# Munder Difflin

> Munder Difflin is free and open source: a desktop app that runs a team of coding agents
> such as Claude Code, Codex and Gemini CLI on your own computer. Each agent is the real
> CLI in its own terminal, signed in with the subscription or API key you already have.
> Your clone, Michael, is the one agent you brief: he assigns the work, routes messages
> between agents and brings back only what needs you (spend, scope and destructive steps).
> Agents keep markdown memory in a shared, searchable palace, message each other through
> mailboxes, and can run on a schedule, from Slack or from a webhook. The source in the
> GitHub repository is MIT licensed. Current version: 0.4.6 (the source in the repository).
> Latest app release: 0.5.6 (17 October 2026), installers for macOS (signed and notarized),
> Windows and Linux.

Engines it runs: Claude Code, OpenAI Codex, Gemini CLI, Antigravity (Gemini), xAI Grok,
Kimi Code, Qwen, OpenCode, Crush, pi.dev, GitHub Copilot CLI, Cursor, or any custom command.
Your own API keys and local models work too, through Ollama, LM Studio or vLLM.

New in 0.5.6: Capabilities (Pro), a marketplace of 2,347 MCP servers, skills, plugins and tools
from the public list HarnessMD/awesome-agent-capabilities, 622 of them reviewed by us; Integrations,
one place for Slack, webhooks, the apps your agents use and your keys; and Teams, so your office
talks to your teammates' offices. Agents also use fewer tokens by default, and a temp, a short lived
agent for one job, can answer Slack, a teammate, a webhook or a schedule.

Free and Pro: the app is free. Pro is a paid plan, $150 USD a year adjusted for purchasing power,
that adds Capabilities, agent files, the Pro sidebar (Tasks, Inbox, Automations, Memory,
Capabilities, Integrations) and the Stapler, which records meetings and sends messages, screenshots
and files to any agent. As part of the 0.5.6 launch, Pro is free for everyone who signs in until
Saturday 24 October 2026.

## Product

- [Download](https://harnessmd.com/download): macOS, Windows and Linux builds
- [Homepage](https://munderdiffl.in/): features and FAQ
- [GitHub repository](https://github.com/HarnessMD/munder-difflin): source, issues and releases
- [Release notes](https://harnessmd.com/download#whats-new): what changed in each release from 0.5.2 to 0.5.6
- [Agent Gallery](https://munderdiffl.in/hires/): ready made agent roles to import
- [Telemetry](https://github.com/HarnessMD/munder-difflin/blob/main/TELEMETRY.md): the anonymous usage events official builds send, and how to turn them off

## Key guides

- [How to install and use Munder Difflin](https://munderdiffl.in/blog/how-to-install-and-use-munder-difflin/)
- [Your first hour with Munder Difflin](https://munderdiffl.in/blog/your-first-hour-with-munder-difflin/)
- [Frequently asked questions](https://munderdiffl.in/blog/munder-difflin-faq/)
- [How to hire from the Agent Gallery](https://munderdiffl.in/blog/how-to-hire-from-the-agent-gallery/)
- [How the GOD orchestrator works](https://munderdiffl.in/blog/how-the-god-orchestrator-works/)
- [How to talk to your orchestrator (voice)](https://munderdiffl.in/blog/how-to-talk-to-your-orchestrator/)
- [Command Center guide](https://munderdiffl.in/blog/command-center-guide/): tasks, schedules, fleet and budgets
- [Scheduling autonomous agent missions](https://munderdiffl.in/blog/scheduling-autonomous-agent-missions/)
- [Trigger AI agents from Slack](https://munderdiffl.in/blog/trigger-ai-agents-from-slack/)
- [How to use the built-in Monaco IDE](https://munderdiffl.in/blog/how-to-use-the-built-in-monaco-ide/)
- [Give Claude Code long-term memory](https://munderdiffl.in/blog/give-claude-code-long-term-memory/)
- [Run a mixed engine office](https://munderdiffl.in/blog/run-a-mixed-engine-office/)
- [Run Munder Difflin on open models](https://munderdiffl.in/blog/run-munder-difflin-on-open-models/)
- [Run Munder Difflin on a Mac Mini](https://munderdiffl.in/blog/run-munder-difflin-on-a-mac-mini/)
- [What's new in 0.5.6](https://harnessmd.com/download#whats-new)

