Adverserial AI Enter platform
SPECIALIZED CYBER INTELLIGENCEADVERSERIAL AI / CYBERSECURITY MODELS
CyberKimiCyberGLM

Intelligence.
Engineered
for cyber.

Two models, fine-tuned for cybersecurity.
Understand the adversary. Build a stronger defense.

Conceptual silver photonic processor with sweeping precision waveguides across a low graphite substrate
01 / SPECIALIZED REASONING
PHOTONIC CIRCUITS / CONCEPTUAL STUDY

Frontier-scale reasoning.
Focused on the work that matters.

Explore the system
CYBERKIMI / MODEL SPECIFICATIONS
MODEL PARAMETERS2.78T
ACTIVE PER TOKEN104B
CONTEXT WINDOW1M

CyberKimi.
Deep context.
Operational clarity.

01 / THE TECHNOLOGYPURPOSE-BUILT REASONING

Scale is the foundation.
Specialization is the difference.

CyberKimi and CyberGLM are both fine-tuned for cybersecurity. Two specialized models for the code, the evidence, and the decisions that define security work.

MODEL ARCHITECTURE01—A

Two models.
A shared discipline.

Choose CyberKimi or CyberGLM for specialized cybersecurity reasoning, from security context to actionable analysis.

CONCEPTUAL WORKFLOW · NOT A LIVE SESSION

Conceptual macro study of densely machined silver interconnects and graphite channels
ENGINEERED FOR CONNECTION

Every detail.
In context.

01 / DOMAIN SPECIALIZATION

Security is the discipline.

Model ablation and cyber tuning, informed by investigations, research, and operational playbooks.

02 / PRIVACY BY DESIGN

Your evidence stays yours.

No GPU request logs. No training on customer prompts. Sensitive analysis belongs to your team.

03 / CONTINUOUS DEVELOPMENT

Progress you can examine.

From domain tuning toward reinforcement learning in verifiable security environments.

02 / OPERATIONAL CAPABILITIESTWO MODELS. BOTH PERSPECTIVES.

Reason through
the entire operation.

DEFENSIVE INTELLIGENCE

From signal to understanding.

Connect the evidence. Understand the behavior. Give your team a clearer path to response.

01

Detection engineering

Translate suspicious behaviors into Sigma, YARA, and KQL.

02

Incident response

Reconstruct the sequence. Plan containment and recovery.

03

Threat hunting

Turn threat intelligence into testable hypotheses.

CYBERKIMI + CYBERGLMEXAMPLE WORKFLOW
START WITH A QUESTION

Review the authentication events from this incident. Identify the sequence of suspicious activity, explain the evidence, and propose a focused detection strategy.

DEFINE THE OUTPUT
Evidence timelineDetection logicResponse priorities
Open your workspace
03 / PERFORMANCE & EVIDENCECYBERKIMI / PUBLISHED RUNS

Capability should
come with evidence.

Open the CyberPVP evidence
CYBERPVP / CYBERGYM100-TASK COMPLETED RUN
97%

97 / 100 tasks solved
A completed, same-budget CyberPVP match. Three tasks reached a token or iteration limit.

SOLVEDNOT SOLVED
Inspect the sanitized traces
EXPLOITBENCH / V8CVE-2024-6100

16 of 16
capabilities verified.

CyberKimi ExploitBench V8 grader16/16
Recorded evaluation ladder three-day campaign50runs

The published campaign records the score progression from 2 to 16. ExploitBench assesses V8 d8; this result demonstrates renderer-equivalent V8 exploitation and does not claim a browser sandbox escape.

Sources: CyberPVP evidence repository · ExploitBench evidence package · Results published September 2026.

04 / DEVELOPER EXPERIENCEBUILT TO FIT YOUR ENVIRONMENT

Your tools.
A new level
of intelligence.

Bring specialized cybersecurity reasoning to your tools with CyberKimi or CyberGLM. See the documentation for model IDs and integration details.

