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COMMUNITY CHALLENGES

Find your next challenge.

Real problems from the community. Find one that sparks an idea, explore the discussion, and build something people need.

Showing 81–100 of 255 community requestsUpdated hourly from community discussions
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#Problems worth solvingCommunity demand
81
HARNESS
1hackernews41

Enable vision-based visual validation

Accept images from native inputs or captured emulator, browser, and application environments, then use vision-capable models for iterative UI and rendering verification and correction.

Explore challenge ↗

The problem

Accept images from native inputs or captured emulator, browser, and application environments, then use vision-capable models for iterative UI and rendering verification and correction.

Possibly addressed by:Vision Toolkit · Llm Vision · Computer Use Vision

Start with these discussions

  • 建議:DeepSeek Harness 原生圖像輸入 + 眼驗證加權(支援自動長時間運行)github · ▲1 · 1 comments
  • @ivanfioravanti After playing with deepseek harness, I could feel the intelligence of deepseek coming through... not likx · ▲1 · 0 comments
  • Comment on: DeepSeek-v4-flash-vision-exphackernews · ▲0 · 0 comments
Last active Sep 22, 2026
6 authors6 posts · 2 reactions1 comments
82
HARNESS
2

Add blocking subagent wait and join

Provide a blocking wait or join primitive for parallel and continuable subagents, with optional timeouts, so parent agents can await results without premature responses or repeated polling.

Explore challenge ↗

The problem

Provide a blocking wait or join primitive for parallel and continuable subagents, with optional timeouts, so parent agents can await results without premature responses or repeated polling.

Possibly addressed by:Wait Subagent · Wait Guard · Background Agents

Start with these discussions

  • 【建议】后台/continuable 子代理提供 wait 语义(对齐 job_output wait)github · ▲1 · 6 comments
  • Agent Teams 下用 `subagent` 并行委派缺少 join 原语:主模型在子代理返回前就下结论,之后再补充和更正github · ▲1 · 0 comments
Last active Oct 2, 2026
2 authors2 posts · 2 reactions6 comments
83
HARNESS
1hackernews2

Preserve context for interactive subagents

Allow asynchronously spawned or forked subagents to inherit the parent’s cached conversation context, including the current request and relevant tool state, while building their own context and safely handling inherited unfinished executions. The main agent should be able to monitor and interact with them dynamically.

Explore challenge ↗

The problem

Allow asynchronously spawned or forked subagents to inherit the parent’s cached conversation context, including the current request and relevant tool state, while building their own context and safely handling inherited unfinished executions. The main agent should be able to monitor and interact with them dynamically.

Possibly addressed by:Subagent Model · Fork Relink · Agent Chat

Start with these discussions

  • Proposal: Preserve current-turn context when forking subagentsgithub · ▲2 · 1 comments
  • Comment on: Pi 1.0hackernews · ▲0 · 0 comments
84
HARNESS
1hackernews2

Continue Unfinished Tasks

Detect when a multi-step task or announced action remains unexecuted and keep the turn open to drive the remaining steps automatically. This prevents premature completion without requiring another manual turn.

Explore challenge ↗

The problem

Detect when a multi-step task or announced action remains unexecuted and keep the turn open to drive the remaining steps automatically. This prevents premature completion without requiring another manual turn.

Possibly addressed by:Loop Continue · Wait Guard · Auto Stop

Start with these discussions

  • [Bug] 模型以旁白收尾(宣布动作、无 tool-call)时 turn 被正确关闭,宣布的动作消失 —— 机制已存在,缺的是判据github · ▲2 · 1 comments
  • Comment on: GPT-6 Sol and Lunahackernews · ▲0 · 0 comments
  • Comment on: GPT-5.6 Luna vs. GPT-6 Astra: Is a $1.20 Model Good Enough for Code Review?hackernews · ▲0 · 0 comments
85
HARNESS
2

Manage archived sessions in the web interface

Provide centralized Web controls to browse, delete, and restore archived sessions, without requiring file editing or command-line operations.

Explore challenge ↗

The problem

Provide centralized Web controls to browse, delete, and restore archived sessions, without requiring file editing or command-line operations.

Possibly addressed by:Session Admin · Archived Sessions · Session Delete

Start with these discussions

  • 建议 Web 界面增加会话删除和归档管理功能github · ▲3 · 1 comments
  • 归档的会话怎么删除或者在其他位置集中显示?github · ▲1 · 1 comments
Last active Sep 30, 2026
2 authors2 posts · 4 reactions2 comments
86
HARNESS
2

Add tool-output limits and token-cost guardrails

Add configurable limits, summarization, visibility, and cancellation for tool outputs, background search requests, and sub-agent token/step usage, with warnings and circuit breakers to prevent runaway context growth and wasted spend. Also isolate sub-agent temporary directories and improve document handling and redirect support.

