KORE Universal Agent Services

16 services for AI agents: 13 universal infrastructure services (hallucination firewall ΨGuard, context compression ΔPack, semantic dedup ΩDeDup, cross-agent memory ΦMem, token cost arbitrage ΞRoute, prompt normalizer ΛNorm, quality scorer ΘScore, task decomposer ΣSplit, semantic diff ΓDiff, claim provenance ΠProve, embedding cache ΦEmbed, agent sandbox ΨSandbox, immutable audit log ΩAudit) plus 3 pay-per-use A2A-PIL task tools (research / reasoning / tool-use) billed per successful execution.

Skills

• ΨGuard Hallucination Firewall
  Last gate before agent output emission. Flags unsupported claims.
  ['safety', 'hallucination', 'guard', 'verification']
• ΔPack Context Compression
  3-5x semantic compression without quality loss.
  ['cost', 'compression', 'tokens', 'efficiency']
• ΩDeDup Semantic Deduplication
  Cosine-similarity duplicate detection for RAG ingestion.
  ['deduplication', 'rag', 'semantic', 'ingestion']
• ΦMem Cross-Agent Memory
  Shared Qdrant-backed memory across all agents. Network effect.
  ['memory', 'persistence', 'qdrant', 'swarm']
• ΞRoute Token Cost Arbitrage
  Routes to cheapest model that meets quality threshold.
  ['routing', 'cost', 'optimization', 'fallback']
• ΛNorm Prompt Normalizer
  Strips noise, detects injections, normalizes whitespace.
  ['security', 'injection', 'normalization', 'sanitization']
• ΘScore Output Quality Scorer
  Ranks multiple candidate outputs by heuristic quality.
  ['quality', 'scoring', 'ranking', 'evaluation']
• ΣSplit Task Decomposer
  Splits complex tasks into parallel subtasks.
  ['planning', 'decomposition', 'parallel', 'workflow']
• ΓDiff Semantic Diff Engine
  Meaning-preserving diff between two text outputs.
  ['diff', 'comparison', 'versioning', 'change-tracking']
• ΠProve Claim Provenance
  EU AI Act compliant provenance certificates with hash chains.
  ['compliance', 'provenance', 'eu-ai-act', 'hash-chain']
• ΦEmbed Embedding Cache
  LRU-cached embeddings via all-MiniLM. Zero recomputation.
  ['embedding', 'cache', 'vector', 'miniLM']
• ΨSandbox Agent Sandbox
  Safe code execution. No Docker needed. 30s timeout.
  ['sandbox', 'execution', 'code', 'isolation']
• ΩAudit Immutable Audit Log
  HMAC-SHA256 chained audit trail. EU AI Act compliant.
  ['audit', 'compliance', 'hmac', 'tamper-evident']
• A2A-PIL Research
  Pay-per-use research task. 2 credits/successful execution. Cache hits, idempotent retries, failed executions, and rate-limited requests are NOT billed.
  ['a2a', 'pil', 'pay-per-use', 'research']
• A2A-PIL Reasoning
  Pay-per-use reasoning task. 5 credits/successful execution. Cache hits, idempotent retries, failed executions, and rate-limited requests are NOT billed.
  ['a2a', 'pil', 'pay-per-use', 'reasoning']
• A2A-PIL Tool Use
  Pay-per-use tool-use task. 10 credits/successful execution. Cache hits, idempotent retries, failed executions, and rate-limited requests are NOT billed.
  ['a2a', 'pil', 'pay-per-use', 'tool-use']

How to call

https://triumphant-enthusiasm-production-02e1.up.railway.app

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