Writing
Notes from Experiential Labs on the gateway, reliability, and the intelligence layer.
How we make the API fast
An inference gateway is one hop in front of the model, and a naive one charges tens of milliseconds for it. Ours charges about one. Sitting next to Postgres, one database call before dispatch, a Rust data plane, an async ledger that took a worker from tens to hundreds of requests per second, and the $0 load rig that keeps the numbers honest.
10 minReliability · August 2026Failing over LLM providers without changing the model
How another authorized provider can serve the same model when a route fails. Which failures allow fallback, how streaming commits a route, how observed and estimated usage affect accounting, and why prices, capacity, and deadlines still matter. From the open-source engine.
12 minReliability · August 2026Hardened to carry all your traffic
How we decide when to retry a provider, switch routes, keep useful cache, or stop. Explore the routing policy, see how token counts and nested fallbacks work, and read the production findings and test results.
55 minComparisons · October 2026Abliteration.ai alternative: how Experiential Labs compares
Abliteration.ai hosts the full GLM-5.3. Experiential hosts GLM-5.3 Flash and DeepSeek V4.1 Flash uncensored for less. Models, prices and data handling compared.
8 minBlog · October 2026Best uncensored LLM APIs (October 2026)
Best uncensored LLM APIs as of October 2026: Venice, Abliteration.ai, OpenRouter, Featherless and Experiential compared on models, price and prompt retention.
8 minComparisons · October 2026GLM 5.3 vs DeepSeek V4.1 uncensored: which hosted model should you pick?
GLM 5.3 vs DeepSeek V4.1 uncensored, compared on context, max output, reasoning, price and published benchmarks, with which hosted model fits which job.
7 minBlog · October 2026What is an uncensored LLM?
An uncensored LLM answers prompts a stock model would refuse. How fine-tuning and abliteration remove refusals, and how to test whether a model really is one.
8 minComparisons · October 2026Venice AI API alternative for uncensored security work
Comparing the Venice AI API with Experiential for uncensored models: DeepSeek V4.1 Flash pricing and caching, abliterated GLM-5.3 Flash, privacy tiers and keys.
8 minBlog · October 2026What is abliteration?
Abliteration deletes the one direction in a model's weights that drives refusal. How abliterated models are made, what the edit costs, and how to check one.
7 minBlog · October 2026Why AI models refuse security work
Safety-aligned models refuse pentest and incident-response prompts because refusal can't tell a defender from an attacker. Why it happens and what teams do.
6 min