Reflex: retrieval built for recurring documents
Reflex reuses semantic embeddings and lexical evidence to deliver competitive top-10 ranking, a 3.21x faster warm path and lower recurring-corpus costs.
Read postAI infrastructure. Memory. Reason. Act.
AIVAX brings models, retrieval and tools into one OpenAI-compatible operating layer, so behavior can evolve without losing the trail of what happened.
AIVAX / Platform
Knowledge matters when its path into an answer remains visible.
From the blog
Latest from AIVAX.
Inside one request
One request. A whole operating system behind it.
Keep the client simple. Let a gateway carry the instructions, knowledge, tools and policy that should be shared across applications.
See the request anatomy-
01 / Request
One familiar call leaves the application.
POST /v1/chat/completions -
02 / Gateway
Shared behavior takes shape behind it.
model · instructions · RAG · tools · moderation -
03 / Result
The answer returns with its trail intact.
choices[] · usage · generation_context
Everything the client doesn't have to carry.
Compose knowledge, model behavior and tools behind one OpenAI-compatible call. Each capability stays reusable, inspectable and shared.
Keep knowledge current, searchable and traceable.
RAG / 06 primitives
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01
RAG grounding
Enrich a gateway with retrieved context while keeping the client unchanged.
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02
Automatic reindexing
Regenerate indexed chunks and vectors when document content changes.
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03
Bulk document import
Send larger document sets through a bounded import pipeline.
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04
Document management
List, filter, update and remove documents and indexed chunks.
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05
Collections over MCP
Expose collection search to agents as generated MCP tools.
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06
Reranking
Refine retrieved candidates before they enter the model context.
Shape how context becomes a reliable answer.
Gateway / 09 primitives
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01
OpenAI-compatible inference
Route one familiar call across integrated and external models.
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02
Subscription model reserve
Cover eligible model usage through plan-based reserve windows.
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03
JSON Healing
Extract, validate and retry malformed JSON against your schema.
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04
Structured responses
Use provider-native or AIVAX-managed JSON Schema output.
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05
Skills
Load specialized system instructions only when a request needs them.
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06
Multimodal preprocessing
Translate images, audio, video and files into text before inference.
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07
Context control
Trim context and tool messages to fit the selected model.
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08
Moderation
Apply input and output checks as reusable gateway policy.
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09
Remote instructions
Load shared instructions from controlled remote sources.
Connect models and tools to systems outside the prompt.
Tools + providers / 05 primitives
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01
Workers & hooks
Apply policy, enrichment and audit logic outside the prompt through authenticated HTTP hooks.
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02
MCP & protocol tools
Attach server-side tools to the same request path.
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03
Tool-call interpreter
Let models without native tool calling invoke functions.
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04
Shell sandbox
Run shell tools inside isolated sandboxed environments.
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05
BYOK
Connect an external OpenAI-compatible provider through the gateway.
A shared path matters when every application can rely on it.
Field guide
Four ways into the system.
Start with the question in front of you: knowledge, execution, model choice or cost.