SAMUHA समूह

Scalably-Aware Mesh-Unified Heterogeneous Architect

Three-state peer admission with priority scoring, utilization-aware capacity gating, and graceful REDIRECT eviction.

v3.3.0 • Layer 17.5

The Assembly That Governs Entry

A samuha is an assembly or group — a collective that decides who may join and under what conditions. In yakmesh, SAMUHA replaces the old binary admit/reject gate with a ternary verdict system: ADMIT, HOLD, or REDIRECT. Instead of hard rejections that waste resources on both sides, peers that cannot be immediately admitted are either held in a waiting queue (during transient overload) or gracefully redirected to neighbor nodes with spare capacity. No legitimate peer is wasted; no overloaded node is overwhelmed.

SAMUHA & KARMA

KARMA tracks peer reputation over time — assigning trust scores based on behavior history. SAMUHA consumes KARMA scores as a major input to the priority formula: peers with higher KARMA get preferential admission. Think of KARMA as the credit score; SAMUHA is the admissions committee.

Ternary Verdicts

Every incoming peer connection receives one of three verdicts:

+1

ADMIT

Capacity available. Peer passes priority threshold. Connection accepted immediately.

0

HOLD

Temporarily at capacity. Peer queued for 30s. Re-evaluated on next slot opening.

−1

REDIRECT

At hard capacity. Peer given alternative node addresses. Graceful handoff, not rejection.

Priority Formula

SAMUHA calculates a composite priority score for each incoming peer to determine admission order when capacity is constrained:

priority = 0.3×karma + 0.3×hw + 0.2×returning + 0.2×mani
Factor Weight Description
karma 0.3 KARMA trust score (0.0–1.0) from peer history
hw 0.3 Hardware capability score — GPU/NPU TOPS normalized
returning 0.2 1.0 if previously connected, 0.0 if new — loyalty bonus
mani 0.2 MANI phase alignment (Kuramoto) — phase-coherent peers preferred

Utilization Thresholds

SAMUHA gates admission based on the node’s current utilization ratio (active peers / max capacity):

Utilization Verdict Behavior
< 0.8 ADMIT Immediate admission for any peer above minimum priority
0.8 – 1.0 HOLD High-priority peers may bump lowest; others wait in queue
≥ 1.0 REDIRECT Node at hard limit. Peer given neighbor addresses with capacity

REDIRECT Eviction Flow

When a node reaches hard capacity, SAMUHA doesn’t simply refuse connections. It performs graceful redirection:

  1. Capacity check: Active peers ≥ max capacity confirmed
  2. Neighbor scan: Query mesh neighbors for their current utilization
  3. Best candidate: Select neighbor with lowest utilization that has capacity
  4. REDIRECT response: Send peer the alternative node’s address + signed referral token
  5. Verification: Target node validates referral token (prevents abuse)
  6. Telemetry: REDIRECT event logged for KARMA scoring — redirected peers that connect successfully boost both nodes’ scores

Safety Limits

Hard safety limits prevent resource exhaustion and abuse:

Limit Value Purpose
Burst rate 30 / min Max peer connection attempts per minute
Max handshakes 50 Maximum concurrent handshakes (pending + active)
HOLD timeout 30s Max time a peer waits in HOLD queue before auto-REDIRECT
HOLD queue depth 10 Max peers waiting in HOLD — overflow gets immediate REDIRECT

API Endpoints

Endpoint Description
GET /api/samuha SAMUHA status: utilization, active peers, HOLD queue depth, verdicts issued
GET /api/peers Connected peers with admission verdict, priority score, and connection time

Version History

Version Changes
v3.3.0 Initial implementation: ternary ADMIT/HOLD/REDIRECT verdicts, composite priority formula (karma+hw+returning+mani), utilization-based capacity gating, graceful REDIRECT with signed referral tokens, HOLD queue with 30s timeout, burst rate limiting.