  1. 01Fund your prepaid wallet
  2. 02Create an API key
  3. 03Connect your client
Read the documentation
PYTHON / CYBERKIMI EXAMPLE
# Connect to specialized cyber reasoning.
import os
from openai import OpenAI

client = OpenAI(
    base_url="https://api.adverserial.ai/v1",
    api_key=os.environ["CYBERKIMI_API_KEY"]
)

result = client.chat.completions.create(
    model="lordx64/cyberkimi",
    messages=[{
        "role": "user",
        "content": "Help plan a threat hunt."
    }]
)

print(result.choices[0].message.content)
05 / MEMBERSHIPSCYBERKIMI + CYBERGLM · CHAT + API

Built for the work ahead.
More room when it matters.

Included weekly credit, priority member support, and higher plan limits for serious security work.

CyberKimi + CyberGLM · chat + API Included weekly credit + higher plan limits Paid overages only with opt-inPrefer pay-per-use?
Member access

FOOTHOLD

A way in.

$20/ month

For focused exploration with included weekly credit.

Subscribe
5usage credits / week

≈ $22 of PAYG usage per average month

Daily credit limit
5 credits
Output per day
75K tokens
Output per week
250K tokens
Concurrent generations
1

Member support

Highest member limits

G0DMOD3

More room to operate.

$200/ month

For sustained security work with the highest included credit and plan limits.

Subscribe
60usage credits / week

≈ $260 of PAYG usage per average month

Daily credit limit
60 credits
Output per day
750K tokens
Output per week
3M tokens
Concurrent generations
2

Priority member support

Included weekly credit, priority member support, and higher plan limits. Monthly equivalents use 52 weeks ÷ 12 months. Allowances are issued weekly; unused credits do not roll over.

USD / BILLED MONTHLY
01 / THE ALLOWANCE

One credit. One dollar of usage.

One usage credit = $1 at CyberKimi PAYG rates: $4 / 1M uncached input, $0.40 / 1M cached input, and $20 / 1M output. Output, including reasoning, consumes credits and counts toward output limits. Daily and weekly limits both apply.

02 / MEMBER ACCESS

Priority support. Higher limits.

Membership includes priority member support and the limits shown on your plan. Daily limits reset at 00:00 UTC. Weekly limits reset every seven days from activation, with no rollover. CyberKimi supports up to 1M total context tokens, including input and output. Memberships cover CyberKimi and CyberGLM in chat and the API. Both models share the same credit, output and concurrency limits; usage consumes credits at each model’s PAYG rates.

03 / EXTRA ROOM

Keep going. On your terms.

After an included credit or output limit, wait for the reset or opt into paid usage. Top up $10, $25, $50, or $100 at public PAYG rates, with no member discount. Concurrency limits still apply. Membership allowances and paid wallet funds stay separate.

06 / PAY-PER-USEONE WALLET. PAY FOR TOKENS.

Power on demand.
Nothing on repeat.

One prepaid wallet. No subscription required.
Pay only for the tokens you use.

CYBERSECURITY MODEL / 01

CyberKimi

Fine-tuned for cybersecurity.

Input tokens
$4/ 1M tokens
Cached input
$0.40/ 1M tokens
Output tokens
$20/ 1M tokens
CYBERSECURITY MODEL / 02In development

CyberGLM

Cybersecurity-focused. Actively being refined.

Input tokens
$2/ 1M tokens
Cached input
$0.20/ 1M tokens
Output tokens
$10/ 1M tokens
CYBERSECURITY MODEL / 03

CyberSeek

Coming soon

A new addition to the cybersecurity model lineup.
Access and pricing will be announced at launch.

THE NEXT STEP IN YOUR SECURITY WORKFLOW

Put intelligence
into operation.

Specialized reasoning.
Built for the people who defend.

Explore the models
ADVERSERIAL AI
PROGRAM MEMBER
ENGINEERED FOR CYBER.

Before you continue

Clear responsibilities.

Use the models only for lawful, authorized activity. Review generated output before acting.

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