ricursiveAI/Ripple-65B-Preview

Text input Text output
Author's Description

Ripple-65B-Preview by ricursiveAI, a 65B model with native tool calling, served in BF16.

Key Specifications
Cost
$$$
Context
N/A
Parameters
65B
Released
Nov 04, 2026
Speed
★
Ability
★★★★★
Reliability
★★★★★
Supported Parameters

This model supports the following parameters:

Logprobs Tools Top P Temperature Response Format Tool Choice Top Logprobs Seed Max Tokens
Features

This model supports the following features:

Tools Response Format
Performance Summary

ricursiveAI's Ripple-65B-Preview demonstrates strong analytical capabilities backed by exceptional operational stability. In benchmark testing, the model excelled in the Reasoning category, achieving an impressive 97.8% accuracy (78th percentile). This highlights its ability to effectively navigate complex multi-step logic puzzles, deductive inference, and mathematical problem-solving. Operational dependability is one of the model's standout strengths; it demonstrates exceptional reliability with a flawless 100% success rate, encountering zero technical failures or API dropouts. In terms of cost efficiency, Ripple-65B-Preview offers competitive pricing, landing in the 55th percentile across benchmarks. Conversely, latency represents the model's most notable weakness. Sitting in the 5th percentile for speed, it tends to have longer response times than most competitors, making it less suitable for latency-sensitive or interactive user-facing applications. Nevertheless, with native tool calling and high precision, Ripple-65B-Preview serves as a robust and dependable option for complex, background analytical tasks where correctness and technical stability take priority over raw turnaround speed.

Model Pricing

Current Pricing

Feature Price (per 1M tokens)
Prompt $0.2
Completion $0.6
Input Cache Read $0.05

Price History

Available Endpoints
Provider Endpoint Name Context Length Pricing (Input) Pricing (Output)
GMICloud
GMICloud | ricursiveai/ripple-65b-preview-20261104 16K $0.2 / 1M tokens $0.6 / 1M tokens
Benchmark Results
Benchmark Category Reasoning Strategy Free Executions Accuracy Cost Duration