AI security research and product notes from Excession Labs. https://excessionlabs.ai/blog/ 2026-11-05T12:22:34Z Excession Labshttps://excessionlabs.ai/ https://excessionlabs.ai/favicon.svg https://excessionlabs.ai/blog/deepseek-opencode/ 2026-11-04T00:00:00Z2026-11-04T00:00:00Z

Configure DeepSeek in OpenCode with an Excession custom provider, an environment-based API key and a tested Chat Completions request.

https://excessionlabs.ai/blog/deepseek-claude-code/ 2026-11-04T00:00:00Z2026-11-04T00:00:00Z

Configure DeepSeek in Claude Code through the Excession Anthropic-compatible gateway, with a tested client configuration and its compatibility limits.

https://excessionlabs.ai/blog/what-are-abliterated-models/ 2026-11-04T00:00:00Z2026-11-04T00:00:00Z

What abliterated models are, how they differ from uncensored fine-tunes, what can change in quality, and when to use a hosted API or model download.

https://excessionlabs.ai/blog/excession-vs-openrouter/ 2026-11-02T23:07:33Z2026-11-03T00:00:00Z

A sourced comparison of SDK setup, separate model catalogs, routing, credit purchases and expiration.

https://excessionlabs.ai/blog/api-authorization-testing/ 2026-11-02T23:07:33Z2026-11-03T00:00:00Z

Run a localhost-only authorization fixture, reproduce cross-account access and verify a server-side fix with recorded curl evidence.

https://excessionlabs.ai/blog/deepseek-api-latency-sample/ 2026-11-02T16:41:11Z2026-11-05T12:22:34Z

40 measured requests with first-token and visible-answer timings, errors, raw JSON/CSV and a script to repeat the test.

https://excessionlabs.ai/blog/deepseek-api-guide/ 2026-11-02T16:39:08Z2026-11-03T00:00:00Z

Choose a model, create a key and send your first request. A practical integration guide with model-specific prices, streaming, complete tool-call handling and error recovery.

https://excessionlabs.ai/blog/anthropic-numbat-leak-is-fake/ 2026-11-01T20:00:00Z 2026-11-03T00:00:00Z

The alleged Anthropic Numbat leak on Hugging Face is likely fake: parts of the model match randomly generated numbers exactly, so they were never trained. We tested it in 90 KB without running its code.

https://excessionlabs.ai/blog/simple-pricing/ 2026-11-01T00:00:00Z 2026-11-03T00:00:00Z

Add funds from $0.50 that never expire while your account is open, or pick a plan that gives 50% to 150% more plan credit than you pay. Both use the same per-token prices, and a plan lowers your effective price per token.

https://excessionlabs.ai/blog/introducing-excession/ 2026-11-01T00:00:00Z 2026-11-03T00:00:00Z

Incursion by Excession Labs is a terminal agent for authorized offensive security work. A planner splits the job, workers run in parallel, and each finding comes back with its evidence. This post tells what it does and how to start.