Agents
DeepSeek Harness 0.1.7 turns agent configuration into a runtime plugin surface
DeepSeek Harness 0.1.7 makes agent capabilities more dynamically composable. Aipolix examines the benefits and the new operational risks.
For Developers
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New Models
Claude Opus 5.5 cuts agent costs, but safeguard routing changes how teams should evaluate it
Claude Opus 5.5 cuts token and cache costs while sensitive requests may use fallback models. Aipolix examines the impact on agent evaluation.
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New Models
Grok 4.7 keeps token prices flat, but agent economics depend on the full task
Grok 4.7 keeps basic API token rates unchanged, but independent tests show higher output consumption and provider-specific long-context pricing.
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Agents
Plugin4Shell exposes a gap in coding-agent plugin checks; patched clients still need an integrity audit
What Plugin4Shell changes about Git-pinned plugins in Claude Code, Codex, Copilot and Gemini CLI, with qualified patch status and an audit plan.
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Agents
Qwen Code 0.24.1 gives workflow agents narrower tool access, while browser support remains unfinished
Qwen Code 0.24.1 ships per-subagent tool allowlists and a browser SDK. What is usable now, what remains unfinished, and how developers can verify the boundaries.
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Agents
VS Code 1.138 brings coding agents into Dev Containers, but permissions remain separate
Microsoft adds Dev Container agent sessions and cross-app Codex continuity in VS Code 1.138. Aipolix examines rollout limits and the separate security boundaries.
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Agents
GitHub lets Copilot route models for cost or quality—but Efficiency is not a spending cap
Copilot Auto gains Efficiency, Balance and Intelligence tiers, but billing still follows the selected model, making Efficiency a preference rather than a spending cap.
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Agents
Copado puts deployment authority behind local MCP and explicit approval gates
Copado's Agentia Headless gives coding agents MCP and CLI access to delivery workflows while keeping approvals, quality gates and release state outside the model.
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Agents
Atlassian turns Jira backlogs into governed coding-agent loops
Jira Agent loops can continuously dispatch eligible backlog work to coding agents, while context, standards, review and human merge controls define the boundaries.
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Agents
OpenAI turns the Codex agent harness into a managed API
OpenAI launches Agents API in public beta, separating managed Codex orchestration from selectable execution environments and changing the agent infrastructure boundary.
