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OpenAug 2, 2026
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•Last updated The official release of DeerFlow 2.1.0
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[RFC] DeerFlow SkillScan: Phased Safety Scanning for Skills
help wantedExtra attention is neededExtra attention is neededRFCRequest for commentsRequest for commentsStatus: Open.#2634 In bytedance/deer-flow;- Status: Open.#2429 In bytedance/deer-flow;
- Status: Open.#2636 In bytedance/deer-flow;
- Status: Open.#2990 In bytedance/deer-flow;
- Status: Open.#2687 In bytedance/deer-flow;
- Status: Open.#3145 In bytedance/deer-flow;
feat(memory): add cognitiveStyle for collaboration preferences
area:agentsAgents, subagents, graph wiring, prompts, langgraph.jsonAgents, subagents, graph wiring, prompts, langgraph.jsonarea:backendGateway / runtime / core backend under backend/Gateway / runtime / core backend under backend/area:docsDocumentation and Markdown onlyDocumentation and Markdown onlyarea:frontendNext.js frontend under frontend/Next.js frontend under frontend/needs-validationTouches front/back contract surface; needs real-path validationTouches front/back contract surface; needs real-path validationquestionFurther information is requestedFurther information is requestedreviewingA maintainer is reviewing this PRA maintainer is reviewing this PRrisk:highHigh risk: backend API, agents, sandbox, auth, deps, CIHigh risk: backend API, agents, sandbox, auth, deps, CIsize/XLPR changes 700+ linesPR changes 700+ linesStatus: Open (in progress).- Status: Open.#3147 In bytedance/deer-flow;
fix: balance temporary sandbox leases for uploads
questionFurther information is requestedFurther information is requestedreviewingA maintainer is reviewing this PRA maintainer is reviewing this PRStatus: Open (in progress).- Status: Open.#3322 In bytedance/deer-flow;
fix(mcp): isolate credentials per user
area:agentsAgents, subagents, graph wiring, prompts, langgraph.jsonAgents, subagents, graph wiring, prompts, langgraph.jsonarea:backendGateway / runtime / core backend under backend/Gateway / runtime / core backend under backend/area:mcpModel Context Protocol integrationModel Context Protocol integrationneeds-validationTouches front/back contract surface; needs real-path validationTouches front/back contract surface; needs real-path validationquestionFurther information is requestedFurther information is requestedreviewingA maintainer is reviewing this PRA maintainer is reviewing this PRrisk:highHigh risk: backend API, agents, sandbox, auth, deps, CIHigh risk: backend API, agents, sandbox, auth, deps, CIsize/XLPR changes 700+ linesPR changes 700+ linesStatus: Open (in progress).[feat] create sperate thread pool to avoid the "starved handler" incidents.
area:backendGateway / runtime / core backend under backend/Gateway / runtime / core backend under backend/enhancementNew feature or requestNew feature or requestneeds-validationTouches front/back contract surface; needs real-path validationTouches front/back contract surface; needs real-path validationP1Major priorityMajor priorityquestionFurther information is requestedFurther information is requestedrisk:highHigh risk: backend API, agents, sandbox, auth, deps, CIHigh risk: backend API, agents, sandbox, auth, deps, CIStatus: Open.#3427 In bytedance/deer-flow;发现每个沙箱要占用将近1个g内存啊，这咋做高并发，有没有好主意~
help wantedExtra attention is neededExtra attention is neededStatus: Open.#3213 In bytedance/deer-flow;- Status: Open.#3244 In bytedance/deer-flow;
[feat] 支持细粒度用户权限管理
area:agentsAgents, subagents, graph wiring, prompts, langgraph.jsonAgents, subagents, graph wiring, prompts, langgraph.jsonarea:backendGateway / runtime / core backend under backend/Gateway / runtime / core backend under backend/area:frontendNext.js frontend under frontend/Next.js frontend under frontend/enhancementNew feature or requestNew feature or requestneeds-validationTouches front/back contract surface; needs real-path validationTouches front/back contract surface; needs real-path validationP1Major priorityMajor priorityrisk:highHigh risk: backend API, agents, sandbox, auth, deps, CIHigh risk: backend API, agents, sandbox, auth, deps, CIStatus: Open.#3462 In bytedance/deer-flow;feat(setup): ask gateway models for thinking support
