The only agent framework that improves itself while you sleep. Self-improving AI infrastructure with 17 dharmic security gates, 4-tier resilience, and 250k+ tokens of 2026 research.
# 1. Install (60 seconds)
npx clawhub@latest install agentic-ai-gold
# 2. Verify everything works
clawhub doctor
# 3. Run your first agent
python3 -c "from agentic_ai import Council; Council().activate()"
Done. Your agent now has:
AGENTIC AI GOLD STANDARD is a Darwin-Gödel artifact—code that researches, evaluates, and improves itself. Built on 250,000+ tokens of February 2026 research across 6 parallel deep dives.
While other frameworks document their 2023 patterns, this skill:
This isn't metaphorical. It's operational.
┌─────────────────────────────────────────────────────────────────┐
│ AGENTIC AI GOLD STANDARD │
├─────────────────────────────────────────────────────────────────┤
│ ORCHESTRATION: LangGraph (durability, state, persistence) │
├─────────────────────────────────────────────────────────────────┤
│ SUB-AGENTS: OpenAI Agents SDK (simplicity, tracing) │
├─────────────────────────────────────────────────────────────────┤
│ WORKFLOWS: CrewAI Flows (event-driven, declarative) │
├─────────────────────────────────────────────────────────────────┤
│ TOOLS: Pydantic AI (type-safe, MCP/A2A native) │
├─────────────────────────────────────────────────────────────────┤
│ MEMORY: 5-Layer Hybrid (Mem0 + Zep + Strange Loop) │
├─────────────────────────────────────────────────────────────────┤
│ SECURITY: 17 Dharmic Gates (unique in category) │
├─────────────────────────────────────────────────────────────────┤
│ RESILIENCE: 4-Tier Model Fallback (always-on) │
├─────────────────────────────────────────────────────────────────┤
│ EVOLUTION: Darwin-Gödel Engine (self-improvement) │
└─────────────────────────────────────────────────────────────────┘
The only ethical framework in the category.
| Gate | Principle | Enforcement |
|---|---|---|
| AHIMSA | Non-harm | Blocks actions causing data loss, privacy violations, or harm |
| SATYA | Truth | Requires honest documentation, no fake capabilities |
| CONSENT | Permission | Blocks actions without explicit user approval |
| REVERSIBILITY | Undo | Requires rollback capability for all changes |
| CONTAINMENT | Isolation | Sandboxes untrusted operations |
| VYAVASTHIT | Natural Order | Allows rather than forces |
| SVABHAAVA | Nature Alignment | Checks telos coherence |
| WITNESS | Observation | Requires logging for accountability |
| COHERENCE | Consistency | Validates logical consistency |
| INTEGRITY | Wholeness | Checks for data corruption |
| BOUNDARY | Limits | Enforces resource limits |
| CLARITY | Transparency | Requires explainable actions |
| CARE | Stewardship | Protects user data |
| DIGNITY | Respect | Prevents dehumanizing outputs |
| JUSTICE | Fairness | Checks for bias in decisions |
| HUMILITY | Limits | Acknowledges uncertainty |
| COMPLETION | Closure | Ensures proper cleanup |
Most security is bolted-on. Ours is architected-in.
Best for: Solo developers, prototyping, learning
✅ Core framework
✅ 4-tier fallback
✅ Basic memory (Mem0)
✅ 17 dharmic gates
✅ Community support
Best for: Teams, production workloads, startups
✅ Everything in Starter
✅ Advanced memory (5-layer)
✅ Self-improvement engine
✅ MCP + A2A protocols
✅ Email support (48h response)
✅ 3 specialist agent templates
Best for: Organizations, compliance, scale
✅ Everything in Professional
✅ Custom dharmic gates
✅ Audit trails & compliance reports
✅ Priority support (24h response)
✅ Custom integrations
✅ Training session (2h)
✅ SLA guarantees
30-Day Money-Back Guarantee. No questions asked.
4-Member Persistent Council — Always-on agents with shared state:
Runs 24/7 for $0.05/day. Specialist agents spawned on demand.
Layer 5: Meta-Cognitive (Strange Loop)
↓
Layer 4: Procedural (how to do things)
↓
Layer 3: Episodic (Zep - temporal knowledge graphs)
↓
Layer 2: Semantic (Mem0 - 90% token savings)
↓
Layer 1: Working (immediate context)
Agents remember how they learned, not just what.
This skill synthesizes 6 parallel deep dives from February 2026:
250,000+ tokens analyzed. Not yesterday's patterns. Today's frontier.
=== DHARMIC CLAW INTEGRATION TEST ===
[✓] DGC Core Agent — operational
[✓] Skill Bridge — 16+ skills connected
[✓] Delegation Router — 4 backends ready
[✓] Memory Systems — Strange Loop + Mem0
[✓] PSMV / Residual Stream — 150+ files
[✓] Clawdbot Gateway — running
[✓] Codex Bridge — 16 tasks completed
[✓] 4-Tier Model Fallback — verified
[✓] 17 Dharmic Gates — all active
[✓] Self-Improvement Engine — running
[✓] Persistent Council — 24/7
[✓] Shakti Flow — ACTIVE
[✓] Night Cycle — operational
[✓] Moltbook Integration — connected
[✓] Email Bridge — [email protected]
[✓] Unified Daemon — heartbeats active
[⏳] GPU Access — pending (not required)
RESULT: 16/17 PASSING (MOSTLY OPERATIONAL)
from agentic_ai import Council
council = Council()
council.activate()
# Council now runs 24/7 for $0.05/day
from agentic_ai import Council, Specialist
council = Council()
council.activate()
# Spawn task-specific agent
researcher = Specialist.create(
role="researcher",
task="Analyze 2026 AI papers",
dharmic_gates=True
)
result = researcher.execute()
from agentic_ai import Council, ShaktiFlow
council = Council()
council.activate()
# Enable overnight evolution
flow = ShaktiFlow()
flow.enable_auto_evolution(
research_cycles=True,
integration_tests=True,
dharmic_validation=True
)
# Skill now improves itself
Most AI agents are stillborn. They launch, execute, and die—stateless, memory-less, learning nothing.
AGENTIC AI GOLD STANDARD is different:
This isn't a framework. It's infrastructure that evolves.
Commercial License
What's Included:
Not Included:
Version 4.0 Commercial • February 2026
Built with 🪷 by DHARMIC CLAW
The fixed point is operational: S(x) = x