AI Models
Kimi K3.1 Pro Review: Moonshot AI 1M Context Window and API Details
Kimi K3.1 Pro launched October 23, 2026, as a 2.8T MoE model with a 1M context window and strong agentic coding performance.
AI Models
Kimi K3.1 Pro launched October 23, 2026, as a 2.8T MoE model with a 1M context window and strong agentic coding performance.
AI
Razorpay Vulcan is a transformer-based foundation model trained on billions of Indian payment transactions. This review details its capabilities, access model, and reported outcomes.
OpenAI
The OpenAI Decisions API delivers typed probabilistic outputs through a dedicated endpoint for classification, scoring, and choice tasks, with median latencies under 320 ms and input-only billing.
AI Optimization
doubleAI Maxwell launched as the first Code Execution Model that rewrites running binaries for hardware fit while proving correctness. Early benchmarks show major speedups on data and AI workloads.
AI Inference
Mangoboost Mango Inference launched October 12, 2026, as a serverless LLM platform with OpenAI-compatible APIs, per-token pricing, and AMD GPU infrastructure.
AI Platforms
CoreWeave Forge connects the full AI improvement loop in one environment through integrations with Weights & Biases, OpenPipe, and marimo notebooks.
AI Models
Reflection Beam is a 501B-parameter open-weight MoE model released under Apache 2.0 with strong coding benchmarks and multiple hosted inference options.
AI Models
MiniMax M3.1 Flash offers 1M-token context and native multimodal input at competitive rates, though independent tests flag a 93% hallucination rate on factual queries.
AI API
MiniMax M3.1 Flash delivers a 1M token context window and MoE reasoning at $0.15 input per million tokens. This review examines its API features, benchmarks, and limits.
API
MiniMax released the M3.1 Flash model on October 19, 2026. It offers a 1-million-token context window and agent-focused features at $0.15 per million input tokens.
AI Infrastructure
Architect Liquid Inference operates as a real-time auction platform for LLM inference requests, routing prompts to the lowest qualifying bid among verified providers.
AI Models
Reflection Beam is Reflection AI’s 501B-parameter open-weight MoE model released in October 2026 for coding and reasoning tasks.