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Operator Feed

Lead signal: decolua/9router. Capella priority: Make a Capella recipe: one Rook brief → one Claude lane → one Codex lane → review diff.. SkyGems watch: wait for a strong multimodal/design/CAD signal before acting. The brief is ranked for action, not passive reading.

10ranked AI signals
0new feed items
12market prices
9Capella projects tracked

Updated Sunday, May 10, 1:25 PM EDT • Lead: decolua/9router

Read first

GitHub

decolua/9router

Trending today

Unlimited FREE AI coding. Connect Claude Code, Codex, Cursor, Cline, Copilot, Antigravity to FREE Claude/GPT/Gemini via 40+ providers. Auto-fallback, RTK…

Why: Agent-ops signal — directly useful for Capella lanes, Rook handoffs, and Claude/Codex execution quality.

Move: Make a Capella recipe: one Rook brief → one Claude lane → one Codex lane → review diff.

Open ↗
GitHub

affaan-m/everything-claude-code

Trending today

The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude…

Why: Agent-ops signal — directly useful for Capella lanes, Rook handoffs, and Claude/Codex execution quality.

Move: Convert the useful part into a Rook/Capella skill or task template, not just a saved link.

Open ↗
GitHub

addyosmani/agent-skills

Trending today

Production-grade engineering skills for AI coding agents.

Why: Agent-ops signal — directly useful for Capella lanes, Rook handoffs, and Claude/Codex execution quality.

Move: Convert the useful part into a Rook/Capella skill or task template, not just a saved link.

Open ↗

Action Queue

Action

Capella: finish the Rook mobile/app verification pass, then checkpoint the Rook-lane patch cleanly before more features pile on.

Action

Capella: turn today's best Claude/Codex trick into a reusable task-template with source links, expected output, and verification steps.

Action

Capella infra: map the Cloudflare signal to hosting, tunnel, remote-access, or tool-host reliability work.

Action

SkyGems: convert the creative signal into one visible artifact — reference board, ring template, gallery card, CAD/export spec, or product-story block.

Action

Operator habit: if a signal cannot become a Capella issue, SkyGems artifact, or Claude/Codex skill within 24 hours, archive it as low-priority.

AI Signals

GitHub

decolua/9router

Trending today

Unlimited FREE AI coding. Connect Claude Code, Codex, Cursor, Cline, Copilot, Antigravity to FREE Claude/GPT/Gemini via 40+ providers. Auto-fallback, RTK…

Why: Agent-ops signal — directly useful for Capella lanes, Rook handoffs, and Claude/Codex execution quality.

Move: Make a Capella recipe: one Rook brief → one Claude lane → one Codex lane → review diff.

Open ↗
GitHub

affaan-m/everything-claude-code

Trending today

The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude…

Why: Agent-ops signal — directly useful for Capella lanes, Rook handoffs, and Claude/Codex execution quality.

Move: Convert the useful part into a Rook/Capella skill or task template, not just a saved link.

Open ↗
GitHub

addyosmani/agent-skills

Trending today

Production-grade engineering skills for AI coding agents.

Why: Agent-ops signal — directly useful for Capella lanes, Rook handoffs, and Claude/Codex execution quality.

Move: Convert the useful part into a Rook/Capella skill or task template, not just a saved link.

Open ↗
GitHub

bytedance/UI-TARS-desktop

Trending today

The Open-Source Multimodal AI Agent Stack: Connecting Cutting-Edge AI Models and Agent Infra

Why: Agent-ops signal — directly useful for Capella lanes, Rook handoffs, and Claude/Codex execution quality.

Move: Convert the useful part into a Rook/Capella skill or task template, not just a saved link.

Open ↗
Hacker News

Academic Research Skills for Claude Code

Hacker News

HN score 50 • 14 comments.

Why: Agent-ops signal — directly useful for Capella lanes, Rook handoffs, and Claude/Codex execution quality.

Move: Make a Capella recipe: one Rook brief → one Claude lane → one Codex lane → review diff.

Open ↗
GitHub

datawhalechina/hello-agents

Trending today

📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程

Why: Agent-ops signal — directly useful for Capella lanes, Rook handoffs, and Claude/Codex execution quality.

Move: Convert the useful part into a Rook/Capella skill or task template, not just a saved link.

Open ↗
GitHub

HKUDS/AI-Trader

Trending today

"AI-Trader: 100% Fully-Automated Agent-Native Trading"

Why: Agent-ops signal — directly useful for Capella lanes, Rook handoffs, and Claude/Codex execution quality.

Move: Convert the useful part into a Rook/Capella skill or task template, not just a saved link.

