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Demystify Systems LLP

Username    demystify
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12 projects

demystify-extract-worker

Last released

dmstfy-extract worker: layout-aware parse -> strict structured extraction -> validate/repair -> confidence -> events

demystify-platform-contracts

Last released

Single source of truth for Demystify cross-cutting wire contracts (Python mirror): error taxonomy, domain events, canonical headers, key format/hashing, currency helpers, key-introspection models.

demystify-platform-cache

Last released

Production caching seam for AI workloads (Python mirror): exact-match cache, verified semantic cache, embedding cache, singleflight request coalescing, negative cache, and epoch-based invalidation. In-memory reference default; Redis extra.

demystify-voice

Last released

Interruption-aware voice agent runtime (barge-in, spoken-prefix truncation, multi-turn context repair)

demystify-voice-lingua

Last released

Low-latency multilingual extension for the Demystify voice pipeline: in-stream LID, hysteresis-damped mid-call language switching, per-language STT/TTS routing

demystify-rag

Last released

Client SDK for dmstfy-rag: grounded RAG queries with citations, groundedness, abstention and SSE streaming

demystify-extract

Last released

Client SDK for dmstfy-extract: schema-first document extraction with generated Pydantic types

demystify-events

Last released

Durable jobs/events for Demystify: asyncio mirror of @demystify/events (enqueue, transactional outbox, idempotent workers, backoff+jitter, DLQ).

demystify-gateway-sdk

Last released

Python SDK for the dmstfy-gateway data plane (chat, embeddings, STT, TTS via one OpenAI-compatible endpoint)

demystify-platform-state

Last released

Redis-backed shared-state seam with an in-memory reference (Python mirror): KV+TTL, atomic reserve/reconcile counter, priority queue, leased registry, and pub/sub. Backs gateway multi-instance correctness and the voice session registry.

demystify-platform-profiles

Last released

Unified Demystify deployment profiles (Python mirror): typed profile models, the three canonical profiles as data, env-overlay loader, and the canonical tenancy migration profile pair.

demystify-platform-observability

Last released

Shared metrics + dashboard for Demystify services (Python mirror): canonical RED metric names, a prometheus-client registry with RED helpers, a framework-neutral /metrics handler, an offline HTML dashboard, and a span->metrics bridge.

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