Chris kim retweeted
A demo that works once isn’t production-ready.
Production-ready means three more things:
It handles input it wasn’t shown in the demo.
It recovers when a step fails.
It keeps working when ten people use it instead of one.
Before you call it ready, try this:
Feed it the worst input you can find.
Break one step on purpose.
Send ten requests at once.
If it survives all three, you’re closer than most.
What was the first thing that broke when your demo met real users?
Chris kim retweeted
Binance lost $6.3B in 20 minutes.
ChainAware flagged the attacker wallet at 97.6% fraud - 37 hours before.
Rules-based security was built for human attackers.
When the adversary is AI, you have to protect with AI.
New article 👇
chainaware.ai/blog/ai-advers…
Chris kim retweeted
The dashboard updates itself before you ask for it.
Someone pulling the same numbers into the same report every week isn’t analysis; it’s data entry wearing a nicer title.
Agent Forge’s data and analytics templates can pull, summarize, and deliver the numbers on a schedule, so the person who used to compile it can actually read it instead.
Start from a data template → aitech.io/agentforge
Chris kim retweeted
We talk a lot about AI agents and what they can do.
But here’s something worth thinking about: how much do we actually know about the people or wallets behind these agents?
An agent can have a registered identity, but that doesn’t automatically make it trustworthy.
When we scored 274,792 registered agents, more than half landed in the Elevated Risk or Untrusted tiers.
That’s why the behavioural side of agent trust matters.
We explore this in our KYA article 👇
chainaware.ai/blog/know-your…
#KYA #AIAgents
Chris kim retweeted
→ Start researching complaint routes: app.chaingpt.org/crypto-comp…
Chris kim retweeted
Funds still stuck after an unresolved crypto complaint.
The provider's legal name and country help narrow the search for an escalation route.
With ChainGPT's Crypto Compliance Assistant, research which local authority handles complaints about that provider type.
Chris kim retweeted
Include the declaration's exact wording and whether you're buying personally or through a company. This is initial research, not certification of eligibility.
→ Research investor status: app.chaingpt.org/crypto-comp…
Chris kim retweeted
Staking leaves your Public Sale token price unchanged.
On ChainGPT Pad, an available staking boost affects your share of the sale's tokens.
Eligible, identity-verified users in permitted jurisdictions can participate without staking.
Evaluate the campaign's boost weighting before deciding how much to commit.
Chris kim retweeted
Introducing VM AI Hub!
Your AI world, inside Telegram.
Start free at visionmakers.io/vm-ai-hub
- Train your AI and earn points per hour
- Build your center across 7 facilities
- Explore simulations for Shards, Shields and Scripts
- Trade Agents and items with others
Watch 👇
Chris kim retweeted
GM Web3 Founders & Builders!
Are you showing users what they actually need, or simply what you want them to see?
DeFi users have different histories, interests and intentions. A generic onboarding experience cannot account for all of them.
ChainAware helps projects understand wallet behaviour and uses AI Growth Agents to turn those insights into personalised prompts and calls to action.
Make every interaction more relevant. Give users a clearer path to take action.
👉 chainaware.ai/blog/why-defi-…
#Web3 #DeFi #GrowthAgents #Web3Growth #UserAcquisition
Chris kim retweeted
What if a wallet you're about to interact with is linked to a major crypto exploit?
Here's what ChainAware Wallet Investigation showed in this report.
The address was identified as the Ronin Bridge exploiter, confirmed to belong to the Lazarus Group, with multiple sanctions designations and related addresses mapped in the same cluster.
This goes beyond checking whether a wallet is flagged.
Wallet Investigation brings identity, activity, AML exposure, risk signals and related addresses into one structured report.
Before you trust a wallet, find out what's behind it.
👉 chainaware.ai/investigation
Chris kim retweeted
This has happened to almost every crypto user.
We thought about it. A lot.
Why stay glued to your screens, only to miss the move anyway?
Introducing Intelligent Orders.
You just ask and an agent spins up in the background.
And you?
Keep it steppin’.
Chris kim retweeted
A side project shouldn't need a server rack.
Testing an idea, a weekend build, a personal fine-tune doesn't justify owning hardware or committing to a monthly plan.
Renting GPU hours you actually need keeps an experiment an experiment, not a purchase decision.
Start small → aitech.io/compute-marketplac…