Open ↗
Research

BAMI: Training-Free Bias Mitigation in GUI Grounding

2026-05-07

GUI grounding is a critical capability for enabling GUI agents to execute tasks such as clicking and dragging. However, in complex scenarios like the ScreenSpot-Pro benchmark, existing models often suffer from…

Why: Agent-ops signal — directly useful for Capella lanes, Rook handoffs, and Claude/Codex execution quality.

Move: Convert the useful part into a Rook/Capella skill or task template, not just a saved link.

Open ↗
GitHub

lsdefine/GenericAgent

Trending today

Self-evolving agent: grows skill tree from 3.3K-line seed, achieving full system control with 6x less token consumption

Why: Agent-ops signal — directly useful for Capella lanes, Rook handoffs, and Claude/Codex execution quality.

Move: Convert the useful part into a Rook/Capella skill or task template, not just a saved link.

Open ↗
Cloudflare

Stream - Introducing Stream Bindings for Workers

Stream • 2026-05-07

You can now interact with your Stream video library using new bindings for Workers! This allows customers to upload content to Stream, provision direct uploads, manage videos, and generate signed URLs from a Worker…

Why: Infra signal — relevant to Capella remote access, tool-hosting, tenant rollout, and Cloudflare-first ops.

Move: Check whether it improves Capella remote access, tool-host side effects, or staged tenant rollout.

Open ↗

News Feeds

Cloudflare

Workers AI - Planned model deprecations on Workers AI

Cloudflare

We are refreshing the Workers AI model catalog to make room for newer releases. Please update your apps to remove references to the models listed below before the deprecation date. Recommended replacements…

Open ↗
Cloudflare

Workers, WAF - WAF and framework adapter mitigations for React and Next.js vulnerabilities

Cloudflare

Multiple security vulnerabilities were disclosed by the React team and Vercel affecting React Server Components and Next.js. These include denial of service, middleware and proxy bypass, server-side request forgery…

Open ↗
Cloudflare

Security Center - CSV export and adjustable page density for RFIs

Cloudflare

You can now export your Requests for Information (RFI) history to a CSV document and customize your dashboard view by choosing how many RFI records to load per page. Why this matters These quality-of-life updates…

Open ↗
Cloudflare

Stream - Introducing Stream Bindings for Workers

Cloudflare

You can now interact with your Stream video library using new bindings for Workers! This allows customers to upload content to Stream, provision direct uploads, manage videos, and generate signed URLs from a Worker…

Open ↗
Feed

Academic Research Skills for Claude Code

Feed

Academic Research Skills for Claude Code

Open ↗
Feed

"openai.com" was once the personal homepage of a guy named glenn

Feed

"openai.com" was once the personal homepage of a guy named glenn

Open ↗
Feed

Best AI coding plan alternative to Claude and ChatGPT

Feed

With the lowering usage limit in Claude, I am thinking of jumping ship to Chinese AI, since the benchmark is already very near compared to Sonnet or Haiku 4.5 , but for a fraction of the price. I am not worried about…

Open ↗
Feed

Anthropic weighs deal for near $1T valuation as revenue surges

Feed

Anthropic weighs deal for near $1T valuation as revenue surges

Open ↗
Feed

Cancelling Claude subscription renewal immediately revokes Design access

Feed

Starting today, Anthropic now immediately revokes Claude Design access if you cancel your subscription plan renewal, even while you're still in a valid period you've already paid for. I had a Claude 20x max…

Open ↗

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Current Projects

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GitHub PR

feat: US-focused prompt-enhance pipeline + hybrid Create page (Phase 1)

baseRefName: dev

reviewDecision: REVIEW_REQUIRED

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Live narration + reasoning for Hermes (Rook/King) chat lane

baseRefName: main

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feat(voice): composer-local mic with progressive transcript

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Port chat overlay view preferences

baseRefName: main

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fix(chat): mobile-safe attach + skew-tolerant Chief bubble dedupe

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fix: surface live Hermes chat status

baseRefName: leaky-chat-busy-send-king

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SkyStudio

Repos / Tools

GitHub

affaan-m/everything-claude-code

GitHub

Sponsor Star affaan-m / everything-claude-code The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex…

Open ↗
GitHub

decolua/9router

GitHub

Star decolua / 9router Unlimited FREE AI coding. Connect Claude Code, Codex, Cursor, Cline, Copilot, Antigravity to FREE Claude/GPT/Gemini via 40+ providers. Auto-fallback, RTK -40% tokens, never…

Open ↗
GitHub

bytedance/UI-TARS-desktop

GitHub

Star bytedance / UI-TARS-desktop The Open-Source Multimodal AI Agent Stack: Connecting Cutting-Edge AI Models and Agent Infra

Open ↗
GitHub

addyosmani/agent-skills

GitHub

Star addyosmani / agent-skills Production-grade engineering skills for AI coding agents.