## Comparisons

- [Best Claude Code multi-agent tools](https://munderdiffl.in/blog/best-claude-code-multi-agent-tools/)
- [Claude Code orchestration tools compared](https://munderdiffl.in/blog/claude-code-orchestration-tools-compared/)
- [Claude Code alternatives](https://munderdiffl.in/blog/claude-code-alternatives/)
- [qm vs Munder Difflin](https://munderdiffl.in/blog/qm-vs-munder-difflin/)
- [Claude Squad vs Munder Difflin](https://munderdiffl.in/blog/claude-squad-vs-munder-difflin/)
- [Orca vs Munder Difflin](https://munderdiffl.in/blog/orca-vs-munder-difflin/)
- [Cline vs Munder Difflin](https://munderdiffl.in/blog/cline-vs-munder-difflin/)
- [Claude Code git worktrees vs a hive](https://munderdiffl.in/blog/claude-code-git-worktrees-vs-hive/)

<!-- BLOG:START generated by blog/scripts/postbuild.mjs -->
## Blog

243 posts, grouped by topic, newest first in each topic. Topic hubs: https://munderdiffl.in/blog/topics/

### concepts

- [What Is Claude Duet? Anthropic's Proactive Agent App, Explained](https://munderdiffl.in/blog/what-is-claude-duet/): Claude Duet is Anthropic's proactive agent app, in research preview since 21 Oct 2026: who can join, how it works, what it asks first and its limits.
- [DeepSeek V4.1 Flash 1017: What Changed, the Price and Claude Code Setup](https://munderdiffl.in/blog/deepseek-v4-1-flash-1017/): DeepSeek V4.1 Flash 1017, released 17 Oct 2026 under MIT: what changed, DeepSeek's benchmarks, the API price and Claude Code setup.
- [What Is NanoClaw? The Small OpenClaw Alternative That Runs Agents in Containers](https://munderdiffl.in/blog/what-is-nanoclaw/): NanoClaw explained on 17 Oct 2026: what the MIT licensed assistant does, how it differs from OpenClaw, how to install it and which models it works with.
- [What Is Roo Code? The Archived VS Code Agent, Explained](https://munderdiffl.in/blog/what-is-roo-code/): Roo Code was an open source AI coding agent for VS Code. Its GitHub repo was archived in May 2026. What the pages say happened, and what to use now.
- [What Is ZeroClaw? The Single Binary Agent Runtime in Rust, Explained](https://munderdiffl.in/blog/what-is-zeroclaw/): ZeroClaw explained on 17 Oct 2026: what the Rust agent runtime does, how it keeps the agent in check, how to install it and which models it works with.
- [OpenCode 2.0: what changed and how to upgrade](https://munderdiffl.in/blog/opencode-2-0/): OpenCode 2.0 from Anomaly: the background service, Code Mode, background subagents, the new plugin API and SDK, and how to upgrade. Checked 15 Oct 2026.
- [Claude Code Router: What It Is, How It Works and How to Install It](https://munderdiffl.in/blog/claude-code-router/): Claude Code Router, checked 14 Oct 2026: what the local gateway does, how to install it, which providers it lists, and what Anthropic says about it.
- [Google Let Gemini 4 Argon Loose on Its Own Coding Backlog. Here Are the Receipts.](https://munderdiffl.in/blog/gemini-4-argon-inside-google/): Google's own numbers for Gemini 4 Argon on real code: 134 bugs triaged in under 3 hours, 30% fewer rollbacks, a framework tuned overnight. Checked 13 Oct 2026.
- [Gemini 4 Argon: Google's Flagship Model Shares a Name With a Gas That Barely Reacts](https://munderdiffl.in/blog/gemini-4-argon/): Gemini 4 Argon went on general release on 13 Oct 2026: $2 input and $10 output per 1M tokens through 30 Nov, a 1M token window, and where you can use it.
- [Muse Wonder and Muse Code: Meta's new models, prices and scores](https://munderdiffl.in/blog/muse-wonder/): Meta's Muse Wonder and Muse Wonder Full: API price, Muse Code plans, context window and Meta's own coding scores, checked 13 Oct 2026.
- [Claude routines: what they are, triggers, cost and limits](https://munderdiffl.in/blog/claude-code-routines/): Claude routines run a saved Claude Code prompt in the cloud on a schedule, an API call or a GitHub event. Plans, steps and limits, checked 12 Oct 2026.
- [Claude Code Projects: what they are and who can use them](https://munderdiffl.in/blog/claude-code-projects/): Claude Code Projects, checked 11 Oct 2026: a public beta on Pro and Max where Claude runs your tasks as parallel threads. Access, limits and plan use.
- [Claude Managed Agents dynamic workflows: limits and cost](https://munderdiffl.in/blog/claude-managed-agents-dynamic-workflows/): Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.
- [Claude Code agent teams: what they are, how to use them](https://munderdiffl.in/blog/claude-code-agent-teams/): Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.
- [Claude Haiku 5.5: price, benchmarks and where it fits](https://munderdiffl.in/blog/claude-haiku-5-5/): Claude Haiku 5.5 is Anthropic's new small model. Its tiered price, Anthropic's own scores and how to pick it in Claude Code, checked 8 Oct 2026.
- [GPT-6 in ChatGPT: who gets it, when, and Intelligent UI](https://munderdiffl.in/blog/gpt-6-intelligent-ui/): GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.
- [Claude Agent SDK: what it is, languages, cost and limits](https://munderdiffl.in/blog/what-is-claude-agent-sdk/): The Claude Agent SDK is Claude Code as a Python and TypeScript library. Install commands, features, billing, licence and limits, checked 8 Oct 2026.
- [ZCode: Z.ai's coding agent harness, explained](https://munderdiffl.in/blog/what-is-zcode/): ZCode is Z.ai's Apache-2.0 coding workspace: desktop app, browser view and terminal agent. How to install it, which models it lists, and what it costs.
