Karigor

Karigor Contact information, map and directions, contact form, opening hours, services, ratings, photos, videos and announcements from Karigor, Software Company, Rajshahi.

কারিগর এআই ল্যাবস। ঢাকার একটি এজেন্ট ল্যাব। আপনার ব্যবসার একটি নির্দিষ্ট কাজের জন্য আমরা এজেন্ট বানাই, সেটি চালাই এবং ধারাবাহিকভাবে উন্নত করি। কাজটি হয় বাংলায়, আপনার গ্রাহকের ভাষায়।

ডিসকভারি কলের জন্য → karigor.ai/contact

A filed decision is a dead end. You can find it. You cannot find why.A year on, everyone remembers what was decided. Nob...
21/10/2026

A filed decision is a dead end.

You can find it. You cannot find why.

A year on, everyone remembers what was decided.

Nobody can say what was true at the time, or what else was on the table, or who argued the other way.

So we do not file decisions. We connect them.

The lab is a graph of over 11,000 nodes, built from our own code, our documents and our research.

Follow the line out of a decision and you reach the evidence, and the reasoning, that produced it.

Nothing here rests on somebody remembering.

শারদীয় দুর্গাপূজার আন্তরিক শুভেচ্ছা।ঢাকের তাল, ধুনুচির ধোঁয়া আর প্রদীপের আলোয় এই কয়টা দিন চারপাশ যেন উৎসবে মেতে ওঠে।...
21/10/2026

শারদীয় দুর্গাপূজার আন্তরিক শুভেচ্ছা।

ঢাকের তাল, ধুনুচির ধোঁয়া আর প্রদীপের আলোয় এই কয়টা দিন চারপাশ যেন উৎসবে মেতে ওঠে। আপনার ও আপনার প্রিয়জনদের দিনগুলো কাটুক আনন্দে, নিরাপদে আর একসাথে।

কারিগর এআই ল্যাবস পরিবারের পক্ষ থেকে শুভ দুর্গাপূজা।

One question to ask any social media provider: how did you test it before it talked to my customers?Most reports count l...
20/10/2026

One question to ask any social media provider: how did you test it before it talked to my customers?

Most reports count likes and reach. They say little about whether customers were helped or sales came in.

Here is a five-question test card for any provider, human or agent. Are prices and policies correct? Does it sound like us? Does it hand over to a person at the right moment? Does it avoid making things up? Are orders complete?

We test our agents against checks like these on our own evaluation bench, KarigorBench, before they speak to a customer. If a number cannot be shown to you, we do not use it to sell to you.

The full test card is in our buyer's guide. Link in the first comment.

Most teams test their AI once, at the start. Then it drifts, and nobody notices.We built ours as a circle instead. The a...
19/10/2026

Most teams test their AI once, at the start.

Then it drifts, and nobody notices.
We built ours as a circle instead.

The agent does its work. We test it. What it produced, we keep, cleaned, with a note of where every piece came from.

And that makes the next test harder than the last one.

So a fault we find today does not just get fixed. It becomes a test the next version has to pass.

One rule holds the whole thing up: a person has to approve every new test.

The machine can propose one. It cannot add one.

We turned the whole circle once, end to end, on real past work. It closed.

An AI agent is not a creative director.Agencies win on campaigns, creative ideas, ad strategy and big launches. An agent...
18/10/2026

An AI agent is not a creative director.

Agencies win on campaigns, creative ideas, ad strategy and big launches. An agent wins on the inbox: replies in seconds, the same approved answer every time, and knowledge that stays when staff change.

So the useful question for any brand is not agency or agent. It is who answers the comments and messages your campaigns create.

The split we see working: the agency keeps the calendar, design, ads and launches. The agent takes the comments, messages, orders and handovers. Campaigns get judged on sales, and sales are won or lost in that inbox.

If you run an agency and a client's inbox is the weak point, the guide explains how to bring a Karigor agent in while your team keeps the creative work. Link in the first comment.

Practice the same twenty questions until you can answer all of them. You have improved at the test. Have you improved at...
17/10/2026

Practice the same twenty questions until you can answer all of them. You have improved at the test. Have you improved at the subject?

Only twenty new questions can settle that.

The same split applies to agents, and it is the one we care about most.

