Building with @DAC_CHAIN @datahaven_xyz @openmind_agi @ama_protocol
Joined February 2025
- Tweets10.4K
- Following1.7K
- Followers224
- Likes5.4K
Devinders1980 ๐ข retweeted
This weekโs topic: Explain the Season 2 leaderboard, the rewards, and how to earn points.
Make a post on X, tag @DivvyBet and submit it for approval before next week.
Approved posts earn 25 Arena Points. One rewarded post per week.
divvy.bet/season-2
Devinders1980 ๐ข retweeted
95% of "AI x Crypto" projects only exist on slides.
At Actum, we took the harder path: we deployed our behavioral verification infrastructure into real-world industrial manufacturing and commercial operations first โ before talking about it.
Here is our October 2026 production snapshot. ๐๐งต๐
Devinders1980 ๐ข retweeted
Most AI projects in crypto still live on pitch decks.
Building real infrastructure in industrial and operational environments is a different game as harder, slower, and far more meaningful.
Curious how others here evaluate whether a project has moved beyond slides into actual production use. Whatโs your criteria? ๐ญ
95% of "AI x Crypto" projects only exist on slides.
At Actum, we took the harder path: we deployed our behavioral verification infrastructure into real-world industrial manufacturing and commercial operations first โ before talking about it.
Here is our October 2026 production snapshot. ๐๐งต๐
Devinders1980 ๐ข retweeted
๐ At the data collection edge, @Actum_AI follows one iron rule:
"๐๐จ๐๐๐๐จ๐จ๐ค ๐๐ฌ ๐๐๐ ๐ข๐ฌ๐ฅ๐๐ญ๐ข๐จ๐ง. ๐๐จ๐ฅ๐ฅ๐๐๐ญ๐ข๐จ๐ง ๐๐๐ฅ๐๐๐ญ๐ฌ, ๐๐๐ฏ๐๐ซ ๐๐ฎ๐๐ ๐๐ฌ."
Freeze the rules before the game starts. Never let actors rewrite the standard after the fact.
Think about what happens without this. An AI agent makes a costly mistake โ and then someone quietly updates the rulebook so the action looks compliant in hindsight. The record is clean. The loss is real. Nobody is accountable.
A pre-frozen codebook closes that door. The rules are set before execution, and the ledger only collects what happened against those rules โ it never judges, never reinterprets, never rewrites.
Judgments come later, derived from immutable facts. The facts themselves never change.
That is the difference between a log file and a trust layer. ๐ก๏ธ
Devinders1980 ๐ข retweeted
One of the more interesting design choices in AI accountability systems is freezing the rules before any action is taken.
It changes the nature of the record, from something that can be adjusted later to something that stays fixed.
Curious how others here think about the timing of rule definition in production AI environments. Whatโs your view? ๐
๐ At the data collection edge, @Actum_AI follows one iron rule:
"๐๐จ๐๐๐๐จ๐จ๐ค ๐๐ฌ ๐๐๐ ๐ข๐ฌ๐ฅ๐๐ญ๐ข๐จ๐ง. ๐๐จ๐ฅ๐ฅ๐๐๐ญ๐ข๐จ๐ง ๐๐๐ฅ๐๐๐ญ๐ฌ, ๐๐๐ฏ๐๐ซ ๐๐ฎ๐๐ ๐๐ฌ."
Freeze the rules before the game starts. Never let actors rewrite the standard after the fact.
Think about what happens without this. An AI agent makes a costly mistake โ and then someone quietly updates the rulebook so the action looks compliant in hindsight. The record is clean. The loss is real. Nobody is accountable.
A pre-frozen codebook closes that door. The rules are set before execution, and the ledger only collects what happened against those rules โ it never judges, never reinterprets, never rewrites.
Judgments come later, derived from immutable facts. The facts themselves never change.
That is the difference between a log file and a trust layer. ๐ก๏ธ
Devinders1980 ๐ข retweeted
10M+ requests on the Teneo network in 4 days, test traffic included.
That's 2.6M a day on average
About 30 every second
More than the network has ever seen
And today isn't over ๐
Devinders1980 ๐ข retweeted
WARMY x FREEDAO PARTNERSHIP GIVEAWAY!
