Your judgment, at the scale of intelligence.
Instill Integrity with your preferences. It steers and guides your systems as they work, on any model: cloud, sovereign or edge.
Team from
Mission
Alignment is critical infrastructure for autonomous systems that act without human supervision, from software agents to machines in the physical world.
01 / Integrity
Steer and guide your systems at every progression.
Instill your preferences once. That judgment persists, steering each step at ingress, reasoning, action and release.
Meet Integrity02 / Platform
Four surfaces, one product.
- 01 · Runs
Every run, step by step.
- Each step judged as it happens
- Every correction kept with its reason
- 02 · Steering
The smallest fix that keeps work going.
- Corrects the step instead of stopping the run
- Holds only when no safe fix exists
- 03 · Grading
Your standards, in your words.
- Rubrics weighted clause by clause
- Hard lines that never move
- 04 · Improvement
Every review sharpens the next version.
- Tested on your held-out runs first
- You switch it on, and can roll it back
03 / Architecture
Run-time assurance, rebuilt for long-horizon work.
Inspired by run-time assurance in autonomous aircraft, Integrity sets expectations for desirable behavior and steers each step back to them.
Your agentRuns its task and tools, as today.
Integrity gatewayJudges each step and steers it mid-run.
Steer modeAny model, any providerOpenAI, Anthropic, Azure or your own.
Request
IngressAllowed
Intent verificationDoes the request match the task this agent is authorized to do?Forwarded unchanged
To the model
Corrected response
ReasoningAllowed
Assessment and steeringIs the plan drifting from your intent, and what is the smallest correction?ActionSteered
Tool integrityIs this tool call, with these arguments, one you would allow?ReleaseAllowed
Claim verificationIs every claim supported by what the agent actually saw?Proposed response
Your agentRuns its task and tools, as today.
Request
IngressAllowed
Intent verificationDoes the request match the task this agent is authorized to do?Forwarded unchanged
Any model, any providerOpenAI, Anthropic, Azure or your own.
Proposed response
ReasoningAllowed
Assessment and steeringIs the plan drifting from your intent, and what is the smallest correction?ActionSteered
Tool integrityIs this tool call, with these arguments, one you would allow?ReleaseAllowed
Claim verificationIs every claim supported by what the agent actually saw?Corrected response, back to your agent
04 / Connect
Any model, any endpoint. Gateway first, SDK for depth.
Point your model client at the gateway. No code changes. Cloud, sovereign or edge.
- Bring any provider.
- OpenAI, Anthropic, Azure, open-weight or your own.
- Your model stays yours.
- Weights, prompts and provider stay as you chose them.
- Compiler, verifier, intervention.
- Compile preferences, verify each step, steer it back.
- Your teacher, your key.
- Runs graded on your rubrics by a model you choose.
$ pip install "openai>=3.14.1"
import os
import uuid
from openai import DefaultHttpx2Client, OpenAI
# Upstream: https://router.huggingface.co/v1 (set on the deployment)
client = OpenAI(
api_key=os.environ["HF_TOKEN"],
base_url="https://integrity.triage-sec.com/v1",
default_headers={"x-triage-api-key": os.environ["TRIAGE_API_KEY"]},
http_client=DefaultHttpx2Client(follow_redirects=False),
max_retries=0,
)
response = client.chat.completions.create(
model="Qwen/Qwen3.8-27B",
messages=[{"role": "user", "content": "Draft a two-sentence reply to a customer asking where their order is."}],
max_tokens=512,
extra_headers={
"x-triage-session-id": "order-4821", # one ID per task or conversation
"Idempotency-Key": uuid.uuid4().hex, # a new ID per request
},
)
print(response.choices[0].message.content)
05 / SecurityTrust Center
Built for the teams who answer for the system.
- Start in Guide
- Guide mode records what Integrity would do and changes nothing.
- Your judgment stays yours
- Private to your tenant. Never reused across customers.
- Encrypted throughout
- HTTPS in transit. AES-256-GCM for credentials and session content.
- Scoped access
- Every request is bound to its organization, project and session.
- Versions you approve
- You switch each version on, and can roll it back.
- Deployment and assurance
- Managed or self-hosted. SOC 2 Type II readiness is in progress.
06 / ResearchView all articles
Research.
- INCIDENT ANALYSIS · COLLECTIVE EMERGESNo. 04[Research]Objective Compression and the Emergence of an Unauthorized Agent CollectiveTriage Research · Sep 14, 2026
- ESSAY · TAXONOMY DISSOLVESNo. 01[Research]Limitations of Heuristics in the Convergence on CognitionNikhil Srivastava, Sarang Goel, Zohaib Shaikh · May 12, 2026
- STUDY · MODEL EXTRACTIONNo. 02[Research]$100 and 5,000 Queries: Replicating a Production AI Classifier from Its Own APINikhil Srivastava · Mar 15, 2026
07 / Questions
Answers, in advance.
08 / Contact
Intelligence will keep scaling. Human judgment should scale with it.
Tell us what your systems do. We will show you Integrity on a workflow like yours.