An agent works through tasks A, B and C. It accumulates whatever it accumulates: memory, context, adapted weights, learned habits. Then we hand it D, E and F, which it has never met.

If performance holds, the experience transferred. If it collapses, the agent got better at familiar patterns and we mistook that for capability.

This is the hardest of the four questions in this series, and the one the other three lead to. If you can only see the gain on problems the system has already met, what you are looking at is a good memory.

That is the line our work on recursive self-improvement has to stand on.

What should count as evidence that an AI learned something, rather than memorized what it already saw? Answer below. This is the question the next piece of our work is built on.

"Price?"Every page that runs ads gets this comment. There are three common ways to answer it, and two of them lose the s...
16/10/2026

"Price?"

Every page that runs ads gets this comment. There are three common ways to answer it, and two of them lose the sale.

"Check inbox" gives the next reader nothing, and many people never open the message. No reply at all tells everyone scrolling past that the page does not answer. The reply that works is a short public answer that the details are on the way, then the price, delivery charge and next step in Messenger.

Your team can do this. The hard part is doing it on every comment, including the ones that arrive when everyone is busy. That is the job a Karigor agent does.

How it works is in our buyer's guide on the Karigor blog.

১৫ মিনিটের একটা কথা। তারপর ১ থেকে ২ সপ্তাহ। ব্যস।আপনি যেদিন আমাদের সাথে কথা বলেন, সেদিনই কাজ শুরু হয়ে যায়।প্রথমে ১৫ মি...
15/10/2026

১৫ মিনিটের একটা কথা। তারপর ১ থেকে ২ সপ্তাহ। ব্যস।

আপনি যেদিন আমাদের সাথে কথা বলেন, সেদিনই কাজ শুরু হয়ে যায়।

প্রথমে ১৫ মিনিটের একটা কল। আপনি বলবেন আপনার কাজ কি, আমরা বলে দেব কোন কারিগর আপনার জন্য ঠিক, নাকি নতুন করে বানাতে হবে। আগে কাজের পরিধি ঠিক হয়, দাম আসে তারপর।

এরপর আমরা বানাই। রেডি এজেন্ট লাইভ হয় ১ থেকে ২ সপ্তাহে। আপনার নিজের কাজের জন্য আলাদা করে বানানো সফটওয়্যার লাগে প্রায় এক মাস। লঞ্চের আগে আপনি নিজের চোখে দেখবেন, এজেন্ট আপনার নিজের কাজ কিভাবে সামলাচ্ছে।

লঞ্চের পর আমরাই চালাই। প্রতিদিন মাপা হয়, ভুল ধরা পড়লে আমরাই ঠিক করি, আপনার কাজ বদলালে এজেন্টও বদলায়। প্রতিদিন ইমেইল আর মেসেজে আপডেট পাবেন।

আপনার কাজটা নিয়ে ১৫ মিনিট কথা বলি? ছবির QR কোড স্ক্যান করে ডেমো বুক করুন।

Thinking about putting an AI agent on your page? Write one page first.An agent answers from what you give it. I...
14/10/2026

Thinking about putting an AI agent on your page? Write one page first.

An agent answers from what you give it. If your prices, delivery rules, and return policy only live in someone's head, the agent won't get them right either.

Swipe for the 5 things that page needs.

The same page helps anyone new who joins your team.

Page written?

Change the temperature, the material, the instrument, and the procedure. All at once. Then get a different result.Which ...
13/10/2026

Change the temperature, the material, the instrument, and the procedure. All at once. Then get a different result.

Which change caused it?

No physics lab would accept "we improved the experiment" as an answer. AI evaluation accepts it every week.

An agent scores higher. In the same window the model was swapped, the reasoning budget went up, the prompt was rewritten, memory was added, and the task set quietly shifted. The number moved. The cause is a guess.

A benchmark is not a scoreboard. It is an experimental instrument, and an instrument only tells you something when one thing changes at a time.

So the discipline we are importing is the boring kind. A fixed baseline. One variable per run. Repeated trials, because a single run is noise. Ablations, to see what the change was actually doing. A metric chosen before the run, not after it.

And one column most reports leave out entirely: the alternative explanation.

When a benchmark score improves, which variables do you think should be controlled before anyone calls it an improvement? Name the one you think gets ignored most often.

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Rajshahi
1205

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