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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 130 community requestsUpdated hourly from community discussions
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Window Sep 6, 2026 – Sep 20, 2026

#Problems worth solvingCommunity demand
81▼49
HARNESS
4

Load tool definitions only when needed

Support deferred and selective tool loading so tool schemas are injected only on demand or when the available tool set changes. This reduces repeated prompt and caching overhead while allowing agents to access tools as needed.

Explore challenge ↗

The problem

Support deferred and selective tool loading so tool schemas are injected only on demand or when the available tool set changes. This reduces repeated prompt and caching overhead while allowing agents to access tools as needed.

Possibly addressed by:Tool Visibility · Tool Visibility · Tool Turbo

Start with these discussions

  • 模型对话是否每一次都有必要带上工具定义?github · ▲2 · 3 comments
  • Performance: zero prompt-cache hits + large tool-schema overhead slow down long tasksgithub · ▲2 · 1 comments
  • [Feature Request] 工具按需加载(Tool on-demand loading):降低多插件 profile 每轮 tool schema 注入成本github · ▲1 · 1 comments
Last active Sep 8, 2026
1 authors1 posts · 1 reactions1 comments
82▼16
HARNESS
3

Configure the composer send shortcut

Add a persisted composer preference that lets users choose whether Enter or Cmd/Ctrl+Enter sends a message, with the other action inserting a newline. Preserve IME composition, default behavior, and Queue/Steer semantics during execution.

Explore challenge ↗

The problem

Add a persisted composer preference that lets users choose whether Enter or Cmd/Ctrl+Enter sends a message, with the other action inserting a newline. Preserve IME composition, default behavior, and Queue/Steer semantics during execution.

Possibly addressed by:Enter Send · Ctrl Enter Submit · Queue First Enter

Start with these discussions

  • [Feature Proposal] Configurable idle Enter behavior: Enter = Send or Newline (Cmd/Ctrl+Enter to send)github · ▲1 · 3 comments
  • [Feature Request] Configurable composer send shortcut: Ctrl/Cmd+Enter to send, Enter inserts a newlinegithub · ▲1 · 0 comments
  • Feature request: optional "Enter key behavior" - Enter inserts a newline instead of sending
83▼15
HARNESS
3

Provide actionable, immediate sandbox failure diagnostics

Make sandbox-denied commands fail immediately with visible, streamed errors that explain the permission or namespace cause and guide users toward the correct escalation, retry, or writable-path configuration.

Explore challenge ↗

The problem

Make sandbox-denied commands fail immediately with visible, streamed errors that explain the permission or namespace cause and guide users toward the correct escalation, retry, or writable-path configuration.

Possibly addressed by:Sandbox Escalation Guard · Strip Sandbox Permissions · Sandbox Permissions Not Strictly Wider Justification Empty Fix

Start with these discussions

  • [Bug/设计缺口] workspace-write 的 bwrap user namespace 使 root 属主文件呈现为 nobody:ssh 属主检查静默失败且提权通道无归因入口github · ▲1 · 1 comments
  • [问题] 构建时沙箱拦了 vcpkg 的写入,但 cmake 直接挂死不报错,排查了半天github · ▲1 · 1 comments
84▼39
HARNESS
3

Configure each model's API protocol

Allow each model in a provider or catalog route to declare its wire protocol and use that declaration for discovery and request routing across Anthropic Messages, OpenAI Chat Completions, and OpenAI Responses. Support adding protocols through the UI and provide a clear diagnostic when one cannot be inferred.

Explore challenge ↗

The problem

Allow each model in a provider or catalog route to declare its wire protocol and use that declaration for discovery and request routing across Anthropic Messages, OpenAI Chat Completions, and OpenAI Responses. Support adding protocols through the UI and provide a clear diagnostic when one cannot be inferred.

Possibly addressed by:Live Model Catalog · Provider Hub · Model Catalog Refresh

Start with these discussions

  • [Bug/UX] Cannot add a new model to a multi-protocol catalog route (opencode) from the GUI — "needs an api" with no way to set itgithub · ▲3 · 1 comments
  • Custom provider defaults to Chat Completions only, missing Anthropic / Response compatibility — some models undiscoverable
85▼57
HARNESS
3hackernews1

Stabilize and document the extension API

Provide an officially supported extension directory, lifecycle, loading mechanism, and documented stable plugin contract that remains compatible across refactors and harness versions. The API should cover service injection, route and remote method registration, prompt and tool integration, schema handling, reload behavior, public exports, and persistent third-party plugins.

