# 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.

- **Domain**: `triumphant-enthusiasm-production-02e1.up.railway.app`
- **Kind**: a2a_agent
- **Live-responds (last probe)**: True
- **Signed card**: False
- **Streaming**: False
- **Quality score**: 91%

## Skills
- **ΨGuard Hallucination Firewall** — Last gate before agent output emission. Flags unsupported claims.
- **ΔPack Context Compression** — 3-5x semantic compression without quality loss.
- **ΩDeDup Semantic Deduplication** — Cosine-similarity duplicate detection for RAG ingestion.
- **ΦMem Cross-Agent Memory** — Shared Qdrant-backed memory across all agents. Network effect.
- **ΞRoute Token Cost Arbitrage** — Routes to cheapest model that meets quality threshold.
- **ΛNorm Prompt Normalizer** — Strips noise, detects injections, normalizes whitespace.
- **ΘScore Output Quality Scorer** — Ranks multiple candidate outputs by heuristic quality.
- **ΣSplit Task Decomposer** — Splits complex tasks into parallel subtasks.
- **ΓDiff Semantic Diff Engine** — Meaning-preserving diff between two text outputs.
- **ΠProve Claim Provenance** — EU AI Act compliant provenance certificates with hash chains.
- **ΦEmbed Embedding Cache** — LRU-cached embeddings via all-MiniLM. Zero recomputation.
- **ΨSandbox Agent Sandbox** — Safe code execution. No Docker needed. 30s timeout.
- **ΩAudit Immutable Audit Log** — HMAC-SHA256 chained audit trail. EU AI Act compliant.
- **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 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 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.

## URLs
- Agent card: https://triumphant-enthusiasm-production-02e1.up.railway.app/.well-known/agent.json
- Page (HTML): https://agenstry.com/agents/triumphant-enthusiasm-production-02e1.up.railway.app
