aitbc 4a6548ca21 Implement training-to-skill pipeline for agent knowledge persistence
Add learning capture and skill update mechanism to AITBC training system:

Phase 1 - Learning Capture Function:
- Add capture_learnings() function to master_training_launcher.sh
- Reads learnings JSON from stage scripts
- Validates JSON structure
- Calls hermes-tools skill-manage to update agent skills
- Stage 1 creates skill, subsequent stages update it
- Falls back to JSON-only if hermes-tools unavailable

Phase 2 - Optional Skill Update Flag:
- Add --with-skill-update CLI flag
- Set ENABLE_SKILL_UPDATE global variable
- Support flag combination with --stage and --complete
- Default behavior: save learnings JSON without skill update

Phase 3 - Integration:
- Call capture_learnings() after certificate generation
- Pass ENABLE_SKILL_UPDATE to control skill update behavior
- Integrated into run_stage() function

Phase 4 - Helper Function:
- Add output_stage_learnings() to training_lib.sh
- Accepts stage number, name, commands, pitfalls, key_paths, concepts
- Creates structured JSON learnings file
- Saves to .training_state/learnings_stageN.json

Phase 5 - Stage Script Learning Output:
- Add learning output to all stage scripts (0-9)
- Each stage defines stage-specific learnings
- Format: commands, pitfalls, key_paths, concepts
- Called at successful stage completion

This enables new agents on new AITBC nodes to automatically persist
training knowledge via the hermes-tools skill management system.
2026-05-07 14:58:39 +02:00

AITBC - Advanced Intelligence Training Blockchain Consortium

Implemented Features

Blockchain Infrastructure

  • Multi-chain support with chain isolation
  • PoA consensus with configurable validators
  • Adaptive sync with tiered batch sizing (10K+ blocks: 500-1000 batch)
  • Hybrid block generation with skip empty blocks and 60s heartbeat
  • Force sync for manual blockchain synchronization
  • Chain export/import for backup and recovery
  • State root computation and validation
  • Gossip network with Redis backend
  • NAT traversal with STUN-based public endpoint discovery
  • Multi-node federation with independent islands and hub discovery

AI & Agent Systems

  • Hermes agent communication with blockchain integration
  • AI engine for autonomous agent operations
  • Agent services including registry, compliance, protocols, and trading
  • Agent daemon with systemd integration
  • Cross-node agent messaging support

Marketplace & Exchange

  • GPU marketplace for compute resources
  • Exchange platform with cross-chain trading
  • Trading engine for order matching
  • Pool hub for resource pooling
  • Marketplace-blockchain payment integration

CLI & Tools

  • Unified CLI with 50+ command groups
  • 100% test coverage for CLI commands
  • Modular handler architecture for extensibility
  • Bridge commands for blockchain event bridging
  • Account management commands

Security & Monitoring

  • JWT authentication with role-based access control
  • Multi-sig wallets with time-lock support
  • Prometheus metrics and alerting
  • SLA tracking and compliance monitoring
  • Encrypted keystores for secure key management

Testing & CI/CD

  • Comprehensive test suite with 100% success rate
  • Standardized venv caching with corruption detection
  • Automated CI/CD with Gitea workflows
  • Security scanning optimized for changed files
  • Cross-node verification tests

Documentation

  • Complete documentation with learning paths
  • 10/10 quality score with standardized templates
  • Master index for quick navigation
  • Release notes with version history

Documentation

Description
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