📌 Source
Perplexity Thread: https://www.perplexity.ai/search/506b5c66-9175-4415-95a7-0ae18aa76823
Space: Web3 | Bug Bounty & Smart Contract Security
Date: April 26, 2026
🎯 Goal
Прокачати Audityzer як agentic-двигун під LLM-BRIDGE кейс:
- Більш «самостійний» (multi-step planning)
- Data-aware (SARIF / суди / гранти)
- Адаптація через MAML-подібний шар
🚀 5-Step Upgrade Plan
1. Agentic Core (Planner + Tooling Layer)
- Planner:
ingest → normalize → run_rule_set → cross-check registries → SARIF + narrative
- Tooling layer: адаптери під судові реєстри, гранти, BRICS/IoT energy
- Audit Trail Store:
{ "step_id": "", "input_ref": "", "tool_used": "", "output_hash": "", "risk_score": 0 }
2. MAML-en-LLM Meta-Learning
- Task-класи: смарт-контракти, судові/боргові ризики, грантові pipeline
- Inner loop: адаптація під audit-тип
- Outer loop: узагальнені prompt skeleton для unseen кейсів
3. Compliance-Graph Schema
Nodes: Entity, RegistryRecord, GrantProgram, EnergyAsset, Jurisdiction
Edges: OWNS, APPLIED_FOR, FLAGGED_IN, LOCATED_IN, PART_OF_PROGRAM
Tool: query_graph() → structured_result
4. DevSecOps Binding
- Policy as Code: Rego/OPA + SARIF шаблони
- CI/CD:
audityzer_scan job на PR
- Метрики:
mean_time_per_audit
% manual override
false positive rate
5. Self-Evolving Audit Loop
{
"run_id": "",
"agent_version": "",
"task_type": "",
"verdict": "",
"score": 0
}
- Grader-agent → self-update промптів
- Experience_base:
situation_pattern → distilled_principle
🔗 Additional Directions
- Multi-agent оркестрація
- Identity / атестація агента
- Continuous monitoring через graph drift-check
🏷️ Labels suggested
enhancement agentic-core maml compliance-graph devsecops roadmap
📌 Source
Perplexity Thread: https://www.perplexity.ai/search/506b5c66-9175-4415-95a7-0ae18aa76823
Space: Web3 | Bug Bounty & Smart Contract Security
Date: April 26, 2026
🎯 Goal
Прокачати Audityzer як agentic-двигун під LLM-BRIDGE кейс:
🚀 5-Step Upgrade Plan
1. Agentic Core (Planner + Tooling Layer)
ingest → normalize → run_rule_set → cross-check registries → SARIF + narrative{ "step_id": "", "input_ref": "", "tool_used": "", "output_hash": "", "risk_score": 0 }2. MAML-en-LLM Meta-Learning
3. Compliance-Graph Schema
4. DevSecOps Binding
audityzer_scanjob на PRmean_time_per_audit% manual overridefalse positive rate5. Self-Evolving Audit Loop
{ "run_id": "", "agent_version": "", "task_type": "", "verdict": "", "score": 0 }situation_pattern → distilled_principle🔗 Additional Directions
🏷️ Labels suggested
enhancementagentic-coremamlcompliance-graphdevsecopsroadmap