Stardust

Our first open-weights model trained specificallyfor security research

Featured: STARDUST FLASH-01 · Security Intelligence

440+AI Models

8Free Models

-On Discount

1API Key for All

✦ Open-Weight Intelligence✦ Cybersecurity Research✦ STARDUST Flash-01✦ Digital Art Collections✦ Developer Infrastructure✦ Open-Weight Intelligence✦ Cybersecurity Research✦ STARDUST Flash-01✦ Digital Art Collections✦ Developer Infrastructure✦ Open-Weight Intelligence✦ Cybersecurity Research✦ STARDUST Flash-01✦ Digital Art Collections✦ Developer Infrastructure✦ Open-Weight Intelligence✦ Cybersecurity Research✦ STARDUST Flash-01✦ Digital Art Collections✦ Developer Infrastructure

//01 · AI MODEL HUB

Infinite Intelligence

Hundreds of models from OpenAI, Anthropic, Google, DeepSeek and more behind one Stardust key, paid models below list price, plus free models to start.

10 models9 free0 on discount

COMING SOON

STARDUST FLASH-01

STARDUST Labs

FlagshipFeaturedSpecialized

Flagship security-intelligence model for focused investigations, code analysis, tool-assisted exploration, and exploit verification in controlled environments.

Context

Params

320B MoE

License

Open Weights (MIT)

Input /M

TBA

Output /M

TBA

Cache read /M

TBA

API

FREE

Big Pickle

Stealth Lab

Coding

Stealth model, free for a limited time while its team collects feedback.

Context

Params

License

Free tier (limited time)

Input /M

Output /M

Cache read /M

Profile API

FREE

GLM-5.3-Flash Free

Z.ai

CodingOpen-Weight

Free tier of GLM 5.3 Flash. Zero-retention provider, not used for training.

Context

Params

License

Free tier (limited time)

Input /M

Output /M

Cache read /M

Profile API

FREE

DeepSeek V4.1 Flash Free

DeepSeek

ReasoningOpen-Weight

Free tier of DeepSeek V4.1 Flash. Zero-retention provider, not used for training.

Context

Params

License

Free tier (limited time)

Input /M

Output /M

Cache read /M

Profile API

FREE

Beam Free

Beam

Coding

Free for a limited time. Not used for training, retained 30 days for safety.

Context

Params

License

Free tier (limited time)

Input /M

Output /M

Cache read /M

Profile API

FREE

Flint 40B Free

Flint

Coding

40B model, free for a limited time while its team collects feedback.

Context

Params

License

Free tier (limited time)

Input /M

Output /M

Cache read /M

Profile API

stardustllm.xyz/flash/findings/f-041

Findings /F-041Collateral priced from live pool reserves

EVM · forked chainHigh1/11

Collateral priced from live pool reserves

contracts/Lending.solRoot cause

118function collateralValue(address user) public view returns (uint256) {

119 (uint112 r0, uint112 r1, ) = pair.getReserves();

120 uint256 price = (uint256(r1) * 1e18) / r0;

Flash-01

Collateral is priced from the pool's live reserves. One large swap in the same transaction moves that price, so a borrower can inflate their collateral and borrow far more than it is worth.

121 return (collateral[user] * price) / 1e18;

122}

test/Lending.t.solPoC

Flash-01

Skews the pool on a local fork, borrows against the inflated price and ends up with over five times the fair limit.

44vm.startPrank(borrower);

45pool.swap(0, 900_000e18, borrower, "");

46lending.borrow(lending.maxBorrow(borrower));

47assertGt(debt.balanceOf(borrower), fairLimit * 5);

contracts/Lending.sol+2−2

− (uint112 r0, uint112 r1, ) = pair.getReserves();

− uint256 price = (uint256(r1) * 1e18) / r0;

+ uint256 price = oracle.twap(address(pair), 30 minutes);

+ require(oracle.age(address(pair)) < 1 hours, "stale price");

Reproduced in sandboxFix draftedAudit trail attached

Code Analysis

Repository-scale static reasoning: dataflow tracing, sink discovery, and patch-diff review at machine speed.

Focused Investigations

Scoped threat-hunting sessions with hypothesis tracking, evidence chains, and reproducible findings.

Tool-Assisted Exploration

Native tool-use loop: sandboxed shells, debuggers, fuzzers, and HTTP clients orchestrated by the model.

