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**TrajectoryRL Update**
A quick recap of what shipped on SN11 recently.
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**What TrajectoryRL is**
TrajectoryRL ships out-of-the-box SOTA agents on small open-source LLMs. SN11 on Bittensor is the open market that pays for the agent scaffolds that move the quality / cost frontier. First vertical: autonomous coding on `qwen/qwen3.5-35b-a3b`. Miners ship prompts with harness; the network pays for the ones that move the frontier.
**Introducing Terminal-Bench**
In a recent update, we introduced **Terminal-Bench** — `trajrl-bench` leverages part of its scenarios for our eval harness. That means miners optimize against real, public agent tasks rather than a benchmark we invented in-house. Every scenario has public provenance, and SN11's SOTA claims sit on top of established agent-evaluation work. github.com/harbor-framewo…
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**Challenger / Winner mode — new incentive mechanism**
The previous mechanism ran 24-hour epochs that re-evaluated every miner from scratch. We've moved to **Challenger / Winner mode**: one challenger per epoch, evaluated head-to-head against the seated winner. The seat only changes when a challenger qualifies and beats the seated score by ≥ δ. cleaner signal, Faster epochs and faster finalized emissions.
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Learned a lot from Distill along the way — shout out to @const_reborn
Live at trajrl.com/live.
#Bittensor #SN11 #TrajectoryRL
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