Forkcast Weekly #14: TencentDB-Agent-Memory, airllm, computer, prime-agent, agent-skills

Episode Summary#

This episode covers 30 trending open-source projects from this week including Tencent’s team-level memory hub for AI agents with 18K stars, AirLLM’s layer-by-layer inference running 70B models on a single 4GB GPU, Cloudflare’s persistent sandboxed computer environment for agents, PrimeIntellect’s self-improving RLM coding agent with daemon-backed sessions, and Addy Osmani’s 84K-star production-grade engineering skills. Also featured are a cybersecurity skill router, Firecrawl’s Rust PDF inspector, DeepSeek-Reasonix’s prefix-cache-stable coding agent, and Matt Pocock’s 210K-star skills collection.

Repositories Covered#

TencentDB-Agent-Memory#

Team-level memory hub for AI agents from Tencent. Turns conversations, docs, and code into four reusable memory assets: Chat Memory, Skill, LLM-Wiki, and Code-Graph. v2.0.0 just released with Docker deploy and vector search.

airllm#

Layer-by-layer inference engine that runs 70B LLMs on a single 4GB GPU. v3.1 adds Kimi K3 2.8T param support. Apache 2.0 licensed.

computer#

Cloudflare’s persistent sandboxed environment for AI agents with FUSE-mounted filesystem, Durable Objects for state, and Cap’n Proto RPC. computerd daemon beats real disk on metadata ops.

prime-agent#

Self-improving RLM coding agent from PrimeIntellect with persistent IPython kernel, daemon-backed sessions, heartbeats, and autonomous mode with token/time budgets. 4,480 commits.

agent-skills#

Production-grade engineering skills for AI coding agents by Addy Osmani. 84.8K stars. Skills for Claude Code, Codex, Cursor, Gemini with CI validation and plugin marketplace.

reverse-skill#

AI-powered cybersecurity skill router for reverse engineering and pentesting. Auto-selects toolchains, includes CTF Sandbox Orchestrator and Burp MCP integration. 21.9K stars.

loopx#

Lightweight state kernel for long-running AI agent teams. Durable goals, quota-aware auto-wake, executable todos with evidence logs. Works with Codex and Claude Code.

pdf-inspector#

Fast Rust library for PDF inspection, classification, and text extraction. Classifies PDFs in 20ms, extracts text in 150ms vs 2-10s for OCR. Node.js and Python bindings.

ChinaTextbook#

Complete collection of Chinese K-12 and university PDF textbooks. 78.1K stars. Free educational resource covering elementary through university, every subject.

DeepSeek-Reasonix#

DeepSeek-native AI coding agent engineered around prefix-cache stability. Go v2 rewrite with plugin-driven architecture, MCP support, and two-model collaboration. 33.3K stars.

skills#

Matt Pocock’s 210K-star collection of 39 engineering skills for Claude Code and Codex. Includes grill-me, to-spec, to-tickets, code-review, and more.

skills#

Google’s official agent skills for Google Cloud, Gemini, Firebase, Ads, Maps, Android, and Flutter. npx install. Plugin bundles with MCP servers.

system-design-primer#

The gold standard for system design interview prep at 362.5K stars. Covers scalability, caching, databases, networking with Python solutions and Anki flashcards.

ADR#

Uber’s agentic detection and response system for enterprise AI agent security. Sensor collects telemetry from coding agents, ADR-Bench benchmark. Published at MLSys 2026.

authentik#

Unified authentication IdP and proxy supporting OAuth2, OIDC, SAML, LDAP, and SCIM. Self-hosted with 23K commits. Python + Go + Rust stack.

superpowers#

Agentic skills framework and software development methodology at 269.5K stars. TDD-first, specification-driven development for Claude Code, Codex, and Cursor.

generative-ai-for-beginners#

Microsoft’s 21-lesson generative AI curriculum at 117.1K stars. Covers prompt engineering, RAG, fine-tuning, and app building with Azure OpenAI integration.

AI-For-Beginners#

Microsoft’s 12-week, 24-lesson AI curriculum covering deep learning, NLP, CNNs, and GANs. 63.7K stars. Jupyter notebooks with 50+ language translations.

guava#

Google’s core Java libraries for collections, caching, concurrency, hashing, and I/O. 51.9K stars. Used internally at Google for over a decade.

TradingAgents#

Multi-agent LLM financial trading framework at 96.7K stars. Specialized agents process market data, news, and sentiment simultaneously for trading decisions.

cypress#

Fast, reliable end-to-end browser testing. Time-travel debugging, automatic waiting, network stubbing. 50.9K stars. Industry standard for E2E testing.

semantica#

Graph-native infrastructure for context management and accountable AI systems. Trace decisions back to source data. 2.6K stars, new 2026 project.

MiroFish#

Swarm intelligence engine for predicting anything. Coordinates distributed agents for predictions from stocks to weather. 70.8K stars.

AutoGPT#

Pioneering autonomous AI agent platform at 186.4K stars. Visual workflow builder, plugin ecosystem. The original autonomous agent framework.

ladybird#

Truly independent web browser with its own engine. Multi-process architecture, C++ implementation from the SerenityOS team. 65.1K stars.

supervision#

Reusable computer vision tools from Roboflow. Detection, segmentation, tracking, annotators. Works with YOLO, SAM, and other models. 49.2K stars.

webpack#

JavaScript module bundler with code splitting, tree shaking, and hot module replacement. 66K stars. Industry standard for complex web applications.

grok2api#

Multi-account API gateway for Grok Build, Grok Web, and Grok Console. 7.2K stars. Unified API endpoint for all Grok services.

ds4#

DeepSeek 4 Flash and PRO local inference engine by antirez (Redis creator). Metal, CUDA, and ROCm backends. Written in C. 21K stars.

celld#

Self-hosted, distributed Durable Objects from the Deno team. Rust implementation. 2.7K stars. Four trending appearances this week.

Watch#

• Video: https://www.youtube.com/watch?v=iP1h02BJGh8
• Cover: https://i.ytimg.com/vi/iP1h02BJGh8/hqdefault.jpg

Notes#

Transcript and notes will be added from Forkcast output artifacts.