- [OpenAI Decisions API: what it is, price and limits](https://munderdiffl.in/blog/openai-decisions-api/): The OpenAI Decisions API is a beta endpoint that returns a probability, a pick or a score. Price, limits and how to call it, checked 7 Oct 2026.
- [Mistral Large 4 (Le Chonk): size, price, scores and weights](https://munderdiffl.in/blog/mistral-large-4/): Mistral Large 4 is a 1 trillion parameter open weight model in public preview. Context window, API price, Mistral's own scores and weights, checked 6 Oct 2026.
- [OpenAI text watermarking: textGrain, who gets it, limits](https://munderdiffl.in/blog/openai-text-watermarking/): OpenAI text watermarking (textGrain) is opt in for the API now and is coming to eligible ChatGPT and Codex text in the EU. Limits checked 6 Oct 2026.
- [Reflection AI Beam: the 501B open weight model, explained](https://munderdiffl.in/blog/reflection-beam/): Reflection AI Beam is a 501B parameter open weight model. Size, Reflection's own scores, licence and when you can get it, checked 6 Oct 2026.
- [What Is Claude Cowork? Plans, Prices and How to Use It](https://munderdiffl.in/blog/what-is-claude-cowork/): Claude Cowork is Anthropic's agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.
- [Gemini Spark: what it is, what it costs and who can get it](https://munderdiffl.in/blog/what-is-gemini-spark/): Gemini Spark is Google's personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.
- [Hermes Agent: what it is, how to install it and what it costs](https://munderdiffl.in/blog/what-is-hermes-agent/): Hermes Agent is Nous Research's MIT licensed AI agent with memory, skills and chat channels. Install command, models, pricing and how it compares.
- [What Is Codex? OpenAI's Coding Agent, Its Free Plan and Models](https://munderdiffl.in/blog/what-is-codex/): Codex is OpenAI's coding agent for your terminal, editor, desktop app and cloud. ChatGPT Free, Go, Plus and Pro include it. Plans and models, 15 Oct 2026.
- [What is Pi agent? The open source coding agent harness, explained](https://munderdiffl.in/blog/what-is-pi-agent/): Pi agent is Earendil's MIT licensed coding agent harness. What it is, how to install it, what Pi 1.0 and Pi Durable add, and how it compares.
- [What Is ChatGPT Dots? OpenAI's Always On Agents Explained](https://munderdiffl.in/blog/what-is-chatgpt-dots/): A ChatGPT dot is an always on agent with its own cloud computer. Needs Pro (from $100 a month) or Business Premium, not Plus. Not on Pro in the UK or EU.
- [What Is OpenCode? Free, MIT Licensed, and What You Pay For](https://munderdiffl.in/blog/what-is-opencode/): OpenCode is a free, MIT licensed coding agent from Anomaly. The tool costs nothing; you pay for the model you connect, unless it is local or free.
- [Is Ollama Good for Coding? Yes, for Scoped Work on the Right Model](https://munderdiffl.in/blog/is-ollama-good-for-coding/): Ollama is good for coding on scoped, private work if the model fits your memory. Which models to pull, how much RAM, and where Claude still wins.
- [Claude Max Plan: Is It Worth It? Max 5x vs 20x vs Pro](https://munderdiffl.in/blog/is-claude-code-max-worth-it/): Is the Claude Max plan worth it? Max 5x and 20x against Pro, checked 29 Sep 2026: price, five hour and weekly limits, Fable, and the API break even.
- [Is Claude Code Open Source?](https://munderdiffl.in/blog/is-claude-code-open-source/): No. Claude Code is proprietary under Anthropic's terms. What its GitHub repo holds, what the 2026 leak changed, and which open tools sit around it.
- [What Is Vibe Coding? Meaning, Risks and Safer Habits](https://munderdiffl.in/blog/what-is-vibe-coding/): Vibe coding means building software from AI prompts without reading the code. Where the term came from, when it is fine, where it bites, and what to check.
- [What Is an MCP Server?](https://munderdiffl.in/blog/what-is-an-mcp-server/): An MCP server gives an AI agent tools, data and prompts over one open protocol. What it is, the host, client and server roles, and where Claude Code plugs in.
- [Claude Code Pricing (Sep 2026): Every Plan, and Is It Free?](https://munderdiffl.in/blog/how-much-does-claude-code-cost/): Claude Code pricing checked 29 Sep 2026: Pro, Max, Team, Enterprise and API rates, usage limits, what changed this year, and whether Claude Code is free.
- [Loop Engineering: Designing Agent Loops That Converge](https://munderdiffl.in/blog/loop-engineering-for-ai-agents/): Everyone engineers the prompt; almost nobody engineers the loop around it. Stop conditions, drain loops, retry with backoff, compaction cycles, breaker escalation, budgets, and human gates — the outer-loop mechanics that make an agent converge instead of run away.
- [Review Agent Work Where It Happens](https://munderdiffl.in/blog/review-agent-work-where-it-happens/): AI agents produce diffs faster than humans can review them, and alt-tabbing to an external editor breaks supervision flow. The case for review-in-place: Munder Difflin's built-in Monaco IDE puts a CHANGES rail and side-by-side diffs vs HEAD right on the office floor.
- [Voice Is a Control Plane, Not a Gimmick](https://munderdiffl.in/blog/voice-as-a-control-plane-for-agent-fleets/): Voice is a terrible way to write code and a great way to run a fleet. Why low-bandwidth commands over high-bandwidth work is the right split — with Munder Difflin's Talk mode (echo-back confirmation, spend caps, michael-voice attribution) as the case study.