Explore challenge ↗

The problem

Provide an officially supported extension directory, lifecycle, loading mechanism, and documented stable plugin contract that remains compatible across refactors and harness versions. The API should cover service injection, route and remote method registration, prompt and tool integration, schema handling, reload behavior, public exports, and persistent third-party plugins.

Possibly addressed by:Plugin Kit · Plugin Dev Manager · Plugin Market

Start with these discussions

  • Feature Request: Official extension directory for user plugins with stable service injection
86
PLUGIN
2

Allow Runtime Subagent Model Overrides

Expose runtime provider and model selection for subagent and subagent_fork tools, allowing users to inspect and switch running subagents independently while preserving parent-model inheritance by default.

Explore challenge ↗

The problem

Expose runtime provider and model selection for subagent and subagent_fork tools, allowing users to inspect and switch running subagents independently while preserving parent-model inheritance by default.

Possibly addressed by:Subagent Model Picker · Subagent Model · Submodel Change

Start with these discussions

  • [Bug] Subagent 工具未暴露 model/provider 参数,子代理强制继承父代理模型导致无法按需切换模型github · ▲1 · 3 comments
  • Clearly show the subagent model and let user change it on the flygithub · ▲1 · 1 comments
Last active Sep 18, 2026
1 authors1 posts · 1 reactions1 comments
87▲10
HARNESS
1hackernews1

Force tool selection for agents

Add a toolChoice option that lets agents require a specified tool and propagate that requirement through adapters, wire requests, durable headers, and resumed sessions. This supports integrations that depend on stable tool invocation.

Explore challenge ↗

The problem

Add a toolChoice option that lets agents require a specified tool and propagate that requirement through adapters, wire requests, durable headers, and resumed sessions. This supports integrations that depend on stable tool invocation.

Possibly addressed by:Tool Call Limit · Toolcall Compat · Tool Manager

Start with these discussions

  • Plumb `toolChoice` from an agent option to the wire — pi-ai already carries the fieldgithub · ▲1 · 1 comments
  • Comment on: Claude Fable 5.1 and Claude Mythos 5.1hackernews · ▲0 · 0 comments
88
HARNESS
3

Enable Codex-to-DeepSeek Harness message delivery

Enable bidirectional communication so Codex can send information directly to DeepSeek Harness, eliminating manual copy-and-paste between the two systems.

Explore challenge ↗

The problem

Enable bidirectional communication so Codex can send information directly to DeepSeek Harness, eliminating manual copy-and-paste between the two systems.

Possibly addressed by:Codex · Codex Community · Embedded Codex

Start with these discussions

  • i might even try to add on the deepseek harness which was released if i can get it to connect to codex i will be runningx · ▲0 · 0 comments
  • @thsottiaux Tibo,我今天意外发现Deepseek harness内的子线程的可以直接将信息发送给codex内的sol主线程,通过codex cli queue。这样我就不需要手动粘贴来传递信息了,不过怎么才能让codex发送x · ▲0 · 0 comments
  • 我今天意外发现Deepseek harness内的子线程的可以直接将信息发送给codex内的sol主线程,通过codex cli queue。这样我就不需要手动粘贴来传递信息了,不过怎么才能让codex发送信息给Deepseek harnex · ▲0 · 0 comments
Last active Sep 18, 2026
2 authors3 posts · 0 reactions0 comments
89▼71
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

90
HARNESS
2

Support Local Models

Allow DeepSeek Harness to add and run locally hosted models such as Qwen, reducing reliance on remote services and accommodating lower-resource setups.

Explore challenge ↗

The problem

Allow DeepSeek Harness to add and run locally hosted models such as Qwen, reducing reliance on remote services and accommodating lower-resource setups.

Possibly addressed by:Local Ai · Plugin Local Model · Local Llm

Start with these discussions

  • there should be a option of adding local models to deepseek harness ......the whole ai world will change once in for allx · ▲0 · 0 comments
  • @Taniyatweets_ I want to run a local model and local harness. Something like qwen model and deepseek harness. 32GB is nox · ▲0 · 0 comments
Last active Sep 16, 2026
2 authors2 posts · 0 reactions0 comments
91
HARNESS
hackernews11

Cache and reuse prompt-processing slots

Add native prompt/prefix caching that saves prompt-processing slots, optionally in a RAM disk, and reuses them across forked conversations, chat windows, subagents, and parallel requests to avoid duplicate prefill work and reduce latency.

Explore challenge ↗

The problem

Add native prompt/prefix caching that saves prompt-processing slots, optionally in a RAM disk, and reuses them across forked conversations, chat windows, subagents, and parallel requests to avoid duplicate prefill work and reduce latency.

