Today the team and I finally get to reveal what we've been quietly building: Constellation Gate AI, the prompt-injection defense the developer market has been missing. It works, and we have the benchmarks to prove it.
The state of AI agent security right now: prompt injection is OWASP's #1 LLM threat, attacks against AI coding agents like Claude Code and OpenClaw are increasing in the wild, and the only commercial defenses are sold as six-figure annual contracts to enterprise. If you're an individual developer or a small team running an AI coding agent, there is no AI security solution within reach.
We built Gate to fill that gap - a drop-in security layer between your AI agent and the model. It screens every request and response for prompt injection, credential leaks, and hijacked tool calls. Available self-serve and bring your own key, so it works with your existing Claude or chatGPT subscription.
The proof: we published the benchmark methodology and results today. 97.4% F1 across 16 public prompt-injection datasets. #1 on 8 of them. On the matched comparison with Lakera Guard, the leading enterprise tool, we land at 96.6% F1 to their 83.7%, with false-positive rates 6 to 17 times lower on legitimate prompts.
Read the blog post: https://t.co/zqWIRQnpT4
Sign up for early access to Gate:
https://t.co/HfGy8AmlY8
@Conste11ation #AI #OpenClaw
@Dagnum_PI Will the network upgrade have any impact on the $DAG coin? Like, will the holders will be needed to do anything about they coins regarding instance ? @Dagnum_PI
"isn't there a blockchain for that"
@joerogan on using AI for Mass surveillance and wondering about the
Traceability.
What Joe and @pmarca might not be aware of is @Conste11ation Digital Evidence. 6yrs building DoD data integrity, turned commercial last Sept. Hashes data at creation to immutable ledger.
$DAG is not listed on Nasdaq. $AIAI is.
That distinction matters because it tells you exactly what the acquisition was designed to do.
Ai² didn't acquire Constellation to give $DAG a ticker symbol. It acquired @Conste11ation to grow the real-world data activity that drives snapshot fees on the network. Week two of trading starts today.
The acquisition wasn't about getting a Nasdaq listing for $DAG. $DAG is not listed on Nasdaq. $AIAI is.
The acquisition was about something more specific: growing the real-world utility that drives snapshot fees on the Constellation Network.
Constellation has $25 million in growth capital. That capital is being deployed into products that generate data through the Hypergraph. Every data validation event on the network costs snapshot fees denominated in $DAG.
The more products, the more data, the more fees. That's the utility loop.
The products already in production tell the story.
Dor has 3,000+ thermal sensors in 2,000+ retail stores, each checking in hourly through the Dor metagraph.
Real Estate Ledger is fingerprinting property documents through Digital Evidence for homeowners, builders, and HOAs across the country.
Each product generates real data validation events on the network. Each event consumes $DAG.
Now look at what AIAI brings to the table. The holding company targets companies with at least $10 million in annual EBITDA, audited financials and proprietary technology.
They evaluate each acquisition for what they call "ecosystem contribution," meaning how much data and cross-vertical activity the company can feed back into the network. This isn't random dealmaking.
The acquisition criteria are designed to select for companies that will generate network utility once TAI and Digital Evidence are integrated.
AIAI's integration model runs in three phases.
1⃣Foundation sets up data readiness and governance.
2⃣Acceleration integrates AI into core operations.
3⃣Transformation embeds AI across every function and unlocks cross-company data flows.
As each portfolio company moves through those phases, the volume of data flowing through Constellation's infrastructure grows.
The target sectors are:
🏗️Construction
⚕️Healthcare
🏭Manufacturing
🏦Financial services
🔋Energy
🛡️Defense contracting
🪙Digital assets
Every one of those industries generates high-volume data that regulators and customers increasingly require to be auditable.
Digital Evidence provides the verification layer. And every verification event pays snapshot fees in $DAG.
The $25 million in growth capital, the CURA acquisition framework, the three-phase integration model, and the six companies already operating inside the portfolio all point in the same direction.
Growing the volume of real-world data that flows through Network and pays fees in $DAG.
The utility thesis is the acquisition thesis. They're the same thing. $AIAI $DAG
🚀 Exciting News! 🚀
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Good news for SOY Cold #Stakers! 🎉
If you've migrated before, your reserved tokens for unlocking by May 1, 2024, have been automatically migrated to SLOFI!!
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Back on track with $slofi migration. Enjoy the launch of the safest #DeFi platform with the lowest transaction fees on #CallistoNetwork. @CallistoSupport $clo
SLOFI Migration is Back!
Ready to migrate? SOY #Staking, #IDO, and $CLOE migrations are now active! 🚀
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