LLM Aggregation

Build flexible LLM applications across providers without locking your stack to one model. This category covers unified access, token costs, rate limits, latency, routing, and provider migration.

Qwen 3.7 Plus OpenRouter Review: Access and Routing

Learn how Qwen 3.7 Plus is exposed through OpenRouter, which provider and routing limits apply, and how builders should test the access path.

Aug 18, 20268 min read

Multica Cost: Coding Agent Fleet Economics

Multica cost is more than tokens: agent fleets add runtime time, repo reads, retries, tests, reviews, and coordination overhead.

Aug 10, 20269 min read

CodeWhale Providers: Model Routes Explained

CodeWhale providers explained across hosted APIs, compatible gateways, and local inference for coding-agent teams.

Aug 4, 20269 min read

DeepSeek V4 Flash Responses API on WaveSpeedAI

Verify the DeepSeek V4 Flash Responses API on WaveSpeedAI by testing release-specific behavior, contract deviations, canary results, and rollback evidence.

Aug 4, 20268 min read

CC Switch Model Routing for Coding Agents

CC Switch model routing helps teams assign Kimi, Claude, GPT, or local models by task risk, cost, context, and reliability.

Jul 29, 202610 min read

Multica Multi-Model Runtime Strategy

Multica multi-model strategy helps teams route planning, coding, testing, review, and repetitive tasks across model providers.

Jul 27, 20269 min read

Managed Agent Stack: Multica, Composio, Model APIs

Managed agent stack explained for teams separating Multica task management, Composio tools, MCP, and model APIs.

Jul 25, 202610 min read

pxpipe Models for Fable 5 and GPT-5.6

pxpipe models guide for teams checking which LLMs can read dense renders, compressed context, and multimodal inputs reliably.

Jul 23, 202610 min read

How to Deploy Inkling: vLLM and SGLang

Deploy Inkling model only after planning formats, vLLM, SGLang, quantization, GPU memory, KV cache, throughput, and serving limits.

Jul 21, 20268 min read

Does Using an LLM Aggregator Increase Latency?

An LLM aggregator can add a small latency overhead, but routing and provider distance usually matter more. How to benchmark p50 and p95 against direct calls.

Jul 9, 20262 min read

How Can You Switch Between LLM Providers without Rewriting Code?

How to switch between LLM providers without rewriting code: abstraction patterns, prompt portability, and a one-day test that proves you can swap.

Jul 9, 20262 min read

How Should You Compare LLM API Pricing by Token?

LLM API pricing compared by token: input and output rates across major models, and why cost per accepted answer beats cost per million tokens.

Jul 9, 20262 min read