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Mapping the agentic systems stack

A public study console for AI agents, orchestration, systems design, and the architecture patterns behind the tools.

depends on influences observes
Agent loops
Tool protocols
Orchestration
Memory
Evaluation
Product systems
Notes index29 articles
ACP vs ACPX vs Direct CLI Routing — Kira LearnThree ways to talk to coding agents. They look similar. They aren't. The Four-Floor AI System That Actually Makes You Smarter — Kira LearnMost people use AI as one giant shortcut. That often makes their thinking weaker. The better move is to split the stack into distinct layers so truth, reasoning, specialization, and execution do different jobs. macOS Background Items, Daemons, and Tracing ReinstallersA weird Background Item name is not the same thing as active malware. The work is to separate a real runnable daemon from stale macOS bookkeeping. The $3 Trillion IPO Trap Nobody's Talking AboutThree AI giants are about to go public. Your retirement fund is the exit liquidity. Conway: The Always-On Agent Hidden in Anthropic's Leaked CodeA packaging error pushed 512,000 lines of Claude Code source to a public registry. Buried inside was something Anthropic never announced: an always-on agent called Conway that reveals a platform lock-in strategy we haven't seen before. The One-Week Moat: Why $6.6 Billion AI Companies Are Built on SandLovable just raised $330 million. But anyone with Claude Code could rebuild their product in a week. So what actually matters? Design Moved to the Command LineThree tools — Google Stitch, Remotion, and Blender MCP — just collapsed the cost of creative work. Here's what that means. The Missing Orchestration Layer Destroying Teams Right NowAI agents can think and code. But they still can't reliably work together -- and that gap is where billions of dollars will be won or lost. A Bot Made $438K in 30 Days -- And It's a Warning for Every IndustryA simple trading bot on Polymarket reveals the hidden force reshaping every business: AI is collapsing the inefficiencies your industry was built on. Operator Hotlist vs. Ralph Look AI + Synthetic Biology: Programming Life ItselfOne company is using AI to design living organisms — from woolly mammoths to plastic-eating microbes. Elon's TerraFab, the S&P 500 Repricing, and the End of Human Driving50x the world's chip supply. Flying cars in 18 months. And the financial framework that priced every stock for a century might be breaking. Peter Diamandis Digest: Elon vs Altman, AI Jobs, and OpenAI's $852B Valuation Peter Diamandis Digest: Elon's $60B Cursor Bet, Claude kills SaaS, and OpenAI's Mass Departures | EP #249 Eric Schmidt: The Robotics Race, Singularity Timeline, and the 92-Gigawatt ProblemThe former Google CEO lays out why the US is 10% into an AI revolution, why China is winning robotics, and why the real bottleneck is electricity — not talent or capital. Peter Diamandis Digest: Sam Altman’s Attack, Amazon vs. Starlink, and What Opus 4.7 Actually Means | #248 Peter Diamandis, SpaceX IPO, Claude Mythos, and the Data Center Squeeze Uber's Robotaxi Playbook: The End of Human DrivingUber's CEO explains why your kids probably won't need a driver's license -- and how Uber plans to orchestrate a world of robot cars, flying taxis, and AI gig work. The Robotaxi Race: Why Uber Bets on Being the MiddlemanUber's CEO explains why they won't build a self-driving car — and why that might be the smartest move in the race. Turn Claude Into a Thinking Partner — Kira LearnThe gap between "meh" and "wow" outputs isn't the model. It's eight principles you can stack on every prompt. Crisis Chinuch Panel Part 1 — Russell & Jacobson Crisis Chinuch Panel Part 2 — Russell & Jacobson Navigating Yom Tov for Our Children — Rabbi Shimon Russell SSH Keys, VPS Security & Server HardeningYour server is on the internet 24/7. Here's how to make sure only you can get in. Supervisor Loop vs Ralph Loop What I'm Stealing From The Claude Code Tools Video — Kira LearnWatched a 40-minute tour of every shiny Claude Code add-on. Here's the short list I'm actually installing — and the mental model behind the cuts. The Claude Code Tools That Actually Matter — Kira LearnThere are dozens of Claude Code plugins and skills floating around. Most are noise. Here's how to tell the difference. Webhooks — How Apps Talk to Each Other in Real TimeInstead of constantly asking "anything new?" — just get a tap on the shoulder when something happens. Closing a Claude Code session well — Kira Learn