Github Top Repositories
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⚡ cactus-compute/needle is making waves. Here's the full picture.
🔗 https://github.com/cactus-compute/needle
📝 14MB foundation model for tiny devices; phones, wearables, smart home, and robots.
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Needle 2 is a compact, open-source model for tool calling, device use, and structured extraction. It's a single 14MB binary that runs in approximately 28MB of RAM. Key features include a
Needle 2 is built on the Simple Attention Network architecture, which includes a Hadamard MLP, GQA attention, and engram key-value memory. The model is
To use Needle 2, you can install the
Audience: This model is suitable for developers and researchers looking for a compact, efficient, and easy-to-use model for tool calling and data extraction tasks.
One-liner takeaway: Needle 2 is a powerful, compact model that makes it easy to build tool calling and data extraction applications with confidence-gated responses.
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🧠 Channel: https://t.iss.one/GithubRe
🔗 https://github.com/cactus-compute/needle
📝 14MB foundation model for tiny devices; phones, wearables, smart home, and robots.
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Needle 2 is a compact, open-source model for tool calling, device use, and structured extraction. It's a single 14MB binary that runs in approximately 28MB of RAM. Key features include a
self-contained engine, simple contract for tool calls, and confidence-gated responses. Needle 2 is built on the Simple Attention Network architecture, which includes a Hadamard MLP, GQA attention, and engram key-value memory. The model is
compressed to CQ2-bit with Cactus Quants and can be used for a variety of tasks, including tool calling, data extraction, and more.To use Needle 2, you can install the
cactus-needle Python package and describe your tools using a simple contract. The model can then be used to call tools, extract structured data, and more. Audience: This model is suitable for developers and researchers looking for a compact, efficient, and easy-to-use model for tool calling and data extraction tasks.
One-liner takeaway: Needle 2 is a powerful, compact model that makes it easy to build tool calling and data extraction applications with confidence-gated responses.
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🧠 Channel: https://t.iss.one/GithubRe
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🚀 21-Day CCNA & CCNP Sprint – Aug 17 to Sep 6
🤝 Peer Group – Share Insights | Exchange Knowledge | Support Each Other
No more studying alone. Join a community of CCNA/CCNP candidates, learn together, and win prizes.
How it works:
① DM admin: "I'M IN + cert name"
② Join the group
③ Check in 18/21 days → win 🎁
Prizes (first come, first served):
$50 Amazon card ×1 | SD-Access Training ×1 | SD-WAN Training ×1 | CCNA Pro Package ×10 | Free Learning Pack (all finishers)
Daily check-in:
1️⃣ What you learned
2️⃣ Explain it in your own words
3️⃣ (Optional) Ask the group
Join now: https://chat.whatsapp.com/KZrAj2HZ3Y5K9UhhNhrApf
DM to register: https://wa.me/8619559123054
🤝 Peer Group – Share Insights | Exchange Knowledge | Support Each Other
No more studying alone. Join a community of CCNA/CCNP candidates, learn together, and win prizes.
How it works:
① DM admin: "I'M IN + cert name"
② Join the group
③ Check in 18/21 days → win 🎁
Prizes (first come, first served):
$50 Amazon card ×1 | SD-Access Training ×1 | SD-WAN Training ×1 | CCNA Pro Package ×10 | Free Learning Pack (all finishers)
Daily check-in:
1️⃣ What you learned
2️⃣ Explain it in your own words
3️⃣ (Optional) Ask the group
Join now: https://chat.whatsapp.com/KZrAj2HZ3Y5K9UhhNhrApf
DM to register: https://wa.me/8619559123054
Github Top Repositories
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💡 cathrynlavery/diagram-design just hit the trending charts — here's why it matters.
🔗 https://github.com/cathrynlavery/diagram-design
📝 29 editorial diagram types for Claude Code. Self-contained HTML + SVG. No shadows, no Mermaid-slop.
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The diagram-design GitHub repository provides a Claude Code skill for creating high-quality, editorial diagrams that match your brand. With 27 visual types and three static variants, you can easily generate diagrams such as architecture sketches, flowcharts, and pyramids. The skill uses a
To get started, you can install the skill using
The repository also includes an online gallery where you can browse the available diagrams. Overall, the diagram-design skill is a powerful tool for creating high-quality, accessible diagrams that match your brand's style. Take your diagrams to the next level with this skill - no more generic rounded boxes!
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🧠 Channel: https://t.iss.one/GithubRe
🔗 https://github.com/cathrynlavery/diagram-design
📝 29 editorial diagram types for Claude Code. Self-contained HTML + SVG. No shadows, no Mermaid-slop.
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The diagram-design GitHub repository provides a Claude Code skill for creating high-quality, editorial diagrams that match your brand. With 27 visual types and three static variants, you can easily generate diagrams such as architecture sketches, flowcharts, and pyramids. The skill uses a
shared-memory hub and semantic patterns to describe behavior separately from layout, allowing for flexible and accessible diagrams. To get started, you can install the skill using
/plugin marketplace add cathrynlavery/diagram-design for Claude Code or codex plugin marketplace add cathrynlavery/diagram-design for Codex. The skill will then pull your brand's colors and typography from your website and apply them to the diagrams. The repository also includes an online gallery where you can browse the available diagrams. Overall, the diagram-design skill is a powerful tool for creating high-quality, accessible diagrams that match your brand's style. Take your diagrams to the next level with this skill - no more generic rounded boxes!