Open ↗
GitHub

datawhalechina/hello-agents

GitHub

Star datawhalechina / hello-agents 📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程

Open ↗
GitHub

HKUDS/AI-Trader

GitHub

Star HKUDS / AI-Trader "AI-Trader: 100% Fully-Automated Agent-Native Trading"

Open ↗
GitHub

lsdefine/GenericAgent

GitHub

Star lsdefine / GenericAgent Self-evolving agent: grows skill tree from 3.3K-line seed, achieving full system control with 6x less token consumption

Open ↗
GitHub

playcanvas/supersplat

GitHub

Star playcanvas / supersplat 3D Gaussian Splat Editor

Open ↗

Research Radar

arXiv

ActCam: Zero-Shot Joint Camera and 3D Motion Control for Video Generation

arXiv

For artistic applications, video generation requires fine-grained control over both performance and cinematography, i.e., the actor's motion and the camera trajectory. We present ActCam, a zero-shot method for video generation that…

Open ↗
arXiv

UniPool: A Globally Shared Expert Pool for Mixture-of-Experts

arXiv

Modern Mixture-of-Experts (MoE) architectures allocate expert capacity through a rigid per-layer rule: each transformer layer owns a separate expert set. This convention couples depth scaling with linear expert-parameter growth and…

Open ↗
arXiv

BAMI: Training-Free Bias Mitigation in GUI Grounding

arXiv

GUI grounding is a critical capability for enabling GUI agents to execute tasks such as clicking and dragging. However, in complex scenarios like the ScreenSpot-Pro benchmark, existing models often suffer from suboptimal performance.…

Open ↗
arXiv

EMO: Pretraining Mixture of Experts for Emergent Modularity

arXiv

Large language models are typically deployed as monolithic systems, requiring the full model even when applications need only a narrow subset of capabilities, e.g., code, math, or domain-specific knowledge. Mixture-of-Experts (MoEs)…

Open ↗
arXiv

Verifier-Backed Hard Problem Generation for Mathematical Reasoning

arXiv

Large Language Models (LLMs) demonstrate strong capabilities for solving scientific and mathematical problems, yet they struggle to produce valid, challenging, and novel problems - an essential component for advancing LLM training and…

Open ↗

Raw Telegram Brief

VECTOR OPS

⚡ Operator Brief — Sunday, May 10 • 1:25 PM EDT

Signal Board
• Read first: decolua/9router
• Top-10 feed: 10 ranked signals
• Capella angle: Make a Capella recipe: one Rook brief → one Claude lane → one Codex lane → review diff.
• SkyGems angle: Watch for multimodal/design/CAD signals that can sharpen the jewelry product.
• Feed health: Clean

🧭 Executive Summary
• Lead signal: decolua/9router. Capella priority: Make a Capella recipe: one Rook brief → one Claude lane → one Codex lane → review diff.. SkyGems watch: wait for a strong multimodal/design/CAD signal before acting. The brief is ranked for…
• Hidden leverage: Make a Capella recipe: one Rook brief → one Claude lane → one Codex lane → review diff.

━━━━━━━━━━━━━━━━━━━━
🔥 Top 10 AI Signals

1) [GitHub] decolua/9router
   Source: Trending today
   Why: Agent-ops signal — directly useful for Capella lanes, Rook handoffs, and Claude/Codex execution quality.
   Move: Make a Capella recipe: one Rook brief → one Claude lane → one Codex lane → review diff.
   Link: https://github.com/decolua/9router

2) [GitHub] affaan-m/everything-claude-code
   Source: Trending today
   Why: Agent-ops signal — directly useful for Capella lanes, Rook handoffs, and Claude/Codex execution quality.
   Move: Convert the useful part into a Rook/Capella skill or task template, not just a saved link.
   Link: https://github.com/affaan-m/everything-claude-code

3) [GitHub] addyosmani/agent-skills
   Source: Trending today
   Why: Agent-ops signal — directly useful for Capella lanes, Rook handoffs, and Claude/Codex execution quality.
   Move: Convert the useful part into a Rook/Capella skill or task template, not just a saved link.
   Link: https://github.com/addyosmani/agent-skills

4) [GitHub] bytedance/UI-TARS-desktop
   Source: Trending today
   Why: Agent-ops signal — directly useful for Capella lanes, Rook handoffs, and Claude/Codex execution quality.
   Move: Convert the useful part into a Rook/Capella skill or task template, not just a saved link.
   Link: https://github.com/bytedance/UI-TARS-desktop

5) [Hacker News] Academic Research Skills for Claude Code
   Source: Hacker News
   Why: Agent-ops signal — directly useful for Capella lanes, Rook handoffs, and Claude/Codex execution quality.
   Move: Make a Capella recipe: one Rook brief → one Claude lane → one Codex lane → review diff.
   Link: https://github.com/Imbad0202/academic-research-skills

