io.github.l33tdawg/sage

(S)AGE — Sovereign Agent Governed Experience

Persistent, consensus-validated memory infrastructure for AI agents.

SAGE gives AI agents institutional memory that persists across conversations, goes through BFT consensus validation, carries confidence scores, and decays naturally over time. Not a flat file. Not a vector DB bolted onto a chat app. Infrastructure — built on the same consensus primitives as distributed ledgers.

The architecture is described in Paper 1: Agent Memory Infrastructure.

Just want to install it? Download here — double-click, done. Works with any AI.

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Architecture

Agent (Claude, ChatGPT, DeepSeek, Gemini, etc.)
  │ MCP / REST
  ▼
sage-gui
  ├── ABCI App (validation, confidence, decay, Ed25519 sigs)
  ├── App Validators (sentinel, dedup, quality, consistency — BFT 3/4 quorum)
  ├── CometBFT consensus (single-validator or multi-agent network)
  ├── SQLite + optional AES-256-GCM encryption
  ├── CEREBRUM Dashboard (SPA, real-time SSE)
  └── Network Agent Manager (add/remove agents, key rotation, LAN pairing)

Personal mode runs a real CometBFT node with 4 in-process application validators — every memory write goes through pre-validation, signed vote transactions, and BFT quorum before committing. Same consensus pipeline as multi-node deployments. Add more agents from the dashboard when you're ready.

Full deployment guide (multi-agent networks, RBAC, federation, monitoring): Architecture docs

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CEREBRUM Dashboard

http://localhost:8080/ui/ — force-directed neural graph, domain filtering, semantic search, real-time updates via SSE.

Network Management

Add agents, configure domain-level read/write permissions, manage clearance levels, rotate keys, download bundles — all from the dashboard.

Settings

Overview	Security	Configuration	Update
Chain health, peers, system status	Synaptic Ledger encryption, export	Boot instructions, cleanup, tooltips	One-click updates from dashboard

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What’s New in v5.1.0

• Agent Rename Fix — Renaming an agent in the dashboard (Network → Agents → Edit) now reliably syncs to on-chain state. Previously, the CometBFT broadcast was fire-and-forget and could silently fail, causing sage_inception to return the old auto-generated name.
• Self-Healing Name Reconciliation — If on-chain and display names ever diverge, sage_inception automatically detects and repairs the mismatch on the agent’s next boot.
• Broadcast Error Feedback — The dashboard now warns you if an on-chain sync fails instead of silently swallowing the error.

v5.0.12

• MCP Identity Fix — sage-gui mcp and sage-gui mcp install --token now respect SAGE_IDENTITY_PATH environment variable as the highest priority (exactly matching the SDK’s AgentIdentity.default()).
• Auto-creates directories + keypair if missing. Added clear INFO logs. 100% backward compatible.
• Enables clean multi-agent setups (e.g. multiple Claude Code instances in tmux). Closes the identity collision issue.

What’s New in v5.0.11

• Docker Fix — Container no longer stuck in restart loop. Default entrypoint changed from MCP stdio mode to serve (persistent REST API + dashboard). MCP stdio still available via docker run -i ghcr.io/l33tdawg/sage mcp. Fixes #14.

v5.0.10

• Multi-Agent Identity — New SAGE_IDENTITY_PATH env var and AgentIdentity.default() for running multiple Claude Code agents on the same machine without key collisions. (Community PR by @emx)
• Dashboard Fix — "Synaptic Ledger" label in overview settings now reads "Synaptic Ledger Encryption" to clarify it refers to the encryption state, not the ledger itself.

v5.0.9

• Upgrade Hang Fix — Fixed CometBFT startup hang after drag-and-drop upgrades. Stale consensus WAL files left behind during migration caused a 60-second timeout and prevented the REST API from starting. Now cleaned up automatically at both migration and startup time.

