
Building with @DAC_CHAIN @datahaven_xyz @openmind_agi @ama_protocol
Joined February 2025
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Devinders1980 🚢 retweeted
One wallet for rewards.
Other proven wallets can still be counted.
Compose on AMA
Devinders1980 🚢 retweeted
Solana Funded is live.
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This week’s 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
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 — before talking about it.
Here is our October 2026 production snapshot. 📊🧵👇
Devinders1980 🚢 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. What’s your criteria? 💭
📜 At the data collection edge, @Actum_AI follows one iron rule:
"𝐂𝐨𝐝𝐞𝐛𝐨𝐨𝐤 𝐚𝐬 𝐋𝐞𝐠𝐢𝐬𝐥𝐚𝐭𝐢𝐨𝐧. 𝐂𝐨𝐥𝐥𝐞𝐜𝐭𝐢𝐨𝐧 𝐒𝐞𝐥𝐞𝐜𝐭𝐬, 𝐍𝐞𝐯𝐞𝐫 𝐉𝐮𝐝𝐠𝐞𝐬."
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 — 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 — 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. 🛡️
Devinders1980 🚢 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. What’s your view? 👇
📜 At the data collection edge, @Actum_AI follows one iron rule:
"𝐂𝐨𝐝𝐞𝐛𝐨𝐨𝐤 𝐚𝐬 𝐋𝐞𝐠𝐢𝐬𝐥𝐚𝐭𝐢𝐨𝐧. 𝐂𝐨𝐥𝐥𝐞𝐜𝐭𝐢𝐨𝐧 𝐒𝐞𝐥𝐞𝐜𝐭𝐬, 𝐍𝐞𝐯𝐞𝐫 𝐉𝐮𝐝𝐠𝐞𝐬."
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 — 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 — 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. 🛡️
Devinders1980 🚢 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 🚀
Devinders1980 🚢 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
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HOW TO JOIN
1⃣ Follow @FreedaoHome and @warmytoken
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3⃣ Comment under this post
📅 Winners will be announced on November 15!
Good luck, everyone!
Devinders1980 🚢 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/quadril…
Devinders1980 🚢 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! 🔥
🔍 Most AI systems log what an agent did — after the damage is done.
Actum flips the order. Every action must pass 𝟔𝐃 𝐄𝐧𝐭𝐫𝐲 𝐕𝐞𝐫𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧 at the gate, before it ever touches the ledger:
1️⃣ 𝐓𝐢𝐦𝐞
2️⃣ 𝐒𝐩𝐚𝐜𝐞
3️⃣ 𝐀𝐮𝐭𝐡
4️⃣ 𝐖𝐡𝐢𝐭𝐞𝐥𝐢𝐬𝐭
5️⃣ 𝐄𝐥𝐞𝐦𝐞𝐧𝐭𝐬
6️⃣ 𝐒𝐞𝐪𝐮𝐞𝐧𝐜𝐞
All six must pass. Miss one, and the action never enters — the Circuit Breaker trips the moment an agent steps outside the rules.
This is the gate layer of 𝐏𝐨𝐇𝐀, 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. 🛡️
Devinders1980 🚢 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. ⤵️
Devinders1980 🚢 retweeted
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