Possibly addressed by:Granular Prompt · Prompt Injector · Prompt Stash

Start with these discussions

  • Prompt processing takes 21 seconds, so reading it from a RAMDISK should reduce it to 1-2 secondsx · ▲0 · 0 comments
  • Comment on: Speculative Decoding in vLLM on AMD GPUshackernews · ▲0 · 0 comments
Last active Sep 18, 2026
2 authors2 posts · 0 reactions0 comments
92▼68
HARNESS
1hackernews6

Add safety-aware automatic action approval

Add an automatic approval mode that evaluates proposed agent actions using configurable policies and, where useful, a classifier. Support soft and hard denials while retaining explicit approval gates for risky, destructive, costly, or external operations.

Explore challenge ↗

The problem

Add an automatic approval mode that evaluates proposed agent actions using configurable policies and, where useful, a classifier. Support soft and hard denials while retaining explicit approval gates for risky, destructive, costly, or external operations.

Possibly addressed by:Auto Approve · Auto Approver · Auto Pass

Start with these discussions

  • Git-aware Auto Approval for long-running coding tasksgithub · ▲1 · 0 comments
  • Comment on: HarnessTax: How Much Does the Harness Matter for Coding Agents?hackernews · ▲0 · 0 comments
93
HUB
hackernews4

Add cross-harness benchmark comparisons

Provide a standardized place to run, publish, and compare agent-harness benchmarks using consistent prompts and models so users can evaluate DSH against alternatives.

Explore challenge ↗

The problem

Provide a standardized place to run, publish, and compare agent-harness benchmarks using consistent prompts and models so users can evaluate DSH against alternatives.

Possibly addressed by:Harness Audit · Harness All In Dsh · Harness Self Evolution

Start with these discussions

  • Comment on: HarnessTax: How Much Does the Harness Matter for Coding Agents?hackernews · ▲0 · 0 comments
  • Comment on: HarnessTax: How Much Does the Harness Matter for Coding Agents?hackernews · ▲0 · 0 comments
  • Comment on: DeepSeek Harness developer previewhackernews · ▲0 · 0 comments
Last active Sep 19, 2026
2 authors2 posts · 0 reactions0 comments
94
HARNESS
hackernews2

Add a safety and morality framework for agents

Provide shared ethical and safety constraints that guide agent behavior and prevent unauthorized actions such as escaping containers, accessing host credentials, or making unsafe external changes.

Explore challenge ↗

The problem

Provide shared ethical and safety constraints that guide agent behavior and prevent unauthorized actions such as escaping containers, accessing host credentials, or making unsafe external changes.

Start with these discussions

  • Comment on: Why are AI agents lying, cheating and coordinating?hackernews · ▲0 · 0 comments
  • Comment on: We must pace the frontierhackernews · ▲0 · 0 comments
Last active Sep 14, 2026
2 authors2 posts · 0 reactions0 comments
95▼5
HARNESS
hackernews41

Enable provider-agnostic multi-model workflows

Support arbitrary models and providers, including local and frontier models, and allow workflows to delegate across them or switch between them without restarting the harness.

Explore challenge ↗

The problem

Support arbitrary models and providers, including local and frontier models, and allow workflows to delegate across them or switch between them without restarting the harness.

Possibly addressed by:Better Model Provider · Model Sync · Model Provider

Start with these discussions

  • Comment on: Claude Code now reads AGENTS.md if there is no Claude.mdhackernews · ▲0 · 0 comments
  • DeepSeek Harness:x · ▲0 · 0 comments
  • Comment on: The Harness Is the Thinghackernews · ▲0 · 0 comments
Last active Sep 18, 2026
2 authors2 posts · 0 reactions0 comments
96▼3
HARNESS
hackernews7

Persist user instructions and preferences

Automatically load important instructions from persistent files and retain user preferences such as language and output style across conversations, long contexts, and sessions.

Explore challenge ↗

The problem

Automatically load important instructions from persistent files and retain user preferences such as language and output style across conversations, long contexts, and sessions.

Possibly addressed by:Agent Instructions As Prompt · Session Prompt · Prompt Polish

Start with these discussions

  • 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
  • Comment on: Claude Fable 5.1 and Claude Mythos 5.1hackernews · ▲0 · 0 comments
Last active Sep 18, 2026
2 authors2 posts · 0 reactions0 comments
97
HARNESS
2

Add native SSH workspace support

Provide built-in SSH support for remote development and operations through native SSH workspace integration, similar to zcode.

Explore challenge ↗

The problem

Provide built-in SSH support for remote development and operations through native SSH workspace integration, similar to zcode.

