We help AI-native companies deploy fleets of autonomous security agents.

United States
Joined December 2025
Enclave retweeted
Every startup needs to run this now!
Big news: Enclave is now open to everyone, and today we're launching Threat Feed. Enclave is an autonomous security team for AI-native companies: a fleet of security agents that test your code, cloud, and infrastructure the way an attacker would. We built it on a simple belief. Attackers already use swarms of cheap AI agents to probe for weaknesses around the clock, so defenders need agents of their own to keep up. A small team without a security function should be able to defend like a large one. Threat Feed is the newest piece: a live feed of new vulnerabilities, checked against your stack, so when the next big disclosure drops you know whether it affects you. This week made the case. On Wednesday, PHP2Shell, LiteLLM and Railway all disclosed security issues. PHP2Shell had sat in PHP's code for over a decade until one researcher using frontier AI turned it into a working exploit in about a week. Cloudflare saw thousands of exploit attempts in the 10 hours before disclosure and millions since. Starting today, anyone can sign up. Try it free for 14 days: enclave.ai
2
2
4
155
Enclave retweeted
Introducing Threat Feed: a live feed of new vulnerabilities, checked against your code, cloud, and infrastructure. Knowing whether a disclosure affects you should not require a security team. @EnclaveAI is now open to everyone.
Big news: Enclave is now open to everyone, and today we're launching Threat Feed. Enclave is an autonomous security team for AI-native companies: a fleet of security agents that test your code, cloud, and infrastructure the way an attacker would. We built it on a simple belief. Attackers already use swarms of cheap AI agents to probe for weaknesses around the clock, so defenders need agents of their own to keep up. A small team without a security function should be able to defend like a large one. Threat Feed is the newest piece: a live feed of new vulnerabilities, checked against your stack, so when the next big disclosure drops you know whether it affects you. This week made the case. On Wednesday, PHP2Shell, LiteLLM and Railway all disclosed security issues. PHP2Shell had sat in PHP's code for over a decade until one researcher using frontier AI turned it into a working exploit in about a week. Cloudflare saw thousands of exploit attempts in the 10 hours before disclosure and millions since. Starting today, anyone can sign up. Try it free for 14 days: enclave.ai
2
1
9
128
Enclave retweeted
Replying to @samhogan
check out @EnclaveAI
1
3
4
202
RT @talhof8: Jevons Paradox to the win. Cybersecurity is going to be the hottest job in tech!
This quoted post is unavailable.
1
7
Enclave retweeted
What a day… The future of cybersecurity is swarms. Swarms of agents attacking and swarms of agents defending. Or rather, fleets vs. swarms: Governed agents on defense, vs cheap and relentless agents on offense. Whoever coordinates faster wins.
The China state-aligned threat actor Storm-0940 used the agentic AI penetration testing framework ARTEX to automate attacks targeting hundreds of organizations globally across a broad range of industries. Microsoft Threat Intelligence assesses that Storm-0940 was responsible for the recently disclosed ConnectWise supply chain compromise of a multitenant application. msft.it/6018aakEE Our investigation found that Storm-0940's use of ARTEX accelerated the speed of compromised application abuse to authenticate to target environments through applications that had already been granted access, allowing the threat actor to operate without requiring an interactive user sign-in. AI-accelerated follow-on activity included reconnaissance, application credential changes, and attempts to modify privileges that could enable expanded or persistent access. Read our blog for a detailed analysis and indicators of compromise (IOCs), along with Microsoft Defender detections, protection recommendations, and guidance on investigating service principal sign-ins and unexpected application credential or privilege changes.