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🧠 Channel: https://t.iss.one/GithubRe
Github Top Repositories
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🔍 Deep-diving into semantica-agi/semantica — fresh off the trending list.
🔗 https://github.com/semantica-agi/semantica
📝 Graph-Native Infrastructure for Context and Accountable AI Systems
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Semantica is an open-source, graph-native infrastructure for building context and accountable AI systems. It's designed to ingest enterprise data, extract relevant information, and construct a knowledge graph with full decision provenance. Key features include graph analytics, deterministic reasoning, ontology management, and end-to-end traceability.
Technical highlights of Semantica include polyglot graph storage, RDF and LPG support, and compliance with W3C standards. The platform is self-hostable, auditable, and governed, with zero vendor lock-in.
Audience for Semantica includes AI/ML platform teams, data platform teams, compliance and risk teams, and regulated enterprises. It's ideal for high-stakes, regulated domains where explainable and trustworthy AI decision-making is crucial.
To get started with Semantica, simply run
In short, Semantica is the missing infrastructure layer that brings trust and transparency to your AI decisions.
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🧠 Channel: https://t.iss.one/GithubRe
🔗 https://github.com/semantica-agi/semantica
📝 Graph-Native Infrastructure for Context and Accountable AI Systems
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Semantica is an open-source, graph-native infrastructure for building context and accountable AI systems. It's designed to ingest enterprise data, extract relevant information, and construct a knowledge graph with full decision provenance. Key features include graph analytics, deterministic reasoning, ontology management, and end-to-end traceability.
Technical highlights of Semantica include polyglot graph storage, RDF and LPG support, and compliance with W3C standards. The platform is self-hostable, auditable, and governed, with zero vendor lock-in.
Audience for Semantica includes AI/ML platform teams, data platform teams, compliance and risk teams, and regulated enterprises. It's ideal for high-stakes, regulated domains where explainable and trustworthy AI decision-making is crucial.
To get started with Semantica, simply run
pip install semantica and explore the ContextGraph API. With Semantica, you can build a transparent and accountable AI system that provides real, structured answers to "why did this happen?" In short, Semantica is the missing infrastructure layer that brings trust and transparency to your AI decisions.
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🧠 Channel: https://t.iss.one/GithubRe
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🔥 anthropics/skills is trending — and it deserves your attention.
🔗 https://github.com/anthropics/skills
📝 Public repository for Agent Skills
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The anthropics/skills GitHub repository is a treasure trove of skills for Claude, a platform that leverages these skills to improve performance on specialized tasks. These skills are essentially folders containing instructions, scripts, and resources that Claude loads dynamically. The repository includes a wide range of skills, from creative applications like art and music to technical tasks such as testing web apps and enterprise workflows.
To get started, you can browse through the various skills in the repository, which are all self-contained in their own folders with a
The repository also includes a template-skill that you can use as a starting point to create your own custom skills. Creating a basic skill is straightforward, requiring only a folder with a
The skills can be used in various ways, including through Claude Code, Claude.ai, and the Claude API. Whether you're a developer looking to teach Claude how to use specific software or an enterprise seeking to improve workflows, the anthropics/skills repository has something to offer.
One-liner takeaway: With the anthropics/skills repository, you can unlock Claude's full potential and teach it new tricks to streamline your workflow and boost productivity!
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🧠 Channel: https://t.iss.one/GithubRe
🔗 https://github.com/anthropics/skills
📝 Public repository for Agent Skills
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The anthropics/skills GitHub repository is a treasure trove of skills for Claude, a platform that leverages these skills to improve performance on specialized tasks. These skills are essentially folders containing instructions, scripts, and resources that Claude loads dynamically. The repository includes a wide range of skills, from creative applications like art and music to technical tasks such as testing web apps and enterprise workflows.
To get started, you can browse through the various skills in the repository, which are all self-contained in their own folders with a
SKILL.md file. Many of these skills are open source, while others, like the document creation and editing skills, are source-available. You can use these skills as inspiration for your own or to understand different patterns and approaches.The repository also includes a template-skill that you can use as a starting point to create your own custom skills. Creating a basic skill is straightforward, requiring only a folder with a
SKILL.md file containing YAML frontmatter and instructions.The skills can be used in various ways, including through Claude Code, Claude.ai, and the Claude API. Whether you're a developer looking to teach Claude how to use specific software or an enterprise seeking to improve workflows, the anthropics/skills repository has something to offer.
One-liner takeaway: With the anthropics/skills repository, you can unlock Claude's full potential and teach it new tricks to streamline your workflow and boost productivity!
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🧠 Channel: https://t.iss.one/GithubRe
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