
Building AI-evaluated community rewards & loyalty platform for Web3 & consumer brands. Built on @monad Live pilot now with @The10kSquad → 30K $MON prize pool.
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Joined November 2025
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Congratulations to the @the10kSquad holders who participated in the Community Spotlight.
Week 1 results were 🔥
352K+ impressions
+813% reach
83% positive sentiment
AI-evaluated. Fair rewards. On-chain.
Real community signal.
Week 2 is live →
constellationhub.xyz/10ksqua…
Progress has always belonged to the people willing to build before there was proof.
Founders.
Engineers.
Creators.
Community builders.
🎇Happy 4th of July🎇 to everyone shipping the future.
🤖 Made with AI
Another massive week at Constellation.
Two weeks ago we went agentic. This week the system showed it compounds.
Four client deployments. One architecture.
Each deployment makes the platform stronger.
@constella_ai is becoming the AI brand intelligence layer 📡
You don't celebrate the pass. You celebrate the GOAL.
Months of building the loop by hand. Weeks of finding the failure modes. Hours of locking the guardrails.
This week the ball went in.
Constellation's operating model went agentic. Seven invokable skills. A read-only reviewer agent. Agent guardrails enforced in code. One architecture, four deployments.
Content production up next.
Keep going @USMNT! ⚽️
Constellation's thesis: extract signal from noise.
Communities. Transactions. Relationships. Now enterprise operations.
Same operating model. Same wedge. Second paying client.
The architecture travels. 📡
“Exploring On-Chain Engagement” at @Hedera Con highlights a key shift
Engagement systems are evolving from:
- platform-specific metrics
- isolated campaign reporting
toward:
- multi-signal attribution across social, on-chain and commerce
- persistent identity layers
programmable incentive distribution
The challenge is not generating activity
It is resolving identity, measuring contribution quality and linking that to outcomes ✨
Consensus gets the aesthetic right.
The alignment goes deeper.
One of the most engaging and forward-looking conferences in web3!
See you in Miami.✨✨
The LiteLLM supply chain attack exposed a simple truth:
Code runs because it’s trusted.
Not because it was approved.
That changes how systems should be built.
Tighter environments.
Constrained dependencies.
Observable execution.
These are no longer best practices.
They are requirements.
GPT-5.5 and workspace agents make one thing clear:
Agents are no longer isolated tools.
They are orchestrating workflows across systems.
The challenge shifts from “can it do the task”
to “can we verify and coordinate what it does.”
Brands used to manage one relationship at a time.
Now contribution comes from every direction.
Customers. Creators. Community. Agents.
All shaping outcomes.
All needing to be measured, verified and coordinated.
That’s the layer we’re building.
✦ Constellation ✦
Claude devs stay shipping. Impressive.
Free use of bug-hunting agents for Pro and Max users.
🚢 🚢
Shipping and iterating with @Constella_ai. It's been incredible building alongside fellow passionate and dedicated founders.
Thanks DeltaV, @pareen and team!
Capital is the easiest signal to track.
Behavior is harder.
$337M+ moving to @monad shows where liquidity is going.
The next layer is understanding who is contributing and why.
That is where real signal emerges.
Onward and upward!
Monad Foundation is subsidizing dedicated signing laptops for protocol teams with $2.5M+ TVL. The device you use for calls and browsing should never touch multisig keys. Security architecture matters more than clever code.
Introducing the Monad dedicated device subsidy program
Monad Foundation will be subsidizing the cost of dedicated signing laptops, for multisig, treasury, and other critical operations, to all protocol teams with at least $2.5M of TVL on Monad.
Your signing machine should NEVER be the same as the one you use for everyday browsing, coding, or taking calls.
Details below:
Constellation Proof of Velocity - Week 7
6 week streak | 6 ships
Win: Week 3 of Web2 consumer deployment. Shipped Phase 1 social content agent ingesting FB, IG and Amazon signals with brand guardrails; human-optimized outputs drove +157% WoW sales. Content pipeline now feeding Shopify Plus.
Ask: Do you have recommendations for platforms supporting conditional influencer payments, or should we build agent-triggered payouts natively within Constellation?
Building in public with @DeltaV_xyz
Constellation Proof of Velocity - Week 6
5 week streak | 5 ships
Win: We built an Influencer scoring engine and Amazon SEO audit agent for a Web2 brand.
Researching agentic payment rails - deploy on @monad for 10K+ TPS reward distribution.
Building in public w/ @DeltaV_xyz
Agents now drive over 50% of AI usage.
We’re seeing it firsthand:
AI agents coordinating execution
evaluating content
measuring impact and contribution
AI is becoming infrastructure.
Invisible, but driving everything. ⚡️
Ship update for @DeltaV sent.
Team check-ins done.
Client #2 ready to deploy->
Building UGC + influencer AI agents
Onward 🚀
A few months ago getting real-time stock feeds in an app required hundreds of dev hours and a costly API stack.
Now it is native.
Everything is moving up the stack.