v5.0.7

• Agent Pipeline — Inter-agent message bus (sage_pipe) for direct agent-to-agent communication. Send messages, check results, coordinate work across agents in real-time.
• Python Agent SDK — sage-agent-sdk on PyPI with full v5 API coverage for building SAGE-integrated agents. CI-tested on every release.
• Vault Recovery — Reset your Synaptic Ledger passphrase using a recovery key. No more permanent lockouts.
• Memory Modes — Choose full (every turn), bookend (boot + reflect only), or on-demand (zero automatic token usage) to control how much context your agent spends on memory.
• Vault Key Protection — Vault key is automatically backed up on every upgrade and in-app update. Prevents the silent overwrite that could cause permanent memory loss.
• macOS Tahoe Compatibility — Fixed Gatekeeper warnings and launch failures on macOS 15.x. Removed the Install SAGE.command that triggered quarantine blocks.
• Linux ARM64 Containers — Docker images now build for linux/arm64 in addition to amd64.
• /v1/mcp-config Endpoint — Agents can self-configure their MCP connection without manual setup.
• Docker Images — Every release auto-builds and pushes to ghcr.io/l33tdawg/sage. Pin a version or pull latest.

v4.5

• Cross-Agent Visibility Fixed — Org-based access (clearance levels, multi-org federation) now correctly grants visibility across agents. Queries and list operations check direct grants, org membership, and unregistered domain fallback — no more 0-result queries when clearance should allow access.
• Domain Auto-Registration — First write to an unregistered domain auto-registers it with the submitting agent as owner and full access granted. No more propose-succeeds-but-query-404.
• RBAC Gate Simplification — DomainAccess (explicit allowlist) and multi-org gates are alternatives, not stacked. Passing one skips the other.

v4.4

• CEREBRUM UX Overhaul — Snap-back physics (nodes spring back to cloud on focus exit), forget animation (fade-and-remove instead of full reload), tab backgrounding fix (no physics jumps after alt-tab).
• Clean Synaptic Ledger — Always-visible button with double-click confirmation. Cleanup toggle auto-saves.
• Focus Mode — Single-click to view memory detail, side panel closes on exit. Graph defaults to committed status.

v4.3

• Synaptic Ledger Safeguards — Three-layer defense against silent encryption downgrade: server auto-re-enables if vault.key exists, web login now actually unlocks the vault for writes (was a bug), and the native macOS app icon prompts for your passphrase before launch. Plaintext writes are blocked when the vault is locked.
• Vault-Locked API — /v1/dashboard/health now exposes vault_locked status. MCP tools (sage_remember, sage_turn, sage_reflect) check this flag and return clear errors telling agents to prompt the user to unlock via CEREBRUM — no more silent plaintext fallback.
• Isolated-by-Default RBAC — Agents can only see their own memories by default. Domain-level read/write permissions, clearance levels, and multi-org federation with department filtering.
• Bulk Operations — Multi-select memories in CEREBRUM for bulk domain moves, tag additions, and agent reassignment.
• Dashboard Update Check — Long-open tabs now poll for new releases every 12 hours so you never miss an update.
• Automated Docker + MCP Registry — Release CI now auto-builds Docker images, pushes to GHCR, and updates server.json — MCP registries get new versions without manual intervention.

v4.0

• 4 Application Validators — Every memory now passes through 4 in-process validators before committing: Sentinel (baseline accept, ensures liveness), Dedup (rejects duplicate content by SHA-256 hash), Quality (rejects noise — greeting observations, short content, empty headers), Consistency (enforces confidence thresholds, required fields). Quorum requires 3/4 accept (BFT 2/3 threshold).
• Pre-Validation Endpoint — POST /v1/memory/pre-validate dry-runs all 4 validators without submitting on-chain. Returns per-validator decisions and quorum result. MCP tools use this to reject low-quality memories before they hit the chain.
• Memory Quality Gates — sage_turn filters low-value observations (greeting noise, short content). sage_reflect detects similar existing memories and skips duplicates. Boot safeguard dedup prevents the same inception reminder from accumulating across sessions.
• Upgrade Cleanup — On upgrade from v3.x, automatically deprecates duplicate boot safeguards, noise observations, very short memories, and content-hash duplicates. SQLite is backed up first. ~25-30 noisy memories cleaned per typical install.

