Coherence engine

In development

A coherence engine for messy investigations.

AVA OS takes agent traces, incident notes, logs, eval failures, and hypotheses and pulls the mess into coherence: a structured belief model of claims, probabilities, constraints, and the next best question to ask. In plain language, it is a workspace for figuring out what probably happened when an AI agent or production system fails.

Paste the mess. Leave with a belief you can branch.

AVA OS converts ambiguous evidence into structured beliefs, testable claims, and next best investigation paths.

What it does

Turn scattered context into a belief you can inspect.

01   The claim graph

The claim graph

Paste messy investigation context and AVA generates a graph of claims, the evidence behind each one, and how they support or contradict each other.

Input
Traces, logs, notes, evals
Output
A structured claim graph
02   Belief projection

Belief projection

AVA projects a coherent belief state across the graph, so you can see what is probably true, what is still uncertain, and where the evidence is thin.

Reads
Probabilities and constraints
Output
A coherent belief state
03   Branchable hypotheses

Branchable hypotheses

Branch an alternate explanation, change one assumption, and compare what moves. Investigations stay legible because every branch keeps its own reasoning.

Action
Branch and compare
Keeps
Reasoning per branch
04   The Oracle copilot

The Oracle copilot

Ask the Oracle what evidence to collect next. It reads the current belief state and points you at the question most likely to resolve the investigation.

Asks
What to collect next
Audience
Investigators and on call

Who it is for

Built for the teams stuck with ambiguous failures.

01

Paste the context

Drop in traces, incident notes, Slack threads, and eval failures. AVA OS does not need them clean.

02

Project a belief state

Generate the claim graph, see what coheres, and branch the explanations worth testing.

03

Ask what is next

The Oracle names the next best piece of evidence, so the investigation moves instead of stalling.

AVA OS

Figure out what probably happened, together.