Explore challenge ↗

The problem

Add configurable limits, summarization, visibility, and cancellation for tool outputs, background search requests, and sub-agent token/step usage, with warnings and circuit breakers to prevent runaway context growth and wasted spend. Also isolate sub-agent temporary directories and improve document handling and redirect support.

Possibly addressed by:Compact Agents · Tool Budget · Tool Call Limit

Start with these discussions

  • [Bug] 子代理静默终止 + 工具输出无界注入上下文,导致约 1.09 亿 token 无效消耗、多批次零产出github · ▲1 · 1 comments
  • [Bug] 子代理静默终止 + 工具输出无界注入上下文,导致约 1.09 亿 token 无效消耗、多批次零产出github · ▲1 · 1 comments
Last active Oct 13, 2026
87
PLUGIN
2

Add a count-based image offload budget to llm-pi-ai routes

Expose a configurable maxRequestImages limit for llm-pi-ai provider profiles, applied alongside the existing byte budget to retain only the newest N images. This prevents requests from exceeding backend media-count limits when image sizes vary.

Explore challenge ↗

The problem

Expose a configurable maxRequestImages limit for llm-pi-ai provider profiles, applied alongside the existing byte budget to retain only the newest N images. This prevents requests from exceeding backend media-count limits when image sizes vary.

Possibly addressed by:Image Count Guard

Start with these discussions

  • llm-pi-ai 缺少图片张数闸门:上游按张数限流时会话永久卡死(附源码级根因、完整改动与实测)github · ▲1 · 0 comments
  • Idea: expose a count-based image offload budget (maxRequestImages) on llm-pi-ai routesgithub · ▲1 · 0 comments
Last active Oct 12, 2026
2 authors2 posts · 2 reactions0 comments
88
PLUGIN
3

Enforce configurable filesystem root containment

Allow profiles or workspaces to define permitted filesystem roots, restricting reads and other agent or plugin file operations to those roots unless explicitly authorized. Preserve unrestricted behavior when no roots are configured and clearly report paths that are unavailable.

Explore challenge ↗

The problem

Allow profiles or workspaces to define permitted filesystem roots, restricting reads and other agent or plugin file operations to those roots unless explicitly authorized. Preserve unrestricted behavior when no roots are configured and clearly report paths that are unavailable.

Possibly addressed by:Write Protect · Workspace Envrc · Multi Workspace

Start with these discussions

  • sandbox:网页版agent会访问工作区外的文件夹?github · ▲1 · 2 comments
  • Proposal: optional read containment for workspace-files (Remote reads outside the workspace)github · ▲1 · 0 comments
  • [Idea] Optional root jail for the fs service (per-profile workspace root) — safer multi-agent setups
89
HARNESS
hackernews8

Persist instructions and preferences

Retain important user and delegation instructions through context compaction, long contexts, and new sessions, while automatically restoring preferences such as language and output style.

Explore challenge ↗

The problem

Retain important user and delegation instructions through context compaction, long contexts, and new sessions, while automatically restoring preferences such as language and output style.

Possibly addressed by:Agent Instructions As Prompt · Agent Instructions Editor · Agent Instructions

Start with these discussions

  • Comment on: Prompting Claude Opus 5.5hackernews · ▲0 · 0 comments
  • Comment on: Claude Code now reads AGENTS.md if there is no Claude.mdhackernews · ▲0 · 0 comments
  • Comment on: DeepSeek v4.1 Flashhackernews · ▲0 · 0 comments
Last active Sep 28, 2026
8 authors8 posts · 0 reactions0 comments
90
HARNESS
3

Configure the output language for reasoning and responses

Add a language preference that controls model responses, displayed reasoning, and intermediate content, allowing users to select or default to Chinese without mixed-language output.

Explore challenge ↗

The problem

Add a language preference that controls model responses, displayed reasoning, and intermediate content, allowing users to select or default to Chinese without mixed-language output.

Possibly addressed by:Reply Language · Thinking Language · Language Control

Start with these discussions

  • 语言设置的中文思考却使用了英文github · ▲3 · 6 comments
  • 设置新增默认输出语言github · ▲2 · 1 comments
  • 思考过程和回复中文混插有点乱github · ▲1 · 0 comments
Last active Sep 19, 2026
2 authors3 posts · 6 reactions
91
PLUGIN
4

Support agent preset selection for sessions

Allow ACP, workspace/session APIs, and headless CLI session creation or resumption to select and mount an agent preset, including presets from `.dsh/.agent-presets/`, so the session receives its configured tools, prompts, and skills.

Explore challenge ↗

The problem

Allow ACP, workspace/session APIs, and headless CLI session creation or resumption to select and mount an agent preset, including presets from `.dsh/.agent-presets/`, so the session receives its configured tools, prompts, and skills.