- [What Is an Agent Development Environment (ADE)?](https://munderdiffl.in/blog/what-is-an-agent-development-environment/): ADE means two things in 2026: a platform for building agents (Letta's sense) and a workspace for shipping code with fleets of coding agents (Orca's sense). Here's the full tooling map — chat IDEs, agent CLIs, agent IDEs, and agent harnesses — and how to pick.
- [What Is Harness Engineering?](https://munderdiffl.in/blog/what-is-harness-engineering/): Harness engineering is the discipline of building everything around the model — PTY plumbing, lifecycle hooks, mailboxes, memory, budgets, human gates, observability — because that's where agent reliability actually comes from. A definition, and four case studies from inside Munder Difflin.
- [Shareable Agent Roles: A Portable Format for Hiring AI Coworkers](https://munderdiffl.in/blog/shareable-agent-roles/): Why agent roles should be portable: what a hire manifest encodes, how one-click hiring stays safe, and how The Hiring Fair turns tacit setup into a shareable artifact.
- [The Clone Army Is a Trap: Why a Mixed Swarm Beats Ten Identical Agents](https://munderdiffl.in/blog/the-clone-army-trap-mixed-swarm-vs-identical-agents/): Spinning up tens of identical top-tier CLI agents feels powerful and burns tokens on work a cheaper agent could do. A mixed-capability swarm with shared memory wins on cost — and often on quality.
- [Why CLI Agents Are So Powerful — and How Munder Difflin Spends Fewer Tokens Doing the Same Work](https://munderdiffl.in/blog/why-cli-agents-are-powerful/): CLI agents are powerful because they have terminal-level access: they run builds, tests, and git, and verify their own work by executing it. Here's why that matters — and the concrete ways Munder Difflin cuts token consumption while doing it.
- [Generative Engine Optimization: The Techniques the Research Backs](https://munderdiffl.in/blog/generative-engine-optimization-techniques/): What the first peer-reviewed GEO study found works to get content cited by AI — statistics, source citations, quotes — and why keyword stuffing backfires.
- [The Agents Rule of Two: A Simple Safety Rule for Coding Agents](https://munderdiffl.in/blog/agents-rule-of-two/): Meta's Agents Rule of Two for coding agents: don't let one session combine untrusted input, private data, and external reach at once — or supervise.
- [Can Claude Code Agents Talk to Each Other?](https://munderdiffl.in/blog/can-claude-code-agents-talk-to-each-other/): Can Claude Code agents talk to each other? By default they report to their launcher — but a small coordination layer lets them message peer-to-peer.
- [Do More With Less: Smart Model Routing Across Agents](https://munderdiffl.in/blog/do-more-with-less-model-routing/): Why a hive of agents shouldn't all run the biggest model — and how routing the right task to the right model cuts cost and latency without losing quality.
- [How AI Agents Verify Their Own Work (Before Saying 'Done')](https://munderdiffl.in/blog/how-ai-agents-verify-their-own-work/): The discipline that makes an autonomous coding agent trustworthy: prove every claim, reproduce the green, and check the fix — not just the intent.
- [Long-Running Agents: The 2026 Shift from Minutes to Hours](https://munderdiffl.in/blog/long-running-agents-the-2026-shift/): Agents used to answer in seconds; now they run for hours. The data behind the shift — and why a longer agent is a different problem, not just a bigger one.
- [Building AI Dev Tools in the Open, On Purpose](https://munderdiffl.in/blog/open-source-ai-tools-on-purpose/): Agents touch your code, keys, and memory. That's why agent tooling should be open source and local-first — so you can verify it, not just trust it.
- [AEO for Dev Tools: Getting Cited by ChatGPT and Claude](https://munderdiffl.in/blog/what-is-aeo-for-dev-tools/): Answer Engine Optimization for dev tools: how to get cited by ChatGPT, Claude, and Perplexity with the right robots.txt, JSON-LD, and writing patterns.
- [When Do AI Agents Actually Need an Agent Protocol?](https://munderdiffl.in/blog/when-do-agents-need-an-agent-protocol/): When do AI agents need a protocol like MCP or A2A? Agents you own coordinate fine with file mailboxes; protocols earn their keep across boundaries.
- [The AI Coding Agent Glossary: Harness, Orchestrator, Hive, Subagent](https://munderdiffl.in/blog/ai-agent-glossary/): Plain-English definitions of the AI coding agent terms everyone trips over — harness, orchestrator, hive, subagent, agent memory — each in one line.
- [Munder Difflin FAQ: Everything People Ask](https://munderdiffl.in/blog/munder-difflin-faq/): Answers to the top Munder Difflin questions — what it is, is it free, does it run locally, which platforms, and how it differs from many terminals.
- [What Are Claude Code Agents? And How to Use Many at Once](https://munderdiffl.in/blog/what-are-claude-code-agents/): Claude Code agents explained in plain English — what an agent actually is, how subagents differ, and the leap from one agent to a coordinated team.
- [What Is an AI Agent Harness? Single vs Multi-Agent Harness Explained](https://munderdiffl.in/blog/what-is-a-multi-agent-harness/): An agent harness is the code around an AI model that runs its tool loop, memory and permissions. Single vs multi-agent harnesses, compared and dated.

