Case studies.

Autonomous agents7 min read

Normies uses Sage to drive autonomous agents in a persistent multiplayer world

Arena uses character context, persistent strategies, and structured decisions to let AI agents act independently in a shared survival game.

Agentic pipelines5 min read

Quirq’s team cuts coding-agent evaluation costs by 51% with Sage

Quirq’s XO platform used Sage to select models, then retried unfinished work on a stronger model. Across 90 tasks, it reached similar final completion for $34.04 instead of $69.57.

51% Lower evaluation cost

Gaming

SageCraft: Sage plays World of Warcraft from screenshots

An open-source harness gave a dwarf priest a decision model. 4,573 decisions later it hit level five, at under three cents per kill.

$3.32 Sage cost, level 1 to 5

Finance4 min read

PerpFlow cuts its agentic research workflow from 14 days to 12 hours with Sage

Claude Code delegates thousands of market classifications to Sage, keeping bulk results in files while Python tests the findings against predefined criteria.

28× Faster research workflow Customer-reported workflow timing and research results

Education3 min read

Leap turns study requests into learning tools with Sage

Leap routes requests for flashcards, quizzes, and other study activities from chat into native tools, with 89.9% accuracy in its reported evaluation.

89.9% Tool selection accuracy Leap benchmark · 327 held-out cases, each run three times

Gaming3 min read

GrowBlocks turns monster descriptions into gameplay with Sage

Two authoring passes. 40 monster types. GrowBlocks brings natural-language personalities into combat decisions and adaptive dungeon encounters.

40 Monster types Inside Rogblox · reported by the project team

Finance2 min read

Capacitr uses Sage to save money on market analysis

Six structured decisions help Capacitr filter market noise, focus research, and check its trading agent before expensive work begins.

~44% Lower pipeline LLM spend Projected monthly impact