Parallax – Coordinate adversarial AI agents over durable streams
Isolated agent cohorts over durable streams beats prompt-based disagreement, but MCP and Anthropic already do multi-agent.

Tokens are durable before they reach your browser — drops become impossible.
Backend developers, AI infrastructure engineers
Vercel AI SDK · LangChain · Continue
The frontend uses Tanstack DBs differential dataflow implementation to tie together meta data from Postgres with the chat streams in the Durable Stream.
Made a detailed explainer of all the components.
Isolated agent cohorts over durable streams beats prompt-based disagreement, but MCP and Anthropic already do multi-agent.
One stream per session enables live tailing without message queues or OLAP databases.
PreToolUse hooks filter shell output before it hits the model, saving tokens automatically.
Distroless sidecar with entropy analysis beats regex filters on CPU usage.
Academic paper on TTFT optimization with no implementation to evaluate.
Cryptographic proof audit logs can't be rewritten, even by DB admins.