We're teaming up with @FreedaoHome, an international Web3 ecosystem connecting crypto with real-world business, investment, and lifestyle opportunities.
Let's bring both communities together with a giveaway!
PRIZE POOL
- 1,000 $CCKEY
- 10 WARMY WL Spots
HOW TO JOIN
1โฃ Follow @FreedaoHome and @warmytoken
2โฃ Join both project Telegram groups
3โฃ Comment under this post
๐
Winners will be announced on November 15!
Good luck, everyone!
Devinders1980 ๐ข retweeted
90 winners share $3,000 in $QUADRILLIONS. We saved you a chair.
Meme coins have reached Canton, and @quadrillions_cc brought an office with it: the Bureau of Possibility, where the clerk asks you to take a number. It completed its bonding curve and now trades in a liquidity pool.
> Join the QUADRILLIONS Telegram group
> Create a Supanova account and paste its party ID
> Post about QUADRILLIONS, with $QUADRILLIONS, tagging @quadrillions_cc and @supanova_app. Memes and serious takes both count
> Plus a few quick tasks on the campaign page. Both prizes need every task
The 30 Clerk's Picks win $50 each, chosen from the 60 best posts by reach and quality. Take a Number: 60 more winners of $25 each, drawn among everyone else who completes every task.
Open for 21 days.
Not financial advice. Meme coins are volatile and can lose all value.
cctools.network/earn/quadrilโฆ
Devinders1980 ๐ข retweeted
We're excited to announce our latest feature for y'all, and we've cooked this with all our users in the LitVM ecosystem in mind!
Introducing the Token Deployer, which offers users a seamless & swift no-code ERC-20 token creation experience on LitVM.
PS: A campaign is incoming! ๐ฅ
Devinders1980 ๐ข retweeted
๐ Most AI systems log what an agent did โ after the damage is done.
Actum flips the order. Every action must pass ๐๐ ๐๐ง๐ญ๐ซ๐ฒ ๐๐๐ซ๐ข๐๐ข๐๐๐ญ๐ข๐จ๐ง at the gate, before it ever touches the ledger:
1๏ธโฃ ๐๐ข๐ฆ๐
2๏ธโฃ ๐๐ฉ๐๐๐
3๏ธโฃ ๐๐ฎ๐ญ๐ก
4๏ธโฃ ๐๐ก๐ข๐ญ๐๐ฅ๐ข๐ฌ๐ญ
5๏ธโฃ ๐๐ฅ๐๐ฆ๐๐ง๐ญ๐ฌ
6๏ธโฃ ๐๐๐ช๐ฎ๐๐ง๐๐
All six must pass. Miss one, and the action never enters โ the Circuit Breaker trips the moment an agent steps outside the rules.
This is the gate layer of ๐๐จ๐๐, sitting between the Pre-Frozen Codebook (rules frozen before execution) and Human-in-the-Loop Sign-off (high-risk actions need human confirmation first).
No black boxes. No post-hoc tampering. ๐ก๏ธ
Devinders1980 ๐ข retweeted
5,300+ endpoints.
1.139M+ verified events.
99.986% on-chain coverage.
@Actum_AI is already live in production.
What do you think is still the biggest missing piece for enterprises to fully trust AI agents? Comment your thoughts. โคต๏ธ
๐ ๐๐๐ญ๐ฎ๐ฆ ๐ข๐ง ๐ฉ๐ซ๐จ๐๐ฎ๐๐ญ๐ข๐จ๐ง โ ๐๐๐ญ๐จ๐๐๐ซ ๐๐๐๐:
โ
๐,๐๐๐+ connected endpoints
โ
๐.๐๐๐๐+ verified behavioral events
โ
~๐,๐๐๐ new events verified daily
โ
๐๐.๐๐๐% on-chain attestation coverage
Real infrastructure works silently. ๐ก๏ธ
Devinders1980 ๐ข retweeted
๐ Blockrium โ Your Gateway To Web3
โ๏ธ Mine BRC
๐ Secure Wallet
๐ P2P Trading
๐ Web3 Domains
๐ Launchpad for new projects
Start mining & exploring Web3 today! ๐โฌ๏ธ
play.google.com/store/apps/dโฆ
#Crypto #Web3 #Blockrium
Devinders1980 ๐ข retweeted
There's only 24 hours left in the Nodiens Ambassador Campaign.