Exploit Verification

Controlled PoC execution inside isolated environments with strict scoping and full audit trails.

Attack Surface Analysis

Continuous mapping of exposed endpoints, dependencies, and trust boundaries across your stack.

Defensive Security

Detection engineering, remediation guidance, and hardening plans derived from real attack paths.

Scope

Authorize targets, lock environment

Explore

Tool-assisted surface mapping

Verify

Sandboxed PoC reproduction

Report

Reproducible findings + fixes

Explore FLASH-01 Research Workflows

//03 · SECURITY RESEARCH

Attack & Defense

A dedicated cybersecurity research hub covering Web2, Web3, smart contracts, infrastructure, and application security: research articles, technical insights, and educational resources from both sides of the wire.

Offense

The Attacker

Think like the adversary. FLASH-01-driven workflows that probe, map, and break systems. Always authorized, always controlled, always documented.

Reconnaissance & surface mapping
Vulnerability discovery
Adversarial analysis
Authorized penetration testing

Run offensive workflows

Defense

The Defender

Hold the line. Turn attack intelligence into detection, resilient architecture, and hardening that survives contact with real adversaries.

Threat detection & hunting
Incident response
Secure architecture
Vulnerability remediation

Run defensive workflows

//04 · DIGITAL ART

Attacker × DefenderCollections

Premium collectible NFT artwork born from the eternal conflict. Cinematic characters, cosmic environments, and machine-age iconography. Rarity-graded, provably owned.

Explore Digital Art

ATTACKERMYTHIC

ROP Reaper

2,000 limited mint

ATTACKERLEGENDARY

Omen Warlord

3,000 limited mint

ATTACKEREPIC

Thornveil Warden

7,500 limited mint

ATTACKERRARE

Hexram Seer

15,000 limited mint

ATTACKERUNCOMMON

Grim Centurion

25,000 limited mint

ATTACKERCOMMON

Cipher Wraith

47,500 limited mint

Rarity Distribution

Six tiers, one fixed supply

100,000

fixed supply · 100%

COMMON

47.5%

1 in 2

Supply47,500

Traits1

UNCOMMON

25%

1 in 4

Supply25,000

Traits2

RARE

15%

1 in 7

Supply15,000

Traits3

EPIC

7.5%

1 in 13

Supply7,500

Traits4

LEGENDARY

1 in 33

Supply3,000

Traits5

MYTHIC

1 in 50

Supply2,000

Traits6

//05 · DEVELOPER PLATFORM

Build with Stardust

API access, SDKs, documentation, and inference infrastructure: everything you need to integrate STARDUST models into your own stack and start building in minutes.

stardust-api · Python

import os
from openai import OpenAI

client = OpenAI(
  base_url="https://api.stardustllm.xyz/v1",
  api_key=os.environ["STARDUST_API_KEY"],
)

# free models: glm-5.3-flash-free · big-pickle · … (GET /v1/models)
response = client.chat.completions.create(
  model="stardust/flash-01",
  mode="deep-scan",  # quick-scan · fuzz · exploit
  messages=[
    {"role": "user",
     "content": "Trace this endpoint for IDOR vectors"}
  ],
)

print(response.choices[0].message.content)

One Key, Every Model

A single OpenAI-compatible surface routes to every model on the hub. Plug it into aider, Continue, or any OpenAI-compatible CLI and ship.

Documentation & Guides

Quickstarts, API references, and technical playbooks for investigations, code analysis, and agent workflows.

SDKs & Integrations

Official Python and TypeScript SDKs, plus copy-paste examples for every major stack and framework.

Inference & Deployment

Managed inference with autoscaling, or bring open weights to your own infrastructure. Your call.

Start Hunting Read the Docs

Free tier includes open-weight models. No card required.

//06 · COMMUNITY & RESEARCH

Build Beyond

Collaboration opportunities, community initiatives, and open research. Connect with the people shaping what comes next, and build it with them.

Who's Here

AI developers, security researchers, Web3 builders, and digital creators. One community across every discipline the ecosystem touches.

Open-Weight Exploration

Shared evals, safety notes, and community fine-tunes. Research in the open, by default. Fork what we publish, push what you find.

Publications & Discussions

Research publications, ecosystem updates, and technical discussions moderated by the core STARDUST research team.

github.com/stardust-llm

Open-weight releases, eval harnesses, and research notebooks, public by default.

Join the Community