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
AIAI Holdings' Constellation Network Unveils Gate AI Security Gateway and Performance Benchmarks Ahead of June Launch
We benchmarked Gate AI across 16 public prompt-injection datasets. Ranked #1 on half. 53ms median latency. 6-17x fewer false positives than Lakera Guard on benign traffic. One global threshold, no per-dataset tuning.
https://t.co/zhhaNZcV3B
While everyone focuses on frontier model development, the local model race keeps making major gains.
Models of this size can easily fit on most consumer hardware with reasonable performance and zero subscription cost.
We’re seeing more useful AI that people can actually own, run, and build around every day.
Meet Gemma 4 12B!
A unified, encoder-free multimodal model designed to bring high-performance intelligence directly to your laptop, and released under an Apache 2.0 license.
Bridging the gap between edge efficiency and advanced reasoning. Here is what’s new with Gemma 4 12B: 👇
@arca_wallet (by @Conste11ation) is live. Send, save, and spend dollars from your phone, then verify once and tap a growing network of partner apps from the same wallet.
@labs_compass powers the DeFi layer. Congrats to the Arca team!
We built Arca Wallet as a self-custodial dollar wallet. But the marketplace turns it into something bigger. Verify once, unlock a growing network of partner apps from the same place you hold and send money. Live now on iOS and Android.
https://t.co/V9PR2OimSo
AI has crossed a threshold and knowledge work will never be the same. Last week we announced Gate AI, drop-in security and token savings for any agent.
Here's why we built it:
https://t.co/yWPksOMnCo
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
AIAI Holdings' Constellation Network Unveils Gate AI Security Gateway and Performance Benchmarks Ahead of June Launch
We benchmarked Gate AI across 16 public prompt-injection datasets. Ranked #1 on half. 53ms median latency. 6-17x fewer false positives than Lakera Guard on benign traffic. One global threshold, no per-dataset tuning.
https://t.co/zhhaNZcV3B
Wow - the Alibaba team continues to deliver at rapid pace. Qwen3.6 is already the most balanced cost-to-intelligence model series available to open source. It also powers most of the consumer AI features offered by Silicon Valley today 👀
I’m excited to give 3.7 Max a try.
📣Meet Qwen3.7-Max — our latest flagship, made for the Agent Era.
A versatile foundation for agents that actually get things done:
🧑💻 Coding agent, end to end. Frontend prototypes, multi-file refactors, real debugging — nails it.
🗂️ A reliable office and productivity assistant. Get your work done through MCP integrations and multi-agent orchestration.
⏱️ Long-horizon autonomy. 35 hours straight on a kernel optimization task — 1,000+ tool calls, zero hand-holding.
🔌 Scaffold-agnostic. Claude Code, OpenClaw, Qwen Code, or your own stack. Consistent reliability everywhere.
API's up on Alibaba Model Studio. You can also take it for a spin on Qwen Studio.
Go build something wild!🏃🏃♂️
📖 Blog: https://t.co/y3AupX3Pa0
✅ Qwen Studio: https://t.co/qpTnrCBjWt
⚡️ API:https://t.co/0sys00osKn
AIAI Holdings Corporation highlights Constellation Network. Constellation Network is a technology company that includes a Layer 1 blockchain, enabling AIAI to expand its portfolio into blockchain-enabled infrastructure.
Read more here: https://t.co/gxbuQrwz5O
⚠️Phishing alert. A fake email is circulating from with a "Claim $DAG" button. This is not from us. There is no $DAG rewards program. There is no community airdrop. Constellation Network will never ask you to connect your wallet to claim tokens. Do not click. If you received this email, delete it.
While I love Claude Code, I think the writing is on the wall that the subsidies won’t last forever. They continue to exclude “undesirable” usage patterns from their service.
Innovation will thrive elsewhere.
Luckily, there are a ton of great providers out there! Shout out to Codex for not playing these games but open source and local LLMs are really the ones to watch 👀
Starting June 15, paid Claude plans can claim a dedicated monthly credit for programmatic usage.
The credit covers usage of:
- Claude Agent SDK
- claude -p
- Claude Code GitHub Actions
- Third-party apps built on the Agent SDK
True adoption happens when the technology fades into the background.
@arca_wallet is a stablecoin wallet for the masses that requires no prior crypto knowledge to use.
Most crypto apps feel like a technical chore. That’s because builders are forced to juggle infrastructure instead of perfecting their product.
This is why we build.
We’re proud to see @arca_wallet using ZeroDev and @Privy to turn complex onchain hurdles into a flow that feels inescapably normal.
Stop managing gas and chains. Start building what you couldn’t before.
We started closed testing for @arca_wallet yesterday.
Honestly the biggest thing so far has been seeing people who normally get scared away by crypto wallets actually use it without needing help.
Still early, but feedback has been great so far.
Shoutout to @privy_io, @labs_compass and @zerodev_app for the amazing service that is enabling this smooth experience!