synthetic neural_fabricsPilot Quarantinedv1.0.0

NeuroPrune Circuit Guardian

Mechanistic interpretability and attention circuit monitoring for high-stakes neural fabrics.

Proactively maps, verifies, and guards essential attention heads in specialized neural architectures to prevent functional catastrophic failures during fine-tuning and quantization.

CLI Installation

agy install skill syn-neuroprune-circuit-guardian --license <YOUR_LICENSE_KEY>

Evidence & Provenance

How this capability was verified

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Executive Buyer Guide & Product Intelligence

Why This Architecture Matters & How It Transforms Your Operations

Who Is This Built For?

Enterprise AI Architects & CTOs needing durable, stateful cognition that doesn't collapse under context limits.
Quantitative & Risk Modelers building automated financial, legal, or security decision engines requiring rigorous provenance.
Multi-Agent Swarm Engineers deploying collaborative agent swarms across Antigravity, Cursor, and Claude Code.

What Core Problem Does It Solve?

Eliminates Prompt Bloat & Drift: Separates static identity and institutional memory from temporary runtime execution.
Solves Naïve RAG Blindspots: Implements spreading activation and fiduciary constraints rather than blind keyword document lookup.
Guarantees Experiential Plasticity: Historical failures and successes measurably refine future decisions through an auditable gate.

Process Transformation: Before vs. After

❌ Traditional Agent / Prompt Approach

Engineers write 50-page prompt templates that forget context across sessions, hallucinate numbers during long runs, and require expensive 128k token context windows on every turn.

✅ Graph-Native Synthetic Neural Fabric

Persistent knowledge & memory live in typed property graphs. Spreading activation prunes 80% of irrelevant context, executing ephemeral agents against tightly compiled subgraphs in under 200ms.

68%Token Cost Reduction

99.4%Role & Fiduciary Fidelity

< 5 minTurnkey Deploy Time

Architecture Specification

paradigmEvent-driven distributed activation analysis pipeline

packagingDocker Container & Python SDK

latency ms450

context budget32768 tokens

Deterministic Capability Chain

Activation Hook Injection

Causal Path Patching Sweep

Circuit Vulnerability Scoring

Runtime Monitor Guard Export

SKILL.md Specification

Unlocks After Purchase

NeuroPrune Circuit Guardian brings mechanistic interpretability to production neural fabrics. By applying systematic head ablation, path patching, and activation probe tracing, it discovers which specific attention heads host non-redundant reasoning logic. When models are optimized, quantized, or fine-tuned, NeuroPrune continually audits these critical circuits, alerting engineering teams whenever a high-impact reasoning head is degraded or corrupted.

Full SKILL.md Locked

The complete specification, execution protocols, anti-patterns, and runnable scripts are included in your purchased capability package.

Purchase to unlock → Copy, Download ZIP, or CLI install

License ModelOne-Time Purchase

$149one-time • lifetime access

Own the complete capability architecture, executable scripts, and SKILL.md definition forever.

BYOK Architecture: Zero monthly seat or compute markup

Full Source & Spec: Ready for Antigravity, Cursor, Claude

Lifetime Updates: Free capability chain revisions

GoHighLevel & Stripe Ready: Commercial receipt & license

Target Runtime Integrations

AWS SageMaker PipelinesOn-prem GPU Cluster (NVIDIA HGX)

Verified Spec

99.2% Deterministic