Possibly addressed by:Preset · Preset Agent Manager · Workspace Presets

Start with these discussions

  • 建议:在 uiWorkspace.openWorkspace() / sessions.create() 中支持指定 agent preset(模式)github · ▲2 · 1 comments
  • [Feature] dsh-acp: let an ACP session join an agent preset (parity with dsh-api-session-controller)github · ▲1 · 0 comments
  • 建议:在 uiWorkspace.openWorkspace() / sessions.create() 中支持指定 agent preset(模式)
92
HARNESS
1hackernews71

Preserve Unified Sessions Across Providers and Handoffs

Preserve complete conversation, memory, tools, prompts, workspace, and unfinished-work state when switching channels, agents, models, or workflows. Use provider-independent transcripts and centralized project configuration so sessions can move without manual copying or silent rebuilding.

Explore challenge ↗

The problem

Preserve complete conversation, memory, tools, prompts, workspace, and unfinished-work state when switching channels, agents, models, or workflows. Use provider-independent transcripts and centralized project configuration so sessions can move without manual copying or silent rebuilding.

Possibly addressed by:Background Agents · Agent Mode Switcher · Subagent Model Picker

Start with these discussions

93
HARNESS
1hackernews12

Import conversation logs as resumable sessions

Import historical or externally exported agent conversations, preserving relevant messages, tool calls, reasoning, and results so users can recover context and continue working.

Explore challenge ↗

The problem

Import historical or externally exported agent conversations, preserving relevant messages, tool calls, reasoning, and results so users can recover context and continue working.

Possibly addressed by:Chat Import · Session Import Codex · Session Import

Start with these discussions

  • 建议增加导入会话日志功能github · ▲1 · 0 comments
  • - Your code is like a treasure chest, but what if the treasure is scattered across 25+ AI coding agents?
94
HARNESS
2

Provide a Native Windows ARM64 Build

Ship native Windows ARM64 desktop builds with installers and update artifacts, optionally including preview or nightly releases, so users can avoid x64 emulation.

Explore challenge ↗

The problem

Ship native Windows ARM64 desktop builds with installers and update artifacts, optionally including preview or nightly releases, so users can avoid x64 emulation.

Start with these discussions

  • 功能建议:增加 Windows ARM64 原生桌面版github · ▲2 · 0 comments
  • Can we have a build for windows on ARM?github · ▲1 · 1 comments
Last active Oct 2, 2026
2 authors2 posts · 3 reactions1 comments
95
PLUGIN
1hackernews4

Run tasks through iterative quality checkpoints

Support long-running tasks that repeatedly inspect, improve, and verify their outputs until they satisfy explicit quality requirements. Use checkpoints and quality gates to detect premature completion and trigger further iteration.

Explore challenge ↗

The problem

Support long-running tasks that repeatedly inspect, improve, and verify their outputs until they satisfy explicit quality requirements. Use checkpoints and quality gates to detect premature completion and trigger further iteration.

Possibly addressed by:Apollo · Agent Dag Workflow · Subagent Watchdog

Start with these discussions

  • [RFC] Guard Failure-Mode Detection Plugin — One-shotting, Premature Victory, Unverified Donegithub · ▲1 · 2 comments
  • Comment on: GPT-6 Sol and Lunahackernews · ▲0 · 0 comments
  • Comment on: Claude Fable 5.1 and Claude Mythos 5.1
96
PLUGIN
21

Create a configurable global shortcut registry

Provide a centralized, customizable shortcut system where plugins can register bindings and callbacks, while users can view, edit, and resolve conflicts among shortcuts. Expose stable public APIs for shortcut integration.

Explore challenge ↗

The problem

Provide a centralized, customizable shortcut system where plugins can register bindings and callbacks, while users can view, edit, and resolve conflicts among shortcuts. Expose stable public APIs for shortcut integration.

Possibly addressed by:Keyboard Manager · Hotkeys Platform · Shortcuts

Start with these discussions

  • DeepSeek Harness 的快捷键设置应该提供第三方插件的快捷键注册能力。x · ▲1 · 1 comments
  • 我们希望可以进行快捷键的自定义设置github · ▲1 · 0 comments
97
HARNESS
2

Route web search through the active model provider

Make web search follow the selected conversation model or session LLM route, including its provider and credentials, with support for custom routing headers. This avoids sending searches to an unrelated global endpoint and enables model-specific search backends.

Explore challenge ↗

The problem

Make web search follow the selected conversation model or session LLM route, including its provider and credentials, with support for custom routing headers. This avoids sending searches to an unrelated global endpoint and enables model-specific search backends.

