The 2026 Agent Workflow Guide — Memory, Tools and Orchestration
TL;DRThe original article’s central problem is that an assistant can repeatedly rediscover the same information without accumulating useful knowledge. Its proposed architecture combines: A knowledge foundation: LLM Wiki, Obsidian CLI and optionally Firecrawl. Episodic memory: MemPalace for conversations and preferences. Scheduling and coordination: GBrain and GStack. The goal is a personal knowledge assistant that can retain context, maintain information and carry out multi-step...
LinkedIn B2B Marketing — From Account Setup to ABM
TL;DR: For B2B hardware, more traffic does not necessarily mean better inquiries. The original article focuses on LinkedIn’s professional targeting and account-based marketing: choosing target companies, then reaching the people involved in their purchasing decisions. 1. Why consider LinkedIn?Smart-parking systems, access-control equipment and other infrastructure products are purchased by organizations. Their buying process may involve procurement, facilities and operations, with a long...
Facebook B2B Advertising — Three Ways to Reach Wholesale Buyers
TL;DR: A common B2B advertising problem is paying for inquiries from individual shoppers. The original article proposes three filters: B2B audience criteria, visible minimum-order quantities, and job-title targeting. The problem: consumer traffic absorbs the budgetCross-border suppliers may receive plenty of inquiries from people who want one item or are simply comparing prices, while reaching few people with purchasing authority. The original article argues that broad consumer-oriented...
Geographic Targeting for High-Value Products
TL;DR: The original article proposes narrowing geographic targeting when selling expensive products. The workflow is to research relevant areas, validate their postal codes where applicable, and test them in the advertising platform. Why geography mattersJade, jewelry, luxury goods and customized products can attract many inquiries that do not become orders. The original article suggests investigating whether the selected areas match the intended market. Purchasing patterns differ within a...
Facebook Live Commerce — From Account Setup to Campaign Operations
TL;DR: The original article organizes Facebook live commerce around targeted promotion, professional product demonstrations and products suited to the market. It covers account preparation, a five-step campaign workflow and two conversion approaches. What makes a live-commerce session work?The article argues that product quality, supply-chain credibility and the opportunity to speak to a real person matter especially for jade, jewelry and other expensive products. Its operating model...
Conversational Commerce or an Online Store?
TL;DR: Chat-led conversion suits purchases that require explanation, trust or negotiation. A self-service store suits standardized products and shorter decisions. Choose the model around the product and customer. How the models differNeither approach is inherently more professional. They rely on different ways of helping a customer decide. Dimension Chat-led conversion Online-store conversion Main mechanism Build trust through conversation Explain and persuade through the...
Breaking Agent Memory Silos — Twelve Open-Source Approaches
TL;DR Long-running agents face lost context, weak retrieval, growing token costs and fragmented information across sessions. The original review highlights Mem0, Letta, Cognee and SuperMemory, alongside eight related projects. Its selection framework starts with the use case: a prototype, a stateful production agent, relationship-heavy reasoning or multi-agent collaboration. Project descriptions and star counts below are from the original March 26, 2026 article. 1. Four obstacles for...
Nine AI and Developer Projects on GitHub — March 24, 2026
Nine AI and developer tools from the original March 24, 2026 roundup. Star counts are the figures recorded at publication. Project directory Project Recorded stars Language Main focus agency-agents 61,076 Shell Collaboration among specialist AI agents gstack 43,412 TypeScript Claude Code workflow tools deer-flow 41,036 Python Open-source SuperAgent framework autoresearch 53,034 Python Automated AI research experiments lightpanda-io/browser 24,330 Zig Headless browsing for...
Daily AI Open-Source Digest — March 23, 2026
Tracking AI open-source projects over a 24-hour period, with operational automation based on OpenClaw. Today’s top three1. free-video-downloaderAn AI video downloader and summarizer. Stars recorded in the original roundup: 20. Stack: Vue 3, FastAPI, yt-dlp, DeepSeek and Stripe. Features highlighted in the original article: Video downloads from more than 1,800 platforms. AI-generated video summaries. Mind-map generation. International payments through Stripe. GitHub 2. opencode-lazyA...
Evening Streaming Tests — BandwagonHost CN2 GIA and LisaHost Cogent
For a live stream, stable upload capacity matters as much as download speed. The original article compares BandwagonHost / IT7 CN2 GIA with LisaHost / Cogent during evening hours. Streaming capacity in the original testThe article uses 20 Mbps as its working threshold for a 2K stream. LisaHost / Cogent: the lowest recorded upload rate was about 40 Mbps. The article regarded this as adequate for a single stream, while noting the drop at 8 p.m. BandwagonHost / IT7:...