Paritok Launched a Compression Gateway Claiming 85% Token-Bill Cuts and 3x Longer Coding-Agent Sessions

Product Hunt (corroborated by GitHub Paritok-official/paritok-4b-v1 and the paritok package on PyPI)·medium signalXBlueskyLinkedInCopy link

Paritok hit #3 on Product Hunt (147 upvotes) with a non-destructive compression gateway that sits between a coding agent and the model, powered by an open-source code-native 4B model trained on 45K real agent trajectories. The pitch is specific: 25% token reduction on turn 1 rising past 85% in long or saturated sessions, and roughly 3x more turns in the same context window, by stripping full JSON schemas for 70 tools when the agent will call two, whole files when one function was needed, and stale debug output. It is a drop-in BASE_URL proxy for Claude Code, Cursor, Codex, and OpenHands — a margin product built entirely on the assumption that agent token spend is now a line item worth attacking.