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On 2026-08-05, @huang_chao4969 announced DeepCode v2 as an open-source agentic…

2026-08-05 · 15:31 UTC ·@huang_chao4969 ·1 min read

Brief

DeepCode v2 is an open-source coding agent (HKUDS/DeepCode) launched 2026-08-05 that keeps working on complex engineering tasks by iterating through understanding, implementation, testing, verification, and repair. It runs commands and builds to produce execution evidence, offers pause/resume human control, supports scheduled project automations, and preserves session history across CLI and Desktop.

Why it matters

On 2026-08-05, @huang_chao4969 announced DeepCode v2 as an open-source agentic coding system; repository: github.com/HKUDS/DeepCode (HKUDS/DeepCode).

Key details

  • DeepCode v2 implements Loop Engineering: given a natural-language Goal it iteratively performs repository understanding, implementation, testing, verification, and repair instead of stopping after a single response.
  • DeepCode v2 executes commands, tests, builds, and runtime checks to attach execution evidence to code changes; it supports human-in-the-loop controls (pause/resume/revise), project-specific scheduled automations, and unified CLI/Desktop session/history.
Source evidence

DeepCode v2 is now live 🚀 — bringing Loop Engineering to real-world agentic workflows, from complex software development to continuous algorithm iteration and optimization.

An Agent that can write code doesn’t always finish the job. Complex tasks stop halfway, verification gets skipped, and regression checks and repository maintenance still require repeated manual prompting.

DeepCode v2 is designed to change that.

  • 🔄 Loop Engineering
    Give DeepCode a natural-language Goal, and it keeps working through repository understanding, implementation, testing, verification, and repair—instead of stopping after a single response.

  • 🎛️ Human stay in control
    Add requirements, revise the Goal, pause, resume, or redirect the task at any time, while preserving all completed work and context.

  • ✅ Verified delivery
    DeepCode runs commands, tests, builds, and runtime checks—connecting every code change with execution evidence so the result is easier to review and merge.

  • 🤖 Personalized Automations
    Create project-specific tasks in natural language and run them manually or on a schedule—for regression testing, test repair, documentation updates, and repository maintenance.

  • 💻 One experience across CLI and Desktop
    Continue the same Project, Session, Goal, and execution history from either interface.

DeepCode v2 is more than a code generator. It is an open-source, general-purpose Coding Agent designed to keep working inside real repositories and reliably move complex engineering tasks toward completion.

Try DeepCode v2:
🔗 github.com/HKUDS/DeepCode

Link

GitHub - HKUDS/DeepCode: "DeepCode: Open Agentic Coding (Paper2Code & Text2Web & Text2Backend)"

"DeepCode: Open Agentic Coding (Paper2Code & Text2Web & Text2Backend)" - HKUDS/DeepCode
github.com