π Highlights
- Holding strong on the OSS Insight Java trending board: across the last three months of Java repositories, SkillHub #4 Β· Astron Agent #5 β both firmly in the Top 5.
- Two new projects open-sourced (Jul 2): MemFlywheel β a file-native long-term memory layer for Agent Harnesses that makes agents smarter with every run; Domux β a low-latency semantic-parsing model fine-tuned from Gemma-4 that turns natural-language home commands into structured data within 150 ms (98.37% accuracy).
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A double release: Astron Agent
v1.1.0(Jul 6) gives the Standard Agent Workflow invocation + Link plugins + Mem0 long-term memory in one release; SkillHubv0.2.13(Jul 3) polishes review governance, password security, and SUPER_ADMIN protection. - Zero-friction onboarding + two offline events: the Astron Agent open-source edition online playground went live (Jun 30 β try it in the browser, no deployment); HER Hack-Astron #1, the wearables Γ emotional-companion agent challenge (Jul 6), and the 2nd AI Innovation & Development Conference in Tianjin (Jul 11, with Dong Jiang presenting "Enterprise Agentic AI Application Architecture & Knowledge Engineering") landed back-to-back.
π₯ Top 10 Active Community Contributors (Jun 29 β Jul 12, 2026)
Based on message volume in the open-source discussion group (automated accounts such as the Astron Q&A bot and the welcome bot excluded); nicknames anonymized. Thank you to everyone who answered questions, asked questions, and built alongside us π
π¦ Release Highlights
π€ Astron Agent v1.1.0 (Jul 6) β Workflow + Plugins + Long-Term Memory, all in one
- π Workflow invocation inside Agents: Standard Agents can persist workflow capabilities and expose them as runtime tool callbacks, usable from both chat and debug paths, with ownership and space-membership validation (#1487).
- β¨ Link plugin capability: import Link plugins from the plugin store on the ability page, persist selected tools, and invoke them directly in debug/chat; official/admin-owned plugins are treated as trusted import sources (#1448).
- π§ Mem0 long-term memory: configurable Mem0 memory with app-level isolation, non-blocking writes, and improved Chinese memory preservation and retrieval (#1479).
- π Hardened official tool debug-URL validation and trusted-owner handling (#1453); fixed a GitHub code-scanning SSRF alert (#1459); several rounds of CI/remote-test stabilization.
- π§ Upgrade notes: deploy Console/Toolkit changes together to enable workflow invocation; review plugin/workflow/Mem0 settings on existing agents after upgrading. Change scope: 154 files, +6,489/β6,559 lines.
- π Release: https://github.com/iflytek/astron-agent/releases/tag/v1.1.0
π‘οΈ SkillHub v0.2.13 (Jul 3) β Review governance & permission hardening
- β¨ Promotion review upgrade: pending review cards show richer metadata, with status/reviewed-time sorting and expanded backend/frontend + Playwright coverage (#555).
- π Password settings restored: a backend-authoritative
canChangePasswordcapability β local-password users can change passwords again, while OAuth-only accounts show an unavailable state (#554). - π SUPER_ADMIN hardening: non-super-admin users can no longer assign or tamper with the SUPER_ADMIN role (#568).
- π Fixed scanner local LLM Base URL propagation while keeping the scan API contract stable, with Kubernetes docs and regression coverage (#565); nested relative links now work in skill-package markdown previews (#557); patched the vulnerable
undicifrontend dependency (#567). - π Release: https://github.com/iflytek/skillhub/releases/tag/v0.2.13 ο½ No breaking changes β safe to upgrade.
π§© Newly open-sourced: MemFlywheel & Domux (Jul 2)
- π§ MemFlywheel: a file-native long-term memory layer for Agent Harnesses β pre-run recall, post-run extraction, and skill distillation; memories are stored as Markdown, so they are inspectable, Git-diffable, and fully evidence-linked. Works with Pi, Hermes, OpenCode, and other mainstream harnesses β https://github.com/iflytek/memflywheel
- β‘ Domux: a low-latency semantic-parsing model fine-tuned from Gemma-4-E2B-it (SFT + GRPO) β parses natural-language smart-home commands into a 7-field structured schema within 150 ms end-to-end, at 98.37% accuracy and 100% format compliance, with no device whitelist required; built for edge deployment β https://github.com/iflytek/domux
βοΈ Astron RPA β Scheduled-task trigger support special
- π A user reported nightly scheduled tasks occasionally not firing: the team traced it in the logs to a too-short trigger grace window (a busy machine can miss the 1-second window), shipped a hotfix on the spot (patched
trigger.py/base_task.pywith a wider grace period + verbose logging), and recommended advanced cron expressions; the fix will be merged back upstream. - π Added an
AGENTS.mdproject-context document (#813), aligning with the AI coding-agent ecosystem standard.
π¬ Community Q&A & Discussions (Bi-Weekly Picks)
Grouped by product line; all are real community questions + the engineering team's solutions. π’ Resolved / π‘ In progress.
