Celeris 1: A Diffusion Model for Short AI Tasks
Celeris 1 uses diffusion-based text generation for short tasks. See its provider-reported speed results, benchmark caveats, NanoGPT limits, pricing, and a small API test.
Updates, guides, and insights
Showing
207 posts found for 'api'
Celeris 1 uses diffusion-based text generation for short tasks. See its provider-reported speed results, benchmark caveats, NanoGPT limits, pricing, and a small API test.
We tested Ling 3.0 Flash and Ling 3.0 Flash Thinking on coding, extraction, tool use, counting, and logic. See where their results differed and what Thinking cost.
See how Poolside Laguna S 2.1 performs on coding and agent benchmarks, what Thinking mode adds, what it costs, and which version to use.
Learn why OpenRouter returns 429 errors, how to tell platform limits from provider capacity, and how retries, fallbacks, and a second gateway improve recovery.
A practical guide to custom tools, public MCP servers on supported OpenAI models, streaming tool calls, and stored response chains in NanoGPT's Responses API.
How NanoGPT's automatic BYOK preference uses your saved provider keys first, falls back to credits when appropriate, and lets you choose stricter behavior when needed.
Qwen3.8 Max Preview is available before its benchmark table. Here is what is confirmed, what remains unverified, and how to compare it fairly with Qwen3.7 Max.
Compare Doubao Seed Character, Aion 3.0, and Aion 3.0 Mini for character chat, roleplay, long-form storytelling, image input, and price.
See how Sakana AI's Fugu Ultra uses multiple AI agents, what its coding and reasoning benchmarks show, what it costs, and when the premium makes sense.
Compare Linkup, Brave, Tavily, Exa, Kagi, Perplexity, Valyu, Sofya, and Firecrawl by cost, search depth, page content, filters, and best use case.