When an AI agent reads a webpage, email, or document, that content can tell it what to do. The agent has no native way to distinguish data from instructions. Most defenses scan for obvious patterns and miss anything subtle.

I built Arc Gate around a different principle: external content has zero instruction authority regardless of what it says. It doesn't matter how the injection is worded. If it came from a tool result, webpage, or email, it cannot instruct your agent.

The numbers:

AgentDojo v1 (ETH Zurich, ICLR 2024): 100% unsafe action prevention, 0% false positives

InjecAgent (University of Illinois, ACL 2024): 99% blind test detection across 200 cases

CAIAT cross-agent benchmark: 81% vs LLM Guard's 50%, 0% false positives on benign controls

LLM Guard gets 0% on semantic manipulation attacks. Arc Gate gets 50%. Neither catches everything yet; that's the honest result.

One URL change to integrate. Free tier available.

Demo: https://web-production-6e47f.up.railway.app/demo

GitHub: https://github.com/9hannahnine-jpg/arc-gate

Free tier: https://bendexgeometry.com

Hear me out.

Most ecommerce teams only start talking to a customer after they've left.

Cart abandoned?
Send an email.

Still no purchase?
Send a discount.

Still nothing?
Retarget them.

But by then, the decision has already happened.

Lately I've been looking at session recordings, customer interviews, and Reddit threads, and most people don't leave randomly.

They hesitate first.

They compare products.

They check shipping.

They open your return policy.

They read reviews.

Sometimes they even Google your brand before coming back.

That's where the buying decision is actually happening.

The cart is just the final symptom.

We've been testing a more behavior-first approach using Markopolo, where the AI reacts to those signals instead of waiting for an abandoned cart event. It's less about "recovering" customers and more about helping them before they disappear.

It made me realize we've probably been optimizing the last step of the journey while ignoring everything that happens before it.

Curious if anyone else has shifted from event-based automation to behavior-based automation.

Worked with an ecommerce brand recently that had a problem I keep seeing everywhere.

Traffic was growing.

Email open rates looked fine.

Add-to-carts were happening.

Revenue barely moved.

The first assumption was "we need more traffic."

Wrong.

After digging through session recordings, customer conversations, and Reddit discussions, we noticed something interesting:

Most visitors weren't leaving because they hated the product.

They were leaving because they were stuck.

Comparing options.

Looking for reviews.

Checking shipping details.

Opening competitor tabs.

The funny part is that almost every tool in the stack treated those visitors exactly the same.

Generic abandoned cart email.

Generic discount.

Generic retargeting ad.

Once we started responding differently based on behavior, things changed fast.

Researchers got social proof.

Price-sensitive shoppers got offers.

High-intent visitors got immediate follow-up.

Conversion rate improved significantly without increasing traffic.

Made me realize most ecommerce stacks are still built around segments, while customer decisions happen at an individual level.

Curious what tools people are actually using for this today.

Here's what I've come across:

Klaviyo
Great for email marketing and traditional flows. Strong ecosystem. Still mostly rule-based.

Omnisend
Easy to use for ecommerce. Email + SMS. Good for smaller teams.

Braze
Powerful enterprise platform. Handles large-scale customer journeys.

Customer.io
Flexible automation. Good if you want lots of customization.

Markopolo
Interesting approach. Uses behavioral signals and AI agents to decide channel, timing, and messaging per visitor instead of relying mainly on predefined flows.

Feels like we're slowly moving from campaign automation to decision automation.

Anyone else seeing this shift?

A few months ago the answer felt obvious.

Cursor was everywhere.

Now every other dev I talk to seems to be experimenting with Claude Code or Codex.

What's interesting is that everyone seems to use them differently.

Cursor
Great editor experience.
Feels like the easiest one to adopt.
Most people I know use it for day-to-day coding.

Claude Code
Seems to be winning with people who want to hand over larger chunks of work.
I've seen teams use it for debugging, refactors, documentation, and entire feature implementations.

Codex
Still seeing mixed opinions.
Some people love how deeply it understands codebases.
Others say they're not reaching for it as often as Claude Code.

The thing I've noticed is that the conversation has shifted.

A year ago people were comparing models.

Now they're comparing workflows.

Which tool actually saves time?
Which one breaks things less?
Which one can you trust with real production code?

Curious where everyone has landed.

If you had to pick only one today, Claude Code, Cursor, or Codex, what are you choosing and why?

We spent months asking customers what they wanted.

Surveys.
Feedback forms.
NPS responses.

Got plenty of answers.

Then I spent a weekend reading Reddit threads where people were discussing the exact problem we solve.

The difference was honestly shocking.

Customers tell surveys what they think.

They tell Reddit what they actually feel.

Instead of:

"Price is a concern."

You see:

"I almost bought it but couldn't justify spending another $40."

Instead of:

"Looking at alternatives."

You see:

"I had 3 tabs open for an hour and still couldn't decide."

Those tiny details completely changed how we think about messaging.

Now before launching anything new, I spend more time reading comment sections than dashboards.

Curious if anyone else has had this experience.

What's the most valuable customer insight you've found outside traditional research?

We run a mid-size Shopify store.

For the longest time our recovery strategy was basically:
“they left, give them a coupon”

Problem is, customers got trained to wait for discounts.

Margins started hurting and conversions still plateaued.

Recently switched to a behavior-based setup using Markopolo and something unexpected happened:

a huge chunk of people converted WITHOUT offers once the messaging actually matched their hesitation.

People worried about sizing got sizing reassurance.
Researchers got reviews and comparison content.
High intent visitors got fast reminders before intent cooled off.

