific or interoperable ones, doesn't matter).
What do you still hate in these systems? is it context repetition? is it hallucinations? is it inability to move between systems with your memory intact?
Want to wrap up the year knowing what people actually need!

How much time are you wasting per week on AI Context Repetition? Find out with this calculator!

We built a small calculator for you to see how much time you are wasting per day/week/year just due to context switching between different AI tools. Try it out!
My wastage was 6 hours/week, what's yours?

We synced ChatGPT, Claude & 5 AI tools. Which should be next? YOU tell us!

Imagine taking your entire AI conversation history and context with you, across every platform you use.
That's what we've built with AI Context Flow. We already support ChatGPT, Claude, Grok, Gemini, and Perplexity. What more should we support?
Vote and drop a comment if you have specific platforms in mind. Your input directly shapes our roadmap.

Has ChatGPT ever mixed up your memories in unrelated convos? Yep, that's Memory Bleed!

: '

Ever asked ChatGPT about "the login system" and watched it confidently mix up three different projects?

That's memory bleed i.e. when your AI assistant can't separate your contexts. Your healthcare client's specs bleed into your fintech code.

Your Python project gets Node.js suggestions from yesterday's conversation. Your personal writing style contaminates professional emails.

How much time is worth investing in Product Hunt?

I've been here for almost 3 years (it'll be in 8 days).

During that time, I've done a lot of things:

From "What's Product Hunt?" to #1 Product of the Day 🚀 Hi, I'm Hira, AMA!

Two months ago, I'd never heard of Product Hunt. When I told people we were launching @AI Context Flow here, they told me to keep my expectations in check.

Fast forward to today: #1 Product of the Day and #1 Productivity Tool of the Week.

The journey was chaotic, humbling, and honestly surreal. If you'd told me this would happen, I wouldn't have believed you.

To everyone who upvoted, commented, and cheered us on: Thank you. Your support means everything and keeps us building.
If you need any tips on how we pulled this off as complete first-timers, ask your specific questions below

#1 Productivity Tool of the Week! But, what's next?

Two months ago, I'd never heard of Product Hunt. When I told people we were launching @AI Context Flow here, they told me to keep my expectations in check.

Fast forward to today: #1 Product of the Day and #1 Productivity Tool of the Week.

The journey was chaotic, humbling, and honestly surreal. If you'd told me this would happen, I wouldn't have believed you.

To everyone who upvoted, commented, and cheered us on: Thank you. Your support means everything and keeps us building.

Nosheen Kanwal

2mo ago

Post-Launch Finding - I Think Visuals Matter The Most In Your Product Listing. Thoughts?

After my first Product Hunt launch, I noticed something. Most makers spend tons of time perfecting the product but very little on the visuals, and the content that actually tell its story.

It s often the difference between someone scrolling past or stopping to explore.
Great product + weak visuals = skipped post
Great visuals + weak story = skipped post
Great visuals + great story = people click, explore, and engage

hira siddiqui

2mo ago

Why we built AI Context Flow - the product ranking at #1 today!

Today, we ve launched something we ve been quietly building for months.

We got tired of re-explaining ourselves to every AI tool: ChatGPT, Claude, Gemini, Perplexity. Same prompts, same setup, same wasted time.

So we built AI Context Flow, a way to carry your personal context (data, tone, memory) between AI tools.

The beta confirmed what we felt all along. People want continuity more than anything. Less time prompting, more time doing real work.

The internet is broken. And we're about to make the same mistake again.

. ' .
Remember the first time an AI assistant actually understood you? Then the frustration when you opened a new chat and had to explain yourself all over again?
That's not a bug. It's the internet showing its original sin.
We built digital spaces where your memories evaporate when you close a tab. We normalized seventeen different profiles in seventeen corporate silos. The internet's decentralized vision was captured by monopolists.
Two decades later: Big Tech owns your data, walled gardens trap you, and the internet serves corporate profits instead of human potential.
Now we're doing it again with AI.
As models commoditize, Big Tech is racing to monopolize your context data: your conversations, preferences, work, life.
Same playbook: control infrastructure, absorb startups, lock out competitors.
Your AI assistant isn't learning to serve you better. It's learning to trap you more effectively.
.
Plurality Network's .
We're building an Open Context Layer: portable, persistent, privacy-preserving context that works like TCP/IP for AI.
Your AI works for you, not Google. Your data flows across ChatGPT, Claude, Gemini. You control access, usage, expiration.
This means:
Switch AI services without losing history
AI agents collaborate with YOUR permissioned context
No vendor lock-in
You can monetize your expertise
This is the "Open Agentic Web" i.e. AI with fiduciary responsibility towards individuals, not platforms.
: ( ) .
This is the inflection point. We don't get a third chance.

NiceJourneyp/nicejourneyPamela Arienti

2mo ago

Post-launch: When you’re not in the top 10 but didn’t do that bad either

Yesterday, we launched NiceJourney and ended up at #23!

Not bad, not great, just somewhere in that weird middle zone.

And honestly, today we re not sure how to feel about it.

Bridging the AI Islands.

, :
.
How many times do you open a new conversation or switch agents, only to rewrite your entire context just to get back on track?
.
Are you asking the same questions over and over with slight variations, hoping for better results?
.
Do you find yourself re-uploading the same PDFs, notes, and information every time you need AI to understand your work?
If any of these sound familiar, you're not alone.
We built @AI Context Flow to solve exactly these problems. And we are launching in 2 days on November 8th!

Mark your calendars!!!! For the bridge between the AI worlds is launching soon.

Nika

2mo ago

Which founders under 30 inspire you?

You re probably familiar with the Forbes 30 Under 30 selection.

We could put together something like that for ourselves here at Product Hunt.

Do you follow any founders you find successful and inspiring?

Been waiting for this launch since the beta! 🙌

I ve been using AI Context Flow since beta, and it s one of those tools that quietly transforms how you work.

Most AI assistants get messy when you re handling multiple projects, but this one actually keeps context organized.

Using multiple AI agents? Never repeat yourself when you switch between them!

Hey everyone! I m Hira, maker of AI context flow, we re launching AI context flow on 4th Nov.
Why we built this:

Right now, if you use multiple AI tools (ChatGPT, Claude, Gemini, etc.), you constantly lose context. You ask something in one place, then you have to re-explain it in another. It s distracting, it kills flow, and it s honestly where most people waste their AI productivity.

What we built:

who is launching on Product Hunt in the month of November?

Hi everyone!

Just curious, who here is launching on Product Hunt this November?

Would love to follow your drops, support, and see what everyone s been building.