SkillHub (mostly ecosystem integration & governance)
- π‘ Could an MCP marketplace be integrated into SkillHub to build a unified enterprise capability platform (Skills + MCP)? Architecturally feasible β SkillHub uses pluggable SPI boundaries and already ships a ClawHub CLI compatibility layer as a foundation; logged as a product-direction request.
- π‘ When an agent improves a skill, can it contribute the improvement back to the shared registry as a PR? A great idea for closing the skill co-building loop; the user was invited to file an issue.
- π’ v0.2.13 upgrade notes: no breaking changes; if your Scanner uses a local LLM, mind the Base URL setting (the propagation bug is fixed in this release).
Astron Agent (mostly second-development & new capabilities)
- π’ White-labeling for enterprise redistribution: after changing frontend branding, rebuild the image with each module's Dockerfile under its build directory and swap the official image (same for backend); along the way the team also resolved a Docker image pull failure (switch to a domestic mirror) and a workflow publish failure (fill in the workflow's basic info at the top-left of the canvas first) β the customer demoed successfully the next day.
- π’ Is the platform decoupled from iFLYTEK models? Long since β any OpenAI-protocol-compatible third-party or self-hosted model can be added on the Model Management page.
- π’ Is there an "autonomous planning" agent capability? The platform already supports multi-agent orchestration, workflows, tool/MCP integration, and Agentic Workflow Auto-Generation; file an issue for a standalone autonomous-planning app.
- π’ An intranet WPS document-processing plugin? Not yet β issues/PRs welcome.
Astron RPA (mostly deployment environments & builds)
- π’ Nightly scheduled task not firing: see the special above β grace-window hotfix + verbose-log diagnosis, closed the same day.
- π’ Does it run on cloud desktops / VMs? Yes (the team routinely tests on Tencent cloud desktops); requires Win10 1809 or later; one Windows Server login-hang case is being remote-diagnosed by support π‘.
- π’ Manual client build fails with
Cannot compute electron version: usually pnpm missing from PATH / frontend dependencies not installed β check the environment againstBUILD_GUIDE.zh.md(no Java/Docker needed); remote assistance offered. - π’ How do teams keep script versions consistent without git-style merging? Use the built-in workflow version management (publish/rollback/diff) plus the Center of Excellence as the team's centralized "process market" distributing stable versions.
- π’ Can the open-source RPA be invoked standalone, without the Agent platform? Yes; the cloud RPA has no standalone API yet β call it through the Agent platform and expose the agent as an API, with a video course and a hands-on article to follow.
π Q&A entry points: @-mention the Astron Q&A bot in the group (24/7), or ask on the web β https://awesome-astron-workflow.dev/chat
π Community Call: Come Contribute! (Good First Issues & Bounties)
Newcomer-friendly and rewarding from your first commit (contribution points are redeemable at the points store):
π± Good First Issues (great for a first contribution)
| Project | Issue | What it's about |
|---|---|---|
| Astron Agent | #1412 | Expand the docs FAQ |
| Astron Agent | #1410 | Contribute a workflow example to the gallery |
| Astron Agent | #1405 | "Are you using Astron Agent?" user-story collection |
| Astron RPA | #805 | "Are you using Astron RPA?" |
| SkillHub | #528 | "Are you using SkillHub?" |
π° Bounties (reward Β· more challenging, more rewarding)
| Project | Issue | What it's about |
|---|---|---|
| Astron Agent | #1067 | Let OpenClaw trigger Astron Agent to schedule an RPA bot for secure operations |
| Astron Agent | #1066 | Build a "ChatClaw" app on the drag-and-drop canvas with visual fine-tuning |
| Astron Agent | #709 | Support the A2A (agent-to-agent) protocol |
π Want to claim one? Just comment on the issue. Not sure where to start? Ping us in the discussion group and the engineering team will help break the task down.
β¨ Community Spotlight
- π Astron Agent open-source online playground is live (Jun 30): zero deployment, zero configuration β try it right in the browser β https://astron-agent-nginx.zeabur.app/
- π HER Hack-Astron #1ο½Wearables Γ Emotional-Companion Agent Challenge (Jul 6): a dozen-plus teams built agents on site β an AI sleep companion, a health guardian, and "Heart Companion," a retro pocket-watch-style emotional-companion agent (the first submission PR, #1493); see issue #1482 for the event archive.
- π€ 2nd AI Innovation & Development Conference, Tianjin (Jul 11): iFLYTEK senior architect Dong Jiang presented "Enterprise Agentic AI Application Architecture & Knowledge Engineering"; the community offered a 15-point ticket-redemption perk.
π¬ Got questions, ideas, or want to contribute? Join the discussion group, or head straight to the repos under
iflytek-astronto open an Issue / PR.
Let's build a thick, solid open-source ecosystem for enterprise-grade AI Agents together π
Originally published in the iFLYTEK open source community discussions: https://github.com/orgs/iflytek/discussions/6


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