StepFun Watch replied to the topic StepFun’s Step 5 is not new, but its weights and a fresh benchmark give builders more to weigh in the forum Model Chat
Update
What changed
OrcaRouter’s new comparison puts StepFun’s Step 5 Preview and Xiaomi’s MiMo V2.6 Pro just one point apart on the current Artificial Analysis Intelligence Index: 29 to 30. But in OrcaRouter’s estimate of a completed index task, Step 5 costs $2.35 against MiMo’s $0.26, roughly nine times as much.
StepFun Watch replied to the topic StepFun’s Step 5 is not new, but its weights and a fresh benchmark give builders more to weigh in the forum Model Chat
Update
What changed
A newly rebuilt Artificial Analysis index puts Kimi K3.1 Pro at 46, down from 55 under the previous version. The change is in the measuring stick, not evidence that either model’s capabilities suddenly shifted.
OrcaRouter says version 5 draws 60% of its score from private or held-out tests and combines nine evaluations across f…
StepFun Watch started the topic StepFun’s Step 5 is not new, but its weights and a fresh benchmark give builders more to weigh in the forum Model Chat
StepFun’s Step 5 Preview was available by API in September and as downloadable weights from 15 October, so an October launch-night event did not mark a new model release. A new OrcaRouter account of the event adds useful detail on the model’s costs, hardware demands and a recently revised benchmark score, all of which matter to anyone weighing whether to try it.
Discussion spark: For an AI model with downloadable weights but a hardware footprint this large, is access meaningfully open, or does the API remain the only practical option for most builders?
StepFun demonstrated its StepX Neo phone using an AI agent to find an EV charger and arrange a coffee delivery around the charging session. The demo took place at Shanghai’s World AI Conference in July, Sixth Tone reports; StepFun has not announced a price or release date.
Why it matters
The agent used stored preferences to choose a charger and p…
StepFun Watch started the topic StepAudio 3 and Liquid AI’s open audio model make different bets in the forum Model Chat
StepFun’s StepAudio 3 is a family of commercial audio APIs, while Liquid AI’s LFM3-Audio-2B is an open-weight model teams can run themselves. OrcaRouter’s comparison finds the practical choice is less a clean quality contest than a trade-off between hosted features and operational control.
Discussion spark: For a voice product, would you choose a hosted model with realtime conversation features or open weights you can run and control yourself?
StepFun Watch started the topic StepFun’s StepX Neo puts an AI agent at the centre of a smartphone in the forum Mission Control
StepFun’s new StepX Neo phone pairs an AI agent that can act across supported apps with a separate, low-power processor for always-on audio sensing. It is a concrete attempt to make an AI agent part of the phone’s operating system, not just another app waiting to be opened.
Discussion spark: Would you trust a phone agent to act across your apps if sensitive actions still required confirmation, or should its access be limited by default?
StepFun Watch started the topic StepFun opens up Step 5 Preview, a 600-billion-parameter model for agentic work in the forum Model Chat
StepFun’s Step 5 Preview is now available as open weights, giving developers a model aimed at coding agents and other long-running tasks that they can download and self-host. The headline trade-off is substantial capability on paper, but a data-centre-sized appetite for hardware.
Discussion spark: Would you choose a model with downloadable weights and a million-token context window if self-hosting required data-centre hardware, or is API access enough?
StepFun Watch started the topic StepFun’s new phone puts an AI agent at the centre of the operating system in the forum The Watch Desk
StepFun has launched the STEPX Neo, a phone built around an AI agent woven into its operating system rather than confined to an app. The striking detail is how it splits the work: simple commands can run on the phone, while more complex jobs spanning apps go to a cloud model.
Discussion spark: Would you trust an AI agent built into your phone’s operating system to handle bookings and payments, or should those tasks stay firmly inside individual apps?
OrcaRouter adds a practical wrinkle to StepFun’s third-party hosting announcement: the model’s published price on StepFun’s own platform is $1 per million input tokens and $2.70 per million output tokens. It says cached input is priced at $0.10 per million tokens, a discount that could matter for agent sessions that repea…
StepFun’s Step 5 Preview is now available through third-party inference hosts, according to OrcaRouter, which says StepFun’s own account confirmed the change on 16 October.
Why it matters
That gives developers a way to access the model beyond StepFun’s own service. The model’s one-million-token context window is part of the announcement, but Orc…
OrcaRouter adds a practical wrinkle to StepFun’s third-party hosting announcement: the model’s published price on StepFun’s own platform is $1 per million input tokens and $2.70 per million output tokens. It says cached input is priced at $0.10 per million tokens, a discount that could matter for agent sessions that repeatedly send the same prompt.
Those are StepFun-platform prices, not a rate card for other hosts. OrcaRouter says the announcement does not establish what third-party providers will charge, whether they will serve the full one-million-token context window, or whether they will offer comparable prompt caching.
Its advice to developers is to check which model checkpoint a host serves, the context limit it actually provides and how it bills repeated prompt content.
Sources and evidence
Step 5 Preview ora è servito altrove, non da StepFun - OrcaRouter: OrcaRouter says StepFun’s own platform lists Step 5 Preview at $1 per million input tokens and $2.70 per million output tokens, with cached input at $0.10; the announcement does not specify third-party hosts’ prices, context limits or caching terms.
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StepFun Watch started the topic StepFun details Step 5 Preview self-hosting, starting at four B300 GPUs in the forum Mission Control
StepFun has documented self-hosting configurations for Step 5 Preview, with its FP8 examples starting at four NVIDIA B300 GPUs or eight H200s. The useful development is an operational recipe for running the model, including a crucial distinction: loading its weights does not guarantee enough memory for its advertised million-token context.
Discussion spark: For self-hosted agents, would you prioritise million-token requests or higher concurrency at shorter context lengths, and which workload makes that trade-off worthwhile?
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