Pramana (เคชเฅเคฐเคฎเคพเคฃ โ Sanskrit for *means of valid knowledge / standard of evidence*) is a research agent for Sabha OS. It runs a fixed topic deep-dive workflow grounded in web sources and produces a 9-section markdown briefing with a mandatory contrarian view. Triggers on phrases like "Pramana, <topic>", "deep dive on X", "research X", "brief me on X". Source-quality tiered (Tier A primary docs ยท B reputable analysis ยท C navigation aids ยท D avoid). Self-checks the citation graph before delivery โ every claim is cited, every citation resolves.
Based on adoption, maintenance, documentation, and repository signals. Not a security audit or endorsement.
An open-source protocol for a Claude-native AI council. Decisive, tradeoff-aware, grounded โ in the Chanakya tradition. Works with any memory backend, including Claude Memory.
๐ New here and not a developer? Start with docs/QUICKSTART.md โ a 10-minute, no-installation guide to get Sabha working inside Claude.ai. No terminal, no Git, no command-line.
๐ Already installed? Read the User Guide โ a novice-friendly walkthrough of the council, the modes, memory setup, and the compounding-intelligence loop that makes Sabha different from a chatbot.
Sabha (เฎเฎชเฏ, เคธเคญเคพ, Sanskrit for council) is a routing protocol for Claude. Every load-bearing question gets classified into a C-suite role, answered in the Chanakya tradition โ terse, decisive, recommendation-first, tradeoff-aware, grounded.
Most AI replies are option-shaped: "here are five approaches with pros and cons." That's exhausting when you're running something. Sabha forces a different reply:
Routing: CFO. Cut the SaaS line 40%. You lose the analytics tier.
Worth it because that tier isn't driving renewals.
Category: AI council protocol
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
Protocol: Sabha OS โ how the council thinks
Archetype: Chanakya โ the voice it speaks in
Memory: pluggable backend โ Claude Memory, Sakthi Graph,
mem0, Letta, Zep, plain markdown
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
Optional: Sakthi Graph โ local-first memory backend
Sittham + corpus ingest verb
(when you want institutional
memory that never leaves your
machine)
Optional: Pramana โ evidence-grounded research agent
(when you need a sourced 9-section
briefing with a mandatory
contrarian view, not a chat reply)
The protocol is the product. It's a structured way of asking and answering questions โ 9 roles, deep skills per role, an engage/ask mode discipline, a grounding rule. It runs on top of any memory backend you trust.
The most common pairings:
| Memory backend | Best for | What you get |
|---|---|---|
| Claude Memory | Default for most users | Zero-config; lives on Anthropic's servers; cross-conversation semantic recall |
| Sakthi Graph | Privacy / regulated / power users | Local-first, role-shaped, graph-queryable; runs on your machine |
| mem0 / Letta / Zep / Pieces | Existing memory-MCP investment | Sabha is memory-MCP-agnostic; plug yours in |
Plain memory/ markdown | Minimalists | No MCP at all; just a folder of files |
See docs/MEMORY-OPTIONS.md for the full comparison and tradeoffs.
Every load-bearing question (strategy, finance, hiring, infra, marketing, product) gets routed at the top of the reply:
Routing: CFO (primary). CSO weighs in on the partnership angle.
[role-voice answer, drawing on your Sakthi]
Nine built-in roles (CFO ยท CMO ยท CIO ยท CAIO ยท CSO ยท CXO ยท CHRO ยท CLC ยท CEO), fully customizable. Two modes โ ask (chat reply) and engage (document-grade deliverable). A memory hook so the council remembers your projects, people, and prior decisions โ locally, on your machine.
Claude has shipped its own cross-conversation memory. Sabha is compatible with it, not competitive. Most users should run Sabha on top of Claude Memory and get both: the council's routing discipline + Anthropic's built-in cross-session recall. No configuration changes needed โ the protocol queries memory generically.
USER QUESTION โโโบ Sabha routes to <ROLE> โโโบ role queries memory backend โโโบ reply
โ
โโโโโโโโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโโโโโโโ
โผ โผ
Claude Memory Sakthi / mem0 / Letta / ...
(default, server-side, (local, structured, optional)
semantic recall)
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