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Model Release

370 summarised stories about Model Release, each linking back to the original source. Browse all topics →

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Sunday, 11 October 2026

Claude Code found my app’s shared contract in two MCP calls. Then the records ran out.

The New Stack 6 days ago 38

A fresh Claude Code session rebuilt context for a support console app by using dependency records from Bit Cloud’s MCP calls, then implemented ticket-status and assignee filtering based on the shared contract it discovered. The system fetched the app, service, and shared ticket entity in two MCP calls—`read_scope` and `read_components`—and added 9 new filtering tests with 41 passing tests total. The dependency records provided structure and version-locked contracts, but they still didn’t verify that the documented API routes matched the real service, leaving behavior-level gaps that required manual checking and testing.

OrcaRouter Releases OrcaCyber Zero 1.5 Cybersecurity Model With 1M Context

MarkTechPost 6 days ago 35

OrcaRouter released OrcaCyber Zero 1.5, a post-trained cybersecurity model for authorized vulnerability research. It offers a 1M-token context window and reports 100% (39/39) on Cybench. Access is gated and billed via an OrcaRouter hosted API, positioning the model for more validated vulnerability reproduction and exploit development rather than broad disclosure.

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