SWARM

Multi-agent narrative intelligence.

A swarm of specialised agents working in concert: real-time monitoring across many sources, community detection, narrative trajectory tracking, and strategic analysis. Built for sovereign and enterprise teams in the Gulf.

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The orchestration

A central orchestrator decomposes a domain question into work for specialised agents, each with one job. Outputs converge back through a verifier loop. No agent sees more context than it needs.

                       ╭──────────────╮
                       │  CRAWLER     │   source collection
                       ╰──────┬───────╯
                              │
       ╭──────────────╮       │       ╭──────────────╮
       │  DISCOVERY   │       │       │   SENTINEL   │   threat / novelty
       │  entities    ├───────┼───────┤   gating     │
       ╰──────────────╯       │       ╰──────────────╯
                              ▼
                     ╭──────────────────╮
                     │   ORCHESTRATOR   │  ◄── tick loop,
                     ╰────────┬─────────╯       per-domain isolation,
                              │                 SSE to UI
                              ▼
       ╭──────────────╮       │       ╭──────────────╮
       │  STRATEGIST  │       │       │    INTEL     │   graph / Louvain
       │  comms       ├───────┼───────┤   clustering │   trajectories
       ╰──────────────╯       │       ╰──────────────╯
                              │
                       ╭──────┴───────╮
                       │     UI       │   dashboard, SSE
                       ╰──────────────╯

What SWARM does

• Real-time monitoring across many sources, source-agnostic via an adapter layer with dynamic credibility tiers.
• Community detection on the entity-narrative graph using Louvain, with trajectory tracking so you see narratives forming before they crest.
• Threat and novelty gating through SENTINEL so the orchestrator only spends compute on what matters.
• Strategic analysis through STRATEGIST, including comms impact measurement with a 7-dimension verdict engine.
• Discovery of new entities and keywords as the landscape shifts.

Per-domain isolation by construction; no cross-tenant context leakage.

Status

SWARM is a private platform. Access is by invitation only, on a per-domain basis, after diligence on the use case.

The repository above is intentionally a shopfront. The orchestrator, adapter registry, clustering pipeline, strategist prompts, comms impact engine, and domain configs are not public, and will not be.

Partnerships

If you are a sovereign comms team, a strategy office, or an enterprise that needs narrative-intelligence built for the Gulf, the conversation starts at sandeep.bhara@gmail.com.

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_{Part of Sandeep Bhara's work · privacy-first, on-device-leaning, GCC-native.}