6) [GitHub] datawhalechina/hello-agents
   Source: Trending today
   Why: Agent-ops signal — directly useful for Capella lanes, Rook handoffs, and Claude/Codex execution quality.
   Move: Convert the useful part into a Rook/Capella skill or task template, not just a saved link.
   Link: https://github.com/datawhalechina/hello-agents

7) [GitHub] HKUDS/AI-Trader
   Source: Trending today
   Why: Agent-ops signal — directly useful for Capella lanes, Rook handoffs, and Claude/Codex execution quality.
   Move: Convert the useful part into a Rook/Capella skill or task template, not just a saved link.
   Link: https://github.com/HKUDS/AI-Trader

8) [Research] BAMI: Training-Free Bias Mitigation in GUI Grounding
   Source: 2026-05-07
   Why: Agent-ops signal — directly useful for Capella lanes, Rook handoffs, and Claude/Codex execution quality.
   Move: Convert the useful part into a Rook/Capella skill or task template, not just a saved link.
   Link: https://arxiv.org/abs/2605.06664v1

9) [GitHub] lsdefine/GenericAgent
   Source: Trending today
   Why: Agent-ops signal — directly useful for Capella lanes, Rook handoffs, and Claude/Codex execution quality.
   Move: Convert the useful part into a Rook/Capella skill or task template, not just a saved link.
   Link: https://github.com/lsdefine/GenericAgent

10) [Cloudflare] Stream - Introducing Stream Bindings for Workers
   Source: Stream • 2026-05-07
   Why: Infra signal — relevant to Capella remote access, tool-hosting, tenant rollout, and Cloudflare-first ops.
   Move: Check whether it improves Capella remote access, tool-host side effects, or staged tenant rollout.
   Link: https://developers.cloudflare.com/changelog/post/2026-05-07-stream-workers-binding/

━━━━━━━━━━━━━━━━━━━━
✅ Action Queue

1. Capella: finish the Rook mobile/app verification pass, then checkpoint the Rook-lane patch cleanly before more features pile on.
2. Capella: turn today's best Claude/Codex trick into a reusable task-template with source links, expected output, and verification steps.
3. Capella infra: map the Cloudflare signal to hosting, tunnel, remote-access, or tool-host reliability work.
4. SkyGems: convert the creative signal into one visible artifact — reference board, ring template, gallery card, CAD/export spec, or product-story block.
5. Hermes/vector: Upgrade Hermes soon — it is 15 commits behind upstream.

━━━━━━━━━━━━━━━━━━━━
🧪 Claude Code / Codex Tricks

• Turn 'decolua/9router' into a Capella reusable skill/handoff template today.
• Run paired-agent work as: Rook writes brief → Claude implements/architects → Codex verifies/tests → Rook merges only after diff review.
• For every promising repo/tool, do Magika preflight first, then extract one small command or workflow into a named Capella skill.
• Keep mobile Rook prompts short: objective, repo/path, acceptance test, and one explicit stop condition.

━━━━━━━━━━━━━━━━━━━━
💻 Repos / Tools Worth Screening

1) affaan-m/everything-claude-code
   The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude…
   Heat: Trending today
   Link: https://github.com/affaan-m/everything-claude-code

2) decolua/9router
   Unlimited FREE AI coding. Connect Claude Code, Codex, Cursor, Cline, Copilot, Antigravity to FREE Claude/GPT/Gemini via 40+ providers. Auto-fallback, RTK…
   Heat: Trending today
   Link: https://github.com/decolua/9router

3) bytedance/UI-TARS-desktop
   The Open-Source Multimodal AI Agent Stack: Connecting Cutting-Edge AI Models and Agent Infra
   Heat: Trending today
   Link: https://github.com/bytedance/UI-TARS-desktop

━━━━━━━━━━━━━━━━━━━━
📚 Research Radar

1) ActCam: Zero-Shot Joint Camera and 3D Motion Control for Video Generation
   Use if: Feed it into SkyGems: reference board → ring template/spec → export or gallery improvement.
   Link: https://arxiv.org/abs/2605.06667v1

2) BAMI: Training-Free Bias Mitigation in GUI Grounding
   Use if: Convert the useful part into a Rook/Capella skill or task template, not just a saved link.
   Link: https://arxiv.org/abs/2605.06664v1

━━━━━━━━━━━━━━━━━━━━
🎯 Vector Take

• Use the top item to sharpen Capella as an agent orchestrator, the first Claude/Codex item to create an execution trick, and any creative/CAD signal to improve SkyGems only if it can produce a visible artifact today.
• Rule: read → decide → create one Capella task or discard. No passive news hoarding.