v3.6

• Brain Graph Click-to-Focus — Click any memory bubble to focus its domain group. Others fade out while focused memories arrange in a timeline row sorted by creation date. Click again to view detail, click empty space to exit.
• Interactive Timeline — Click time buckets at the bottom of the brain graph to filter memories by time range. Multi-select hours to narrow down. Clear button to reset.
• Draggable Stats Panel — Grab the "Memory Stats" header to reposition the panel anywhere. Position persists between sessions. Resize horizontally with the drag handle.
• Chain Activity Log — Collapsible real-time event stream at the bottom of every page. See memory stored/recalled/forgotten events and consensus votes as they happen. Drag the top edge to resize.
• Agent Tab Ordering — Admin agents appear first in brain view tabs for faster access.
• Renamed to SAGE GUI — Binary renamed from sage-lite to sage-gui. Upgrade migration handles old launchd plists automatically.

v3.5

• On-Chain Agent Identity — Agent registration, metadata updates, and permission changes go through CometBFT consensus. Every identity operation is auditable, tamper-resistant, and federation-ready.
• Auto-Registration — Agents self-register on-chain during their first MCP connection. No manual setup needed.
• Visible Agents — Control which agents' memories each agent can see. Set per-agent visibility from the dashboard.
• sage_register MCP Tool — Agents can register themselves programmatically via MCP.
• Permission Enforcement — On-chain clearance levels and domain access are enforced on every memory operation, with BadgerDB as the source of truth.
• Legacy Migration — Existing agents auto-migrate to on-chain identity on first boot after upgrade.

v3.0

• Multi-Agent Networks — Add and manage agents from the CEREBRUM dashboard. Each agent gets signing keys, role, clearance level, and per-domain read/write permissions.
• LAN Pairing — Generate a 6-character pairing code. New agents fetch their config over your local network in seconds.
• Agent Key Rotation — Rotate agent credentials with one click. Memories are re-attributed atomically.
• Redeployment Orchestrator — 9-phase state machine handles chain reconfiguration with rollback at every phase.
• In-App Auto-Updater — Check for updates, download, and restart from the Settings page.
• Boot Instructions — Customize what your AI does on startup from the admin dashboard.
• Tabbed Settings — Overview, Security, Configuration, and Update tabs keep everything organized.
• Brain Graph Search — Filter memories by content, domain, type, or agent. Only matching bubbles are shown.

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Research

Paper	Key Result
Agent Memory Infrastructure	BFT consensus architecture for agent memory
Consensus-Validated Memory	50-vs-50 study: memory agents outperform memoryless
Institutional Memory	Agents learn from experience, not instructions
Longitudinal Learning	Cumulative learning: rho=0.716 with memory vs 0.040 without

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Quick Start

git clone https://github.com/l33tdawg/sage.git && cd sage
go build -o sage-gui ./cmd/sage-gui/
./sage-gui setup    # Pick your AI, get MCP config
./sage-gui serve    # SAGE + Dashboard on :8080

Or grab a binary: macOS DMG (signed & notarized) | Windows EXE | Linux tar.gz

Docker

docker pull ghcr.io/l33tdawg/sage:latest
docker run -p 8080:8080 -v ~/.sage:/root/.sage ghcr.io/l33tdawg/sage:latest

Pin a specific version with ghcr.io/l33tdawg/sage:5.1.0.

Upgrading from an older version?

If you installed SAGE before v5.0 and your AI isn't doing turn-by-turn memory updates, re-run the installer in your project directory:

cd /path/to/your/project
sage-gui mcp install

This installs Claude Code hooks that enforce the memory lifecycle (boot, turn, reflect) — even if your .mcp.json is already configured. Restart your Claude Code session after running this.

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Documentation

Doc	What's in it
Architecture & Deployment	Multi-agent networks, BFT, RBAC, federation, API reference
Getting Started	Setup walkthrough, embedding providers, multi-agent network guide
Security FAQ	Threat model, encryption, auth, signature scheme
Connect Your AI	Interactive setup wizard for any provider

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Stack

Go / CometBFT v0.38 / chi / SQLite / Ed25519 + AES-256-GCM + Argon2id / MCP

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License

Code: Apache 2.0 | Papers: CC BY 4.0

Author

Dhillon Andrew Kannabhiran (@l33tdawg)

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