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 Adam review ten GitHub repositories for diagrams, agent context, Linux, tiny local models, knowledge graphs, model routing, video creation, public APIs, and security research, plus seven community builds.
Seven Hermes Agent use cases that hold up in practice: computer control, competitor research, memory, Linear and Notion handoffs, Slack, crons, and 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.
Andrew Warner tours seven GitHub projects for meeting notes, agent teams, memory, model routing, voice, scraping, and chat. Use the direct repos, feature limits, and a cost-aware first pilot.
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.
Vaibhav Sisinty builds a reusable specialist, a delegated startup team, and a scheduled analyst in Hyperagent. Here is the practical no-code setup with prompts, permissions, costs, rubrics, and approval gates.
At Rails World 2026, DHH explains why 37signals went pencils down, shows agent-built HEY experiments, makes the case for Rails conventions and app CLIs, and argues for optimism with eyes open to production risks.
Bijan Bowen pairs Fable 5 with local Qwen3.6 27B in Traycer. Here is what improved, failed, and the solo baseline revealed about multi-agent orchestration.
Riley Brown and Vince Canger show how to build a practical Buzz agent team with Codex as the lead, Claude Code and other runtimes as specialists, scoped channels, review loops, mobile access, and safer recurring workflows.
Andrew Warner and Vince Canger test Buzz across agent runtimes, Wasp and Railway deployment, mobile access, Git projects, workflow triggers, shared compute, and multi-agent routing. Here is the practical operator guide.
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.
Run GPT-5.6 Sol inside Hermes Agent: the verified Codex OAuth setup, how to pick reasoning effort, 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.
Hermes Mixture of Agents for builders: several reference models, one aggregator, higher cost, better review, and when the routing actually pays for itself.
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.
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