What if understanding and generation were the same process? SenseNova introduces SenseNova-U1 — a native unified model that treats seeing and creating as a single process. It matches top understanding-only VLMs in text, vision-language perception, reasoning, agents, and
AGENTS
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AI Agents as Platform Infrastructure and Service Layer
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Agent is a platform could become a real thing. You will pay for your agent, then use that inference to access other services (e.g. shopping, finance, legal). You incentives are aligned (if its important, I want to spend a lot) and 3rd parties don't need to build their own agents
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Identifying Workflows for AI Skills and Subagents
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Copy and paste this into your codex: “Look through my recent Codex sessions and identify repeated workflows or repeated asks. For anything I keep doing manually, suggest:
1. a skill if it is a reusable workflow
2. a custom subagent if it is a bounded role or investigation task -
Instruct codex to maintain a scratch-log for tracking refactor decisions
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Tell codex to maintain a scratch-log while it works on bigger refactors with decisions it had to make, tradeoffs, review fixes, so later on you can read through which tradeoffs the agent made, what you forgot to specify etc.
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Refactoring subagents with autoreview running for 5 hours fixing issues
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I'm refactoring an older part of the codebase (subagents) that touches a lot of code, and autoreview is running for 5h already and fixing tons of issues. https://
github.com/openclaw/agent
-skills/blob/main/skills/autoreview/SKILL.md
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Codex: Turning Repeated Prompts into Reusable AI Skills
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Codex Tip: ask Codex to look through your past sessions and turn repeated prompts into reusable skills + subagents you’ll probably find the same stuff showing up again and again: “check why CI failed”
“review this PR”
“write the changelog”
“trace this bug”
“clean up this diff” -
Are Linear ticket agents like OpenAI Symphony?
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Agents from linear tickets, so like https://
github.com/openai/symphony ? -
Autotriage skill reads VISION.md and autonomously handles issues/PRs
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I built an autotriage skill for codex that has a set of guidelines + reads VISION.md from my repos, so issues/prs that have a clear way of
– fit vision of the project
– being inferrable in code with high confidence
– clear fix
– can be live tested Are now worked on autonomously.