kilocode-hyperdims

name	kilocode-hyperdims
description	Execute hyperdimensional operations for PMOVES BoTZ tactical partner dynamics on the KiloCode GLM lane. Use when performing high-dimensional computations, tensor operations, or operating in the Transformers/Bumblebee energy framework.
keywords	["hyperdims","tensor","high-dimensional","BoTZ","tactical","spotlight","kilocode","glm"]
version	1.0.0
category	PMOVES/KiloCode

KiloCode Hyperdimensional Operations

Execute hyperdimensional operations for PMOVES BoTZ tactical partner dynamics with KiloCode GLM support.

Purpose

Perform high-dimensional tensor operations, embeddings, and BoTZ framework computations for PMOVES tactical partner dynamics. Leverages GLM-5-Turbo's 32K effective context for massive hyperdimensional state spaces. Route tensor operations through TensorZero coding_glm / coding_kilocode.

Capabilities

• 🧮 High-dimensional vector operations
• 🎯 Tensor embedding generation
• ⚡ BoTZ gateway auto-routing
• 🔮 Spotlight/Hotrod energy dynamics
• 📊 TensorZero observability

Integration Points

• GLM-5-Turbo: 32K effective context for hyperdims via Z.AI
• TensorZero Functions: coding_glm, coding_kilocode
• BoTZ Gateway: PMOVES-BoTZ/ submodule
• Hi-RAG v2: GPU embeddings on :8087
• NATS Subject: pmoves.hyperdims.ops.v1

Resonance Keys

Per pmoves/docs/KILOCODE_GLM_INTEGRATION.md:

blueprint-first        — GLM coding plan methodology
mode-driven            — KiloCode mode-based routing
hyperdimensional-ops   — high-dimensional tensor operations
time-crystal           — parallel state persistence
agent-trails           — roguelike lane navigation

BoTZ Framework

┌────────────────────────────────────────────────────────────────┐
│              DARKXSIDE (Head/Orchestration)                     │
│         PMOVES-Agent-Zero (Orchestration)                      │
├────────────────────────────────────────────────────────────────┤
│                                                                │
│   PMOVES-ClawZ ──── Kinetic CLI (the Claw that transforms)    │
│                     Respects topology, knows when to roll out  │
│                                                                │
│       │                                                         │
│       ▼                                                         │
│   BoTZ Gateway ─── Auto-route to KiloCode GLM                 │
│                                                                │
│       │                                                         │
│       ▼                                                         │
│   PMOVES-Archon ─── Knowledge + Muscles                       │
│                                                                │
│   Model Routing:                                                │
│   BoTZ ◄──► GLM-5-Turbo ◄──► TensorZero                      │
│                                                                │
└────────────────────────────────────────────────────────────────┘

Workflow

1. Initialize Hyperdimensional Space

# Create embedding space
curl -X POST http://localhost:3030/v1/embeddings \
  -H "Content-Type: application/json" \
  -d '{
    "model": "glm/embedding",
    "input": <context>,
    "dimensions": 1024
  }'

2. Execute BoTZ Routing

# Route through BoTZ
curl -X POST http://boTZ-gateway:8050/route \
  -H "Content-Type: application/json" \
  -d '{
    "task": <task_description>,
    "context": <hyperdim_vector>,
    "mode": "tactical"
  }'

3. TensorZero Observability

# Query ClickHouse for inference metrics
clickhouse-client --query \
  "SELECT * FROM tensorzero.inference WHERE model='glm' LIMIT 10"

Tensor Shape Reference

Operation	Shape	Dimensions
Embedding	[batch, seq, 1024]	3D
Attention	[batch, heads, seq, seq]	4D
State Space	[batch, 1024, 1024]	3D

Example Usage

User: "Execute hyperdimensional search in context space"

Agent:
1. Loads context into GLM-5-Turbo
2. Generates 1024-dim embedding vector via coding_glm
3. Routes through BoTZ gateway
4. Executes tensor operations
5. Captures result with TensorZero observability

Trigger Phrases

• "hyperdimensional operations"
• "BoTZ routing"
• "tensor operations"
• "high-dimensional search"
• "tactical partner dynamics"
• "kilocode hyperdims"