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OASIS 1.0 ships a bring-your-own-model coding agent built to work with 1.5B–3B local models

Published Nov 4, the open-source agent runs from CLI, browser workspace, desktop, VS Code, SDK, and GitHub Action, with hosted providers or local servers like Ollama, llama.cpp, and vLLM. It adds a post-edit verification gate, weakened-test detection, git safety snapshots, and refusal of unrequested commits or pushes, but the sandbox is off by default and small local models still fail many tasks.

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Upstash tuned its MCP server after 369 coding-agent runs: delete confirmation went from 1/15 to 15/15

Upstash ran seven coding agents through live Redis tasks and found agents couldn't enable daily backups, probed Redis logs that don't exist, read 0 stats right after traffic, and deleted a named database with no confirmation. After adding redis set daily backup , clearer tool text, and a type the name delete check, backups went from 0/15 to 15/15 and delete confirmation from 1/15 to 15/15…

Upstash Blog

Google's Data Agent Kit hits GA: free MCP tools and skills for BigQuery, Spanner, AlloyDB in Claude Code and Codex

Google Cloud's Data Agent Kit is now generally available as a free set of MCP tools and open source skills that let Claude Code, Codex, Antigravity, and VS Code based editors inspect schemas, run queries, and read job logs across 15+ Google data services. GA adds BigQuery Graph, Bigtable, and Managed Service for Apache Spark, and the agent runs with your own IAM permissions…

Google Cloud Blog

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