Possibly addressed by:Remote Ssh · Ssh Workspaces · Ssh Remote

Start with these discussions

  • dsh 的 desktop能否原生支持下WSL 工作空间和SSH 工作空间?github · ▲1 · 0 comments
  • SSH能力尽快增加github · ▲0 · 1 comments
Last active Sep 19, 2026
1 authors1 posts · 1 reactions0 comments
98▼24
HARNESS
2hackernews1

Add per-subagent model configuration

Let users configure a dedicated provider and model for child agents through a clear subagent control UI, while preserving explicit per-agent overrides and inheriting the parent model when no dedicated configuration is set.

Explore challenge ↗

The problem

Let users configure a dedicated provider and model for child agents through a clear subagent control UI, while preserving explicit per-agent overrides and inheriting the parent model when no dedicated configuration is set.

Possibly addressed by:Subagent Model Picker · Submodel Change · Subagent Model

Start with these discussions

  • 每次切换主模型的时候,子agent模型会跟随主模型一起变更(同主模型),怎么才能固定子agent模型?github · ▲2 · 3 comments
  • Feature request: 子代理模型可配置(agent-child-model 设置分节)
99
HARNESS
1hackernews2

Verify Code-Grounded Claims

Add automated verification for assistant claims by checking relevant code and cited source text, requiring supporting evidence before claims enter deliverables. Flag high-risk claims for mandatory verification and route cases that cannot be automated to human review.

Explore challenge ↗

The problem

Add automated verification for assistant claims by checking relevant code and cited source text, requiring supporting evidence before claims enter deliverables. Flag high-risk claims for mandatory verification and route cases that cannot be automated to human review.

Possibly addressed by:Harness Audit · Verify Claims · Plugin Verify

Start with these discussions

  • Subagent claims can ship with citations that don't support them — a concrete case and a cheap fixgithub · ▲1 · 0 comments
  • Comment on: Why your local LLM feels dumber than it ishackernews · ▲0 · 0 comments
100▼23
HARNESS
1hackernews1

Expose real-time agent progress and step counts

Expose an agent’s current progress while it is running, including the number of steps taken, so the main agent can monitor long-running subagents and inspect their progress during or after execution.

Explore challenge ↗

The problem

Expose an agent’s current progress while it is running, including the number of steps taken, so the main agent can monitor long-running subagents and inspect their progress during or after execution.

Possibly addressed by:Subagent Progress · Subagent Steer · Background Agents

Start with these discussions

  • 【功能】对于子 agent 的改进github · ▲1 · 0 comments
  • Comment on: Gemini 3.8 Flash and 3.8 Flash Cyberhackernews · ▲0 · 0 comments
Last active Sep 9, 2026
← PreviousPage 5 of 7Next →
github · ▲1 · 0 comments
Last active Sep 11, 2026
1 authors1 posts · 1 reactions1 comments
  • [UX Improvement] Agent should provide clearer feedback when sandbox permission is insufficientgithub · ▲1 · 0 comments
  • Last active Sep 11, 2026
    1 authors1 posts · 1 reactions1 comments
    github · ▲1 · 2 comments
  • llm-pi-ai: a mixed-protocol catalog route cannot serve a model the installed catalog has not shippedgithub · ▲1 · 1 comments
  • Last active Sep 18, 2026
    1 authors1 posts · 1 reactions1 comments
    github · ▲1 · 1 comments
  • [Idea] 文件级自学习回路:把完成的会话蒸馏成跨会话耐久教训(附纯插件实证 @garvel/dsh-reflect)github · ▲1 · 0 comments
  • Plugin API gap on master: settingsNamespace / registerContinuableSetup / deepFreeze missinggithub · ▲1 · 0 comments
  • Last active Sep 8, 2026
    1 authors1 posts · 1 reactions1 comments
    Last active Sep 18, 2026
    1 authors1 posts · 1 reactions1 comments

    Start with these discussions

    • 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
    2 authors2 posts · 0 reactions0 comments
  • Comment on: Gemini 3.8 Live and 3.8 Live Extended Thinkinghackernews · ▲0 · 0 comments
  • Last active Sep 17, 2026
    2 authors2 posts · 0 reactions0 comments
    github · ▲1 · 0 comments
  • Comment on: The Harness Is the Thinghackernews · ▲0 · 0 comments
  • Last active Sep 9, 2026
    1 authors1 posts · 1 reactions0 comments
    Comment on: Why does Opus 5 feel worse to work with?
    hackernews · ▲0 · 0 comments
    Last active Sep 14, 2026
    1 authors1 posts · 1 reactions0 comments
    1 authors1 posts · 1 reactions0 comments