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Vivix launches W1, a streaming-native real-time video model: ~30B active params, $0.003/sec promo, API in preview

Vivix released Vivix-W1, a streaming-native multimodal video model that accepts text, image, audio and video references and lets new inputs steer the stream mid-generation. Vivix says it has ~30B active parameters and costs $0.003 per output second through Oct 31; in vendor tests an 8s 720p reference-to-video job took 8.4s on average. The API is in limited preview with standard, fast and ultrafast tiers.

Vivix launches W1, a streaming-native real-time video model: ~30B active params, $0.003/sec promo, API in preview

Key Takeaways

  • Vendor-stated ~30B active parameters with native audio-video, multi-shot and continuous streaming
  • $0.003/sec promo through Oct 31 vs vendor-listed $0.080 (H3 Max), $0.112 (Kling 3.0), $0.231 (Seedance 2.5)
  • Vendor test: 8s 720p ref-to-video in 8.4s avg vs 145.9s Kling 3.0 and 272.4s Seedance 2.5 (excl. queue)
  • API tiers vivix-w1 / fast / ultrafast at 1/3/4 credits per second, 5–15s clips
  • No third-party quality benchmark yet
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Linked Models & Agents:
⚡ Vivix-W1⚡ Kling 3.0⚡ Seedance 2.5⚡ MiniMax H3 Max🌐 Vivix

OpenAI rolls out GPT-6.1 Sol Ultrafast across API, Codex, and ChatGPT Work: near-Astra intelligence, up to 8x Sol Standard, $12/$60 per 1M tokens

On Oct 8 OpenAI Developers said Ultrafast for GPT-6.1 Sol is rolling out in the API, Codex, and ChatGPT Work. Docs confirm service_tier ultrafast at 6x Standard ($12/$60 short-context), with US/EU residency; Codex/Work access on Pro $500 and eligible Enterprise/Edu. Codex also shipped instant steering the same day.

OpenAI rolls out GPT-6.1 Sol Ultrafast across API, Codex, and ChatGPT Work: near-Astra intelligence, up to 8x Sol Standard, $12/$60 per 1M tokens

Key Takeaways

  • Surface: API + Codex + ChatGPT Work same day; OpenAIDevs post ~199K views / 2,398 likes
  • Price: Ultrafast = 6x Standard → $12/M in / $60/M out short-context ($0.60 cached, $15 cache write); long-context 2x those
  • Call: model gpt-6.1-sol with service_tier ultrafast; WebSockets recommended for tool-heavy agents
  • Access: Codex/Work on Pro $500, eligible Enterprise, credit Edu; Enterprise off by default; US/EU residency
  • Companion: Codex Day 4 instant steering for realtime course-correction alongside Ultrafast
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Vercel AI SDK: [email protected]–7.0.126 speech telemetry + tool-approval clear; @ai-sdk/openai ultrafast service tier

Vercel shipped [email protected] (speech/transcription telemetry) through [email protected] (clear tool approvals on addToolOutput) on 2026-09-30—22 commits since covered [email protected]. Same day @ai-sdk/[email protected] adds OpenAI serviceTier: 'ultrafast' (docs: access-controlled, gpt-5.6-sol), plus Azure MAI speech/transcribe and MCP OAuth conditional invalidation patches in the tree.

Vercel AI SDK: ai@7.0.124–7.0.126 speech telemetry + tool-approval clear; @ai-sdk/openai ultrafast service tier

Key Takeaways

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OpenAI Python SDK 3.20.0: Agents credential/session options, Cyber access programs on Responses, opt-in WebSocket text/tool snapshots

OpenAI shipped Python SDK v3.20.0 on 2026-09-28: Agents credentials gain metadata and update-without-replace auth, sessions add ultrafast tier plus misalignment_policy_violation; Responses can select Cyber access programs (standard/daybreak_blue/daybreak_red); and an opt-in ResponsesWebSocketAccumulator yields immutable incremental text/tool snapshots. Live/Realtime WebSocket query/queue/TLS retry fixes land in the same cut.

