Search blog posts, case studies, GitHub repo roundups, agent architecture notes, and practical AI automation guides.
AI agent memory is becoming the new business knowledge base. Learn how memory differs from chat history, why agents forget work, and how small teams can structure context for better automation.
Nate Herk shows how to turn YouTube transcripts, PDFs, URLs, meetings, and notes into a cross-linked LLM wiki that Claude Code, Fable 5, Codex, Hermes, and other agents can reason over.
A practical JQ AI SYSTEMS roundup of this week's GitHub Trending repos: codebase-memory-mcp, Agent-Reach, OpenMontage, SkillSpector, agent-skills, TimesFM, Flue, Penpot, Plane, and more.
Andrew Warner and Eric Siu review real Hermes Agent use cases: computer control, competitor research, memory systems, Linear and Notion handoffs, Slack and Discord channels, remote gateways, crons, and reusable skills.
Alex Finn walked through Hermes Agent's Reach Release: native iMessage, automatic background agents, Unreal MCP, desktop upgrades, profile builder, Skills Hub, smarter memory, and Telegram formatting.
A practical JQ AI SYSTEMS roundup of The Next New Thing's June 25 GitHub Hot Repos report: OpenMontage, codebase-memory-mcp, timesfm, peerd, FluidVoice, birdclaw, worldmonitor, penpot, voicebox, system prompt leaks, Agent-Reach, daily_stock_analysis, and OpenCut.
Block's Buzz puts people, Claude Code, Codex, and other agents in one Nostr workspace. Here is the architecture, privacy reality, chief-of-staff pattern, shared-compute risk, and honest Slack comparison.
Alex Finn tests GPT-5.6 Sol inside Hermes Agent. Here is the verified setup through Codex OAuth, the reasoning-effort decision, three bounded workflows, and the safety controls to keep.
Greg Isenberg and Elie Steinbock explain how loop engineering can improve SEO, ads, and product feedback. Here is the practical architecture: objective metrics, memory, budgets, verification, schedules, and stop conditions.
Riley Brown builds a Jarvis-style desktop agent in Cursor with GPT-Realtime-2, Exa search, computer control, Mermaid artifacts, and voice-edited thumbnails. Here is the architecture, setup, cost, and safer permission model.
Greg Isenberg and Nick Vasilescu use Grok 4.5, Hermes, Orgo, memory, connectors, and review gates to move from startup research to a landing page and outreach draft in one working session.
Riley Brown connects Claude Fable 5 returning, OpenAI GPT-5.6 entering limited preview, Sonnet 5, Cursor for iOS, model rerouting, and the shift from selling apps to selling agents. Here is the practical builder read.
David Ondrej walks through Hermes Agent Mixture of Agents. Here is the practical builder view: multiple reference models, one aggregator, more cost, better review, and smarter routing for hard work.
Wes Roth walks through Hermes Agent with Stripe payments, Nous Portal, OpenAI Codex, NVIDIA NemoClaw, and Nemotron 3 Ultra. Here is the practical builder version: agents can run business workflows, but money movement needs hard approval gates.
Shashank Agarwal showed Andrew Warner how API.market runs with OpenClaw agents for PR, LinkedIn, seller outreach, finance, hiring, and chief-of-staff work. Here is the practical agent operating system behind it.
SpaceX reportedly buying Cursor is less about one code editor and more about the race to own the general agent workspace. Here is what builders should watch, test, and migrate carefully.
Codex Sites, Cursor Canvases, DeepSeek V4 pricing, Poke in Apple Messages, Microsoft Scout, and Hermes Desktop point to the same shift: agent work is moving into super-apps and shareable work surfaces.
Hermes Desktop turns Hermes Agent into a real agent workspace: sessions, profiles, artifacts, skills, cron jobs, sub-agents, and practical workflows for builders.
AI browsers promised to put an assistant beside your tabs. Codex, Claude Code, and Claude Cowork suggest a bigger shift: task-based agent workspaces where the browser, files, tools, and review surface live together.
AI agents need more than better prompts. Learn the lightweight control plane small teams can use for identity, permissions, logs, review, ownership, and shutdown.
A practical JQ AI SYSTEMS roundup of GitHub AI repos suggested by The Next New Thing AI: Anthropic financial services agents, CloakBrowser, UI-TARS, CodeWhale, AgentMemory, 9router, AI-Trader, and more.
A full breakdown of the Camille Guillain AI Operating System: architecture, agent roles, memory, and how 70 to 80% of manual work was eliminated without losing the human voice.
Andrew Warner and Corey Ganim break down 16 AI launches from The Next New Thing: NotebookLM Short Video Overviews, June, xAI Voice Agent Builder, BoringMarketing, open Slack agents, Arena42, Fable 5, Cursor iOS, OpenClaw mobile, Gemini Spark, Hermes context usage, and more.
FutureTools tested nine free skills and plugins for Claude Code, Codex, Cursor, Hermes, OpenClaw, and other coding agents. Here is the practical JQ AI SYSTEMS guide to what to install first, what each skill does, and where to be careful.
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