16
135
13
1,438
131,902
Enclave retweeted
Cyber is going to be one of the most profound aspects of AI. We now have a tireless workforce that can hunt down, discover, patch, or attack any system and software ever created. We will use agents to identify the long standing risks in existing systems and infrastructure. Attackers will use agents to accelerate the discovery of gaps in environments. We will equally use agents to defend attacks and discover anomalous patterns to better protect our data, and much more. We’re entering a new cyber regime, and we’ll probably use 100X more tokens on this loop than we’re imagining right now, because we can scan every log, look at every line of code, look through traffic, and process data at a scale that wasn’t comprehensible before. More than ever, enterprises are going to care deeply about how they manage their networks, systems, software, data, identity, devices, and more. Agents will largely become the solution to these challenges, but they will keep everyone up in the process.
Effective Immediately, all organizations using PHP for their systems are advised to be prepared for an update addressing two critical vulnerabilities. PHP is widely used for web applications. These vulnerabilities often provide a direct path to the server's file system or database. If an immediate update is not feasible, it is recommend that organizations take the system offline until it can be fully mitigated. NSA will follow up shortly with more specific guidance.
79
61
12
523
63,565
Enclave retweeted
Another day, another compromise. This time, LiteLLM (again!). A security report flags v1.107.0 for credential theft + an RCE loader. PyPI removed it. The report also warns about infected Docker images. Check your deployments and rotate exposed secrets! github.com/BerriAI/litellm/i…
2
3
20
925
Enclave retweeted
If you're blocked on guardrails mid-attack, you're NGMI. Use a multi-model security harness so you don't get refused the moment you actually need it!
OpenCode is currently under a sustained cyberattack, and mid-incident they ran into the same problem Hugging Face did: the frontier models they were using for defense began refusing to help fight attacking agents because analyzing the attacks started triggering safety guardrails.
12
8
3
46
3,526
Enclave retweeted
Startups: if you need help securing your systems, DM me or reply here. We'll cover your first month with $1,000 in credits.
2
7
1
23
833
Enclave retweeted
Replying to @dhh @kwilczynski
Great initiative! Happy to contribute credits for Security Code Reviews on behalf of @EnclaveAI to help secure the codebase.
1
1
5
245
Enclave retweeted
Startup companies can't afford not to care about security anymore. Their codebase is changing so fast, and it becomes huge in no time. It's always nice to see startups that didn't care about security come to us, scared. My two cents? Embrace security in a way that doesn't hold back speed, but makes you feel safer than you do now.
2
14
220
Enclave retweeted
IoT/embedded have always been hard to secure. Limited hardware, difficult to patch, and usually left running for years. Really interesting research from Anthropic on SLMs potentially running and replicating across these devices.
Anthropic's Frontier Red Team believes small AI models may now be months away from being capable of self replicating without access to a datacenter. Quoting from the blog: 'The capabilities that make AI models generally powerful coding agents also generalize to cyber tasks, including autonomous replication. Like coding agents in 2024, we’re seeing signs of life for AI worms. We don’t yet have a full rogue replicator, but agents are becoming increasingly capable of completing the individual steps in the replication chain (and passing on their adaptations to future copies of themselves). At the same time, increasing amounts of inference compute are now available both inside and outside of datacenters (see Appendix D). It’s uncertain exactly what form autonomous AI replication will take. It could be a slow, distributed “digital slime mold,” living on relatively insecure compute. It could also be a powerful cyber model that breaches datacenters at a high pace, or a model that scams people for compute credits. As a prediction that goes beyond our experiments, we expect a future awash with agents running on all types of hardware, including some that aren’t under human control. While it’s true that IoT devices have been vulnerable for a long time, lightweight agents may be much more willing than human attackers to put in the effort to compromise large fractions of the world’s IoT compute. The rise of slow replicators would also be a bellwether for more aggressive, faster ones that can breach more hardened machines or be effective API key thieves. We should aim to harden our systems to make it difficult for such replicators to spread, but also prepare to deal with a world where they are here to stay.'
1
1
13
579
Enclave retweeted
Agent swarms are going to be a core part of many enterprise workflows in the future. The ability to throw compute at problems that you can massively parallelize will be too useful to not take advantage of. Cyber will be one of the biggest beneficiaries of this as it’s a space where testing vast number of permutations of attacks (without getting tired or bored) is an incredibly useful property. You have a wide search space of possible risk vectors and you generally need to be able to chain together different scenarios to achieve the exploit. This will become one of the biggest token uses in large enterprises given the range of IT systems, software, physical infrastructure, and data that needs to be protected at all times. Super interesting times in cyber.
