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witness · Resources

Everything to evaluate Sakshi, in one place.

The design-partner packet, the security overview, the documentation, and the open governance models. Read them online, or download what you need to take into your own evaluation.

For your evaluation

What to share with your team

The collateral a risk, security, or regulatory team asks for when they weigh up a governance platform.

Design-partner packet

The full case: the governed-agent lifecycle, the five-module record, the regulator coverage, and what a design-partner engagement includes.

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Download PDF

Security overview

How Sakshi handles isolation and data: single-tenant in your environment, PII tokenized at ingest, and a tamper-evident chain anyone can recompute.

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Security & trust page

Regulatory evidence

How Sakshi maps to RBI MRM, DPDP, SEBI Reg 16C and IRDAI, and the signed evidence packs it produces from live decisions, clause by clause.

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Build & integrate

For the engineers

Everything to wire Sakshi into agents you already run, and the open models behind its India-calibrated governance.

Documentation

Guides, concepts, and the full API reference: register an agent, witness a decision, bound autonomy, generate evidence packs.

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SDK & MCP server

A few lines of the Python SDK, or run Sakshi as an MCP server. Middleware for OpenAI, Anthropic, Gemini, Bedrock, LangChain and LangGraph, no agent rewrite.

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sakshi-sdk · sakshi-mcp

Open governance models

The India-calibrated models behind Sakshi's PII detection, code-mixed guardrails and Indic judging, open on Hugging Face with honest evaluation cards.

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See it running before you commit

Spin up a synthetic-data sandbox and verify the chain yourself, or book a walkthrough of the full governed-agent lifecycle.