OpenAI Python SDK 3.20.0: Agents credential/session options, Cyber access programs on Responses, opt-in WebSocket text/tool snapshots

Key Takeaways

  • Shipped v3.20.0 — Agents credential metadata/session ultrafast + Cyber access programs
  • Opt-in ResponsesWebSocketAccumulator for incremental text/tool snapshots (190+ WS tests)
  • Live/Realtime WebSocket query/queue/TLS retry hardening
  • Upgrade: pip install -U openai
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OpenAI Previews Ultrafast Mode: GPT-5.6 Sol at up to 14x Speed

OpenAI previewed Ultrafast mode for GPT-5.6 Sol, powered by Cerebras, generating up to 750 tokens per second—as much as 14x faster. It launches first in the OpenAI API for a select group of customers, targeting latency-sensitive workflows such as real-time voice, commerce, coding, financial research, and security response.

Key Takeaways

  • GPT-5.6 Sol Ultrafast hits up to 750 tokens/sec, about 14x faster
  • Inference is powered by Cerebras for latency-critical products
  • Rolling out first via the OpenAI API for coding, voice, commerce, and security work
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Ultrafast GPT-5.6 Sol preview: up to 14x speed and 750 tokens/sec for coding and realtime work

OpenAI previewed Ultrafast mode: GPT-5.6 Sol at up to 14x speed, powered by Cerebras, generating up to 750 tokens per second. It launches first in the OpenAI API for a select customer group, then expands as capacity grows. Target workflows include realtime voice and support, commerce, coding and design, financial research, and security response—frontier intelligence where every second counts.

Key Takeaways

  • Frontier coding quality at near-instant completion speed is now a product mode, not just a benchmark demo.
  • 750 tokens/sec is Cerebras-backed; capacity, not the model card, is the rollout bottleneck.
  • Access is invite/select-customer preview, so production adoption still waits on fleet growth.
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Linked Models & Agents:

OpenAI Previews Ultrafast Mode: GPT-5.6 Sol Generates Up to 750 Tokens/sec Powered by Cerebras

OpenAI previewed Ultrafast mode for GPT-5.6 Sol powered by Cerebras, achieving up to 750 tokens per second (14x standard speed) targeted at real-time voice, low-latency agents, and high-throughput coding workflows.

Key Takeaways

  • Powered by Cerebras wafer-scale chips, GPT-5.6 Sol reaches up to 750 tokens/s (~14x speedup);
  • Rolling out to select API customers targeting high-throughput coding, instant code refactoring, and voice agents;
  • End-to-end full stack optimization designed specifically for latency-critical developer workflows.
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Linked Models & Agents:
⚡ GPT-5.6 Sol⚡ OpenAI GPT-5 Codex

OpenAI previews Ultrafast mode: GPT-5.6 Sol runs up to 14x faster at 750 tokens/s

OpenAI previewed Ultrafast mode in the API for select developer teams. Powered by Cerebras hardware, it delivers up to ~750 tokens/sec (up to 14x faster generation). Target use cases include realtime voice, high-throughput coding and design, and automated security incident response.

Key Takeaways

  • Powered by Cerebras inference hardware, output throughput peaks at ~750 tokens/s.
  • Brings frontier-class intelligence into latency-critical real-time coding workflows.
  • Coding, design generation, and security response are primary target workloads.
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OpenAI previews Ultrafast mode: GPT-5.6 Sol at up to 14x the speed

OpenAI previewed Ultrafast mode, saying GPT-5.6 Sol can run at up to 14x its usual speed. Powered by Cerebras, Ultrafast generates up to 750 tokens per second for workflows where latency is the product: real-time voice and support, commerce, coding and design, financial research, and security response. It launches first in the OpenAI API to a select group of customers, with broader business access as capacity grows.

Key Takeaways

  • Flagship coding model Sol is now being sold on near-real-time throughput, not just quality.
  • 750 tokens/second makes interactive coding agents, voice, and support workflows viable.
  • Access is still a limited API preview; capacity is the gate to broader rollout.
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Linked Models & Agents: