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Expert Review is how your organization brings its own domain experts into the verification stack. Specialists you invite use the expert review portal at talent.akhara.ai to audit agent runs, review hard cases, tighten tasks and rubrics, write RL environment tasks, and run RLHF evaluations against your models and agents. The task-writing pipeline (standards, authoring guidance, quality bar, and handoff into Akhara systems) is part of what you get with the Akhara solution.

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Who this is for

Experts work in domain only. If a task is outside their specialty, they decline it.

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Two work types

RLHF evaluations

Preferences, rankings, safety flags, and rationales that feed Evaluation and preference training.

Domain writing for RL

Scenarios, goals, and success criteria in specialty that become tasks in Environments.

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How expert work enters the suite

Experts produce the domain signal. Akhara packages approved work into training and eval pipelines. They do not need to run environments themselves.

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Expert path (after invite)

Your org invites the specialist. Then they:
1

Create or open an account

Sign in at talent.akhara.ai. See Create your account.
2

Complete their profile

Specialties, languages, and availability so your projects route correctly. See Setup your profile.
3

Read the work guides

RLHF evaluations and Domain writing.
4

Accept assigned project work

Invitations appear on Home. See Accept project work.
5

Set up payments if your engagement pays through the portal

Configure payouts when your org uses portal payments for invited experts.

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Policies experts must follow

Judgments and writing must be their own. Do not paste task content into external LLMs. Read Policies before submitting. Need help? Email [email protected].