The top 50 earn campaign rewards. The top 10 take home an Ambassador badge, which includes Gold, Silver, Bronze and General Nodiens Ambassador badges.
One more post or referral could decide where you finish โ app.nodiens.com
Devinders1980 ๐ข retweeted
๐ ๐๐๐ญ๐ฎ๐ฆ ๐ข๐ง ๐ฉ๐ซ๐จ๐๐ฎ๐๐ญ๐ข๐จ๐ง โ ๐๐๐ญ๐จ๐๐๐ซ ๐๐๐๐:
โ
๐,๐๐๐+ connected endpoints
โ
๐.๐๐๐๐+ verified behavioral events
โ
~๐,๐๐๐ new events verified daily
โ
๐๐.๐๐๐% on-chain attestation coverage
Real infrastructure works silently. ๐ก๏ธ
Devinders1980 ๐ข retweeted
AI agents are no longer just chatting. Theyโre now executing real workflows and changing real parameters.
But when an autonomous agent makes a mistake in productionโฆ who is actually accountable?
Have you seen an AI agent or bot go wrong in a real scenario? Drop the story below ๐
AI agents are moving from chatting to ๐๐๐ก๐๐๐โexecuting workflows, changing industrial parameters, and approving tasks.
But here is the billion-dollar bottleneck no LLM can solve alone:๐๐ก๐๐ง ๐๐ง ๐๐ฎ๐ญ๐จ๐ง๐จ๐ฆ๐จ๐ฎ๐ฌ ๐๐ ๐๐ง๐ญ ๐ฆ๐๐ค๐๐ฌ ๐ ๐ฆ๐ข๐ฌ๐ญ๐๐ค๐ ๐ข๐ง ๐ฉ๐ซ๐จ๐๐ฎ๐๐ญ๐ข๐จ๐ง, ๐ฐ๐ก๐จ ๐ข๐ฌ ๐๐๐๐จ๐ฎ๐ง๐ญ๐๐๐ฅ๐? ๐งต๐
Devinders1980 ๐ข retweeted
Weekly AI Fail Check is live. @Actum_AI is giving 10 USDT to the best 3 replies this week ๐
Drop the story or screenshot in the comments section below.
The best ones that explain how a โCircuit Breakerโ could have stopped it win 10 USDT. ๐
๐จ ๐๐๐๐ค๐ฅ๐ฒ ๐๐ ๐๐๐ฅ๐ฅ๐ฎ๐๐ข๐ง๐๐ญ๐ข๐จ๐ง / ๐๐ ๐๐ง๐ญ ๐
๐๐ข๐ฅ ๐๐ก๐๐๐ค!
What's the wildest mistake you saw an AI agent or bot make this week?
Reply with a screenshot or story + tag @Actum_AI! Best 3 replies explaining how an entry "Circuit Breaker" could have stopped it win 10 USDT each! ๐
Devinders1980 ๐ข retweeted
๐จ ๐๐๐๐ค๐ฅ๐ฒ ๐๐ ๐๐๐ฅ๐ฅ๐ฎ๐๐ข๐ง๐๐ญ๐ข๐จ๐ง / ๐๐ ๐๐ง๐ญ ๐
๐๐ข๐ฅ ๐๐ก๐๐๐ค!
What's the wildest mistake you saw an AI agent or bot make this week?
Reply with a screenshot or story + tag @Actum_AI! Best 3 replies explaining how an entry "Circuit Breaker" could have stopped it win 10 USDT each! ๐
Devinders1980 ๐ข retweeted
You can set limits, stops, take-profit, and recurring buys from the same place.
Supported stops rest on @Hyperliquid, @RobinhoodCrypto , @Base, @Solana even when Hub is closed.
Have you set one yet, or are you still doing it by hand?
Compose on AMA