area:ciGitHub Actions, CI config, repo toolingGitHub Actions, CI config, repo toolingreviewingA maintainer is reviewing this PRA maintainer is reviewing this PRrisk:mediumMedium risk: regular code changesMedium risk: regular code changessize/MPR changes 100-300 linesPR changes 100-300 linesStatus: Open (in progress).[feat] aio docker sandbox性能很慢有没考虑其它轻量级sandbox实现方案
area:sandboxSandboxed execution and docker/Sandboxed execution and docker/enhancementNew feature or requestNew feature or requestStatus: Open.#3439 In bytedance/deer-flow;[feat] support PG schema
area:backendGateway / runtime / core backend under backend/Gateway / runtime / core backend under backend/enhancementNew feature or requestNew feature or requesthelp wantedExtra attention is neededExtra attention is neededStatus: Open.[RFC] 增加任务级工具调用状态机，避免工具调用无法收敛 | Add task-level tool call state tracking to improve tool-call convergence
RFCRequest for commentsRequest for commentsStatus: Open.#3177 In bytedance/deer-flow;feat(context): support client context capabilities
P1Major priorityMajor priorityreviewingA maintainer is reviewing this PRA maintainer is reviewing this PRStatus: Open (in progress).fix: prevent incomplete user directories from shadowing global agents
area:backendGateway / runtime / core backend under backend/Gateway / runtime / core backend under backend/needs-validationTouches front/back contract surface; needs real-path validationTouches front/back contract surface; needs real-path validationreviewingA maintainer is reviewing this PRA maintainer is reviewing this PRrisk:highHigh risk: backend API, agents, sandbox, auth, deps, CIHigh risk: backend API, agents, sandbox, auth, deps, CIsize/XSPR changes < 20 linesPR changes < 20 linesStatus: Open (in progress).[RFC] Performance benchmark harness for runtime/config hot paths (roadmap: Core Stability → Benchmark)
area:backendGateway / runtime / core backend under backend/Gateway / runtime / core backend under backend/RFCRequest for commentsRequest for commentsStatus: Open.#3696 In bytedance/deer-flow;feat(compaction): add Headroom context compaction middleware
area:agentsAgents, subagents, graph wiring, prompts, langgraph.jsonAgents, subagents, graph wiring, prompts, langgraph.jsonarea:backendGateway / runtime / core backend under backend/Gateway / runtime / core backend under backend/area:depsDependency manifests / lockfilesDependency manifests / lockfilesarea:docsDocumentation and Markdown onlyDocumentation and Markdown onlyneeds-validationTouches front/back contract surface; needs real-path validationTouches front/back contract surface; needs real-path validationrisk:highHigh risk: backend API, agents, sandbox, auth, deps, CIHigh risk: backend API, agents, sandbox, auth, deps, CIsize/XLPR changes 700+ linesPR changes 700+ linesStatus: Open (in progress).fix(subagents): make ultra mode limits configurable
area:agentsAgents, subagents, graph wiring, prompts, langgraph.jsonAgents, subagents, graph wiring, prompts, langgraph.jsonarea:backendGateway / runtime / core backend under backend/Gateway / runtime / core backend under backend/needs-validationTouches front/back contract surface; needs real-path validationTouches front/back contract surface; needs real-path validationrisk:highHigh risk: backend API, agents, sandbox, auth, deps, CIHigh risk: backend API, agents, sandbox, auth, deps, CIsize/SPR changes 20-100 linesPR changes 20-100 linesStatus: Open (in progress).[RFC] Claude Code-style /goal with evaluator-driven continuation
area:agentsAgents, subagents, graph wiring, prompts, langgraph.jsonAgents, subagents, graph wiring, prompts, langgraph.jsonarea:backendGateway / runtime / core backend under backend/Gateway / runtime / core backend under backend/area:frontendNext.js frontend under frontend/Next.js frontend under frontend/enhancementNew feature or requestNew feature or requestneeds-validationTouches front/back contract surface; needs real-path validationTouches front/back contract surface; needs real-path validationP1Major priorityMajor priorityRFCRequest for commentsRequest for commentsrisk:highHigh risk: backend API, agents, sandbox, auth, deps, CIHigh risk: backend API, agents, sandbox, auth, deps, CIStatus: Open.#3834 In bytedance/deer-flow;