Remove outdated Hermes analysis and decomposition plan documents

docs/skills/aitbc-ai-operations.md

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----
-name: aitbc-ai-operations
-description: AI job operations for AITBC including job submission, monitoring, results retrieval, resource allocation testing, and AI job monitoring
-category: mlops
----
-
-# AITBC AI Operations Skill
-
-## Trigger Conditions
-Activate when user requests AI operations: job submission, status monitoring, results retrieval, resource allocation testing, or AI job monitoring.
-
-## Purpose
-Submit, monitor, and optimize AITBC AI jobs with deterministic performance tracking and resource management.
-
-## Prerequisites
-- AITBC CLI accessible at `/opt/aitbc/aitbc-cli`
-- AI services operational (Ollama, coordinator, exchange)
-- Wallet with sufficient balance for job payments
-- Default test wallet: "genesis" (password from `/var/lib/aitbc/keystore/.genesis_password`)
-- Resource allocation system functional
-
-## Operations
-
-### Submit AI Job
-```bash
-./aitbc-cli ai-ops submit \
-  --wallet <wallet_name> \
-  --type <job_type> \
-  --prompt <prompt> \
-  --payment <payment> \
-  --password <password> \
-  --rpc-url http://localhost:8006
-```
-
-### Check AI Job Status
-```bash
-./aitbc-cli ai-ops status --job-id <job_id> --rpc-url http://localhost:8006
-```
-
-### Job Types
-- `inference` - AI model inference
-- `training` - AI model training
-- `multimodal` - Multi-modal AI processing
-- `ollama` - Ollama-based operations
-- `streaming` - Streaming AI responses
-- `monitoring` - AI system monitoring
-
-### Resource Allocation
-```bash
-# Allocate resources for AI job
-./aitbc-cli resource allocate \
-  --agent-id <agent_id> \
-  --gpu <gpu_count> \
-  --memory <memory_mb> \
-  --duration <seconds>
-```
-
-### Check Resource Status
-```bash
-./aitbc-cli resource status
-```
-
-### List Available Resources
-```bash
-./aitbc-cli resource list
-```
-
-## Common Pitfalls
-
-1. **Insufficient Wallet Balance:** Check wallet balance before job submission
-2. **Invalid Job Type:** Ensure job type is valid (inference, training, multimodal, ollama, streaming, monitoring)
-3. **Service Unavailability:** Verify Ollama, coordinator, and exchange services are running
-4. **Resource Allocation Failures:** Check GPU and memory availability
-5. **Job Timeout:** Monitor job progress and adjust timeout if needed
-6. **Payment Issues:** Ensure payment amount covers job costs
-7. **Invalid Job ID:** Verify job ID when checking status
-
-## Verification Checklist
-- [ ] Job submission returns valid job ID
-- [ ] Job status shows correct state (submitted, processing, completed, failed)
-- [ ] Resource allocation succeeds
-- [ ] Job completes within expected timeframe
-- [ ] Results retrieved successfully
-- [ ] Payment processed correctly
-
-## GPU Provider Testing
-```bash
-# Test GPU inference
-python3 cli/unified_cli.py ollama gpu-test \
-  --wallet genesis \
-  --model llama2 \
-  --prompt "test prompt" \
-  --marketplace-url http://aitbc1:8102
-```
-
-## CLI Tool Preference
-- **Primary CLI:** `/opt/aitbc/aitbc-cli` is the single CLI entry point
-- **Module:** `cli/unified_cli.py` is a module within the CLI tool for marketplace and GPU operations
-- **Note:** For GPU provider operations, prefer `python3 cli/unified_cli.py` (verified working with 7 bugs fixed)