Possibly addressed by:Web Search Custom · Web Search Session Follow · Web Search

Start with these discussions

  • Make web search follow the session's LLM route (and support gateway routing headers)github · ▲1 · 2 comments
  • 求教:切换对话模型时,web_search 能否也使用对应模型进行搜索?github · ▲1 · 1 comments
Last active Sep 30, 2026
2
98
PLUGIN
2

Add actionable Windows sandbox ACL diagnostics

Detect Windows workspace and sandbox ACL problems such as missing WRITE_OWNER, distinguish relevant DACL/SACL failures, and provide actionable guidance or repair before restricted operations fail. Document prerequisites and clearly identify any reduced-isolation fallback.

Explore challenge ↗

The problem

Detect Windows workspace and sandbox ACL problems such as missing WRITE_OWNER, distinguish relevant DACL/SACL failures, and provide actionable guidance or repair before restricted operations fail. Document prerequisites and clearly identify any reduced-isolation fallback.

Possibly addressed by:Acl Sandbox Patch · Workspace Acl Allow · Windows Workspace Guard

Start with these discussions

  • [Bug/UX] Windows:工作区目录所有者为 BUILTIN\Administrators 时,workspace-write 下所有命令直接失败(grantWrite / SetNamedSecurityInfoW Win32 5)github · ▲1 · 3 comments
  • [Bug Report] Windows `workspace-write`:目录 DACL 缺少 `WRITE_OWNER` 时,所有受限 shell 调用以原始 `SetNamedSecurityInfoW Win32 5` 失败(0.1.7-rc.2 无内置诊断/修复路径)github · ▲1 · 1 comments
99
HARNESS
1hackernews2

Improve tool-call validation and errors

Validate and, where possible, correct malformed MCP and other tool calls so open models can use tools reliably. Return actionable errors that identify the rejected tool and received top-level argument keys, including for nested calls, to prevent blind retries.

Explore challenge ↗

The problem

Validate and, where possible, correct malformed MCP and other tool calls so open models can use tools reliably. Return actionable errors that identify the rejected tool and received top-level argument keys, including for nested calls, to prevent blind retries.

Possibly addressed by:Tool Call Guard · Toolcall Compat · Tool Error Hints

Start with these discussions

  • Feedback(0.1.5-rc.2): INVALID_ARGS 报错缺上下文——模型分不清缺的是哪一层参数,PTC 场景陷入连环错误重试(附补丁)github · ▲1 · 1 comments
  • Comment on: Pi 1.0hackernews · ▲0 · 0 comments
  • Comment on: MiMo v2.6
100
HARNESS
3

Add inline plan revision input

Let users enter editing or rejection feedback directly while viewing a plan, then request a revised plan without switching to chat.

Explore challenge ↗

The problem

Let users enter editing or rejection feedback directly while viewing a plan, then request a revised plan without switching to chat.

Possibly addressed by:Plan Plus · Plugin Better Plan · Improved Inline Edit

Start with these discussions

  • [Bug] 计划模式键盘输入交互问题github · ▲1 · 3 comments
  • plan模式希望能增加直接修改计划的的方式,而不是只能在聊天中修改github · ▲1 · 0 comments
  • `计划确认` 展示优化github · ▲1 · 0 comments
Last active Sep 21, 2026
3 authors3 posts · 3 reactions3 comments
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  • Comment on: GPT 6.1 Sol: Near-Astra intelligence for a fifth of the pricehackernews · ▲0 · 0 comments
  • Last active Oct 2, 2026
    3 authors3 posts · 2 reactions1 comments
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    3 authors3 posts · 2 reactions1 comments
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    Last active Sep 25, 2026
    3 authors3 posts · 3 reactions2 comments
    7 comments
    github · ▲1 · 0 comments
    Last active Sep 21, 2026
    3 authors4 posts · 5 reactions1 comments
    子代理加了创建时选模型后,运行中反而切不了了
    github · ▲1 · 0 comments
  • Comment on: HarnessTax: How Much Does the Harness Matter for Coding Agents?hackernews · ▲0 · 0 comments
  • Comment on: OpenAI Agents APIhackernews · ▲0 · 0 comments
  • Last active Sep 18, 2026
    9 authors9 posts · 1 reactions0 comments
    x · ▲0 · 1 comments
  • Comment on: Claude Status – Elevated errors for multiple modelshackernews · ▲0 · 0 comments
  • Last active Sep 28, 2026
    4 authors4 posts · 1 reactions1 comments
    hackernews · ▲0 · 0 comments
    Last active Sep 22, 2026
    5 authors5 posts · 1 reactions2 comments
    全局键盘快捷键注册插件, 希望有一个插件可以处理其他全部插件提供的快捷键
    github · ▲1 · 0 comments
    Last active Sep 25, 2026
    3 authors3 posts · 3 reactions1 comments
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    Last active Sep 29, 2026
    2 authors2 posts · 2 reactions4 comments
    hackernews · ▲0 · 0 comments
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    3 authors3 posts · 1 reactions1 comments