Every new line of code now meets a swarm of agents looking for something to exploit. Enclave’s agents run like an attacker swarm and prep the fix. Watch them in action securing a PR on Router by Enclave. enclave.ai/demo
52
24
4
196
33,781
Enclave retweeted
The next cyber arms race will be measured in GPUs 👇
Last week some of South Korea's biggest banks were hit by a cyberattack. Thanks to a report from CrowdStrike tonight, we now know the entire hack may have been done by a single person. He used a combined stack of an open-source AI penetration tool named ARTEX, DeepSeek v4.1-Flash, GLM-5.3, Grok 4.6, and Claude Code.
1
1
21
875
Enclave retweeted
Giving away $50 in platform credits to everyone who replies here in the next 24 hours! Just DM me your email so we can apply the credits to your profile.
52
6
30
1,267
Enclave retweeted
Now available on router.enclave.ai! Hacking Race benchmark results dropping soon (enclave.ai/hackingrace).
Meet Mistral Large 4, aka Le Chonk. • 1T parameters, natively multimodal. 49B active. It is the best open weights model from US or Europe on aggregated benchmarks. • State-of-the-art on critical workloads, including cyber defense, manufacturing and finance and it surpasses closed frontier models on visual grounding. • Forged in Europe end-to-end and is deployable from Europe via our own Mistral Cloud infrastructure. • Available to all via API today. Working with cybersecurity partners privately. Open weights release end of October.
3
1
1
30
2,155
Enclave retweeted
Added @abliteration_ai's cyber models: abliterated-model, abliterated-large, abliterated-large-v2. Also shipped by the team in the last 24 hours: docs, prompt-caching fixes, per-model provider locks, subscriptions, referrals, and quickstarts for OpenCode and Pi. 🚢
What should we add/improve next? Current backlog: docs, caching, and public pricing.
2
2
34
2,391
Enclave retweeted
Replying to @talhof8 @devonphp
Shipped. 🚢 Enclave Pro / Plus / Max: $20, $50 or $100 a month gets you $25, $62.50 or $125 of usage. When it's used up, you fall back to prepaid credits, so there are no surprise bills. router.enclave.ai/billing
2
3
18
398
Enclave retweeted
What should we add/improve next? Current backlog: docs, caching, and public pricing.
At @EnclaveAI, we're building the platform to protect the enterprise: an always-on security program that finds real risk, prepares the fix, and verifies the attack no longer works. Figuring out which models are best for cybersecurity is an increasingly difficult task. Open-weight models do different types of things at different levels. Some are very good at vulnerability discovery, others at exploitation, others at triage or remediation. And a new one ships every few weeks. We're announcing Enclave Router. Enclave Router allows you to deploy cyber inference for your codebase, across any harness that you want. One OpenAI-compatible API for the best cyber-capable open-weight models, benchmarked per security task, with zero data retention. We're giving you $100 free to start using it, just reply here or DM me. router.enclave.ai
8
3
1
27
4,824
Enclave retweeted
At @EnclaveAI, we're building the platform to protect the enterprise: an always-on security program that finds real risk, prepares the fix, and verifies the attack no longer works. Figuring out which models are best for cybersecurity is an increasingly difficult task. Open-weight models do different types of things at different levels. Some are very good at vulnerability discovery, others at exploitation, others at triage or remediation. And a new one ships every few weeks. We're announcing Enclave Router. Enclave Router allows you to deploy cyber inference for your codebase, across any harness that you want. One OpenAI-compatible API for the best cyber-capable open-weight models, benchmarked per security task, with zero data retention. We're giving you $100 free to start using it, just reply here or DM me. router.enclave.ai
30
15
2
184
59,385