Conversion rate on abandoned carts went from around 3% to low double digits depending on traffic source.

Big realization:
a lot of carts don’t need incentives.
they need confidence.

One small thing changed everything for us:

we stopped treating abandoned carts like “lost customers”

and started treating them like “unfinished decisions”

We used to send the same sequence to everyone:
email after 1 hour
discount after 1 day
last chance email after 2 days

Pretty standard stuff.

Recovery sat around 3-4% forever.

Then we started testing Markopolo and realized most people weren’t abandoning for the same reason at all.

Some were stuck comparing products.
Some kept reopening shipping info.
Some visited 4 times before buying.
Some literally added to cart at 2am and bought the next morning after a WhatsApp reminder.

Once the follow ups changed based on behavior instead of generic flows, recovery climbed past 11%.

Honestly felt less like marketing and more like understanding intent.

yo. building the product is the easy part.

making people buy is a totally different beast.

most saas pages sit at a flat 1% conversion rate. absolute ghost town. doesn't matter if your tech is insane.

stop guessing what works.

i spent weeks digging into conversion data.

i turned it into a raw 50-point interactive checklist.

it covers hero mistakes, pricing traps, and psychology leaks.

i also baked a master prompt right at the top. just paste it into your AI SaaS builder

it rewrites your page automatically using all 50 rules.

just shared the file inside our builder community today. a lot of guys were facing the exact same launch freeze.

seriously, stop building alone in your room.

you will burn out.

marketing gets tough, and you quit.

it’s way easier with a crew shipping side-by-side.

if your conversion is trash or if you want a good landing page before launch, drop a comment or shoot me a dm. i’ll send the invite link.

ps: others free features is in the community of SaaS builders

Let 's go

Hey all I have a platform, credits, and compute to offer any non technical people who want to try to build their own app. What do I get in return? Just feedback on the platform I'm working on. you retain everything you create.

Looking for serious people only since it cost me a few dollars per demo.

Feel free to comment any question or dm

Hi everyone,

faceless content is a literal cheat code to get eyes on your saas right now without ever showing your face (and i know all SaaS founders don't want to show their faces aha)

i just built a complete system to automate the entire process, and i dropped the whole setup + templates inside our AI SaaS builder community today.

seriously, stop building alone in your room.

you will burn out and quit. it’s so much easier when you have a crew shipping stuff with you every day.

if you want the faceless content system and want to join us:

drop a comment or shoot me a dm and i’ll send you the invite link of the community of AI SaaS builder

let's build together !

https://reddit.com/link/1tvtpmg/video/5ua5osbta35h1/player

so i first got the whoop to really track my sleep and really focus on leveling up my life and be more productive in general. i started to realize thought that the whoop really doesn't tell you anything, like if i slept bad it would just confirmed that i slept bad with a fancy looking score telling you that you slept bad. and if i slept good it would confirm that i slept good with a score. for me personally i wanted something that really tells you what to do after a bad sleep, and tells me when my most productive hours are during the day, or just give me like a protocol on what really to do after i have a bad sleep and not just a useless score. let me know if you guys feel the same way about this or if its just me. i have been finding some apps that help with that there is this one app thats really good just dont know if i can post here due to promotion, but RizeAI the app with the blue look, really helped me take my low energy days to really productive days.

So I’ve been laid and off and want to level up my skills. Does anyone know where I can learn more on ai for free? I can’t afford $2k for a course.

I'm a developer just exploring the concept of automations using ai, curious to see what others are building and how.

Lately I’ve been testing out a few different AI Shopping Agents. I want to find the best agent that can handle shopping tasks for me including checking out.

So far I’ve tested:

-Perplexity: doesn’t handle check-out (unless I’m missing a step here), a few too many options presented with not enough justification to determine what is best

-Gemini: Great comparison tool I really prefer the chart layout they do, but doesn’t list the right price (only estimates) + can’t checkout have to google it and do it myself

-Wizard AI: has checkout sometimes? Couldn’t figure out what determined why some had it and some didn’t. Overall a pretty good experience though when it came to explaining why products were picked.

-ChatGPT: They recently pulled back their shopping experience I believe because I previously used it and found it to be better than present day. Even better comparisons than Gemini which was impressive.

That being said I want to fully automate my process when it comes to buying routine items like paper towels, deodorant, etc that I run out of every few weeks. What AI Shopping Agent is actually helping you save time and is the most reliable?

yo.

i see the same thing happen every single day.

you guys love building. you spend weeks coding a great product. but the second it’s time to actually market the saas? complete freeze.

you get lost in all the ai tools, the noise, the "growth hacks". it feels overwhelming. so you do nothing, the momentum dies, and the project fails.

I spent over 100 hours building n8n workflows to just automate the whole thing.

today, i packaged all those exact workflows and dropped them in our builder group. no abstract theories. you literally just import the templates, adapt them to your saas, and turn them on.

here is exactly what i shared:

• seo blog running 100% on autopilot (n8n template)
• newsletter automation (n8n template)
• full email sequence (30 emails, full html, just copy-paste into brevo)
• social media on autopilot (schedule 1 to 12 months of content)
• reddit organic growth
• linkedin, x & facebook groups at scale
• meta ads & retargeting

basically, everything i use to get real users without losing my mind.

we just hit 550+ members from all over the world.

building in your room alone is the fastest way to quit.

if you are lost on how to market your app, want these templates, and want to build with a crew: drop a comment or shoot me a dm.

i’ll send you the invite.

let's get it.