### guides

- [How to Install Munder Difflin 0.5.6: A Beginner's Guide From Zero to a Working Office](https://munderdiffl.in/blog/how-to-install-and-use-munder-difflin/): Install Munder Difflin 0.5.6 on macOS, Windows or Linux: what you need first, which AI engine to pick, the sign in, the setup steps and a fix for each failure.
- [Your First Hour With Munder Difflin 0.5.6: Onboarding From First Sign In to a Working Office](https://munderdiffl.in/blog/your-first-hour-with-munder-difflin/): Your first hour with Munder Difflin 0.5.6: sign in, brief your orchestrator, hire a team, schedule work, connect Slack, start temps, then tour the Pro screens.
- [AI Agent Use Cases From a Real Company: Every Agent on Our Floor and the Job It Does](https://munderdiffl.in/blog/ai-agent-use-cases-our-office/): We run our company on Munder Difflin. Every seat on our floor: what each AI agent does, how its work starts, what comes out, and how to copy it.
- [How to Get the Most Out of Your Claude Code Max Plan](https://munderdiffl.in/blog/claude-code-max-plan-tips/): Stretch a Claude Code Max plan: model choice, context hygiene, prompt caching, subagents and unattended runs, checked against Anthropic's own pages.
- [Codex Max Plan? What ChatGPT Pro Gives You in Codex (Oct 2026)](https://munderdiffl.in/blog/codex-max-plan-tips/): There is no Codex Max plan. ChatGPT Pro costs $100, $200 or $500 a month (Oct 2026) with no five hour limit: how the weekly limit works and how to stretch it.
- [Build Your Own Claude Duet: A Free Morning Brief Agent](https://munderdiffl.in/blog/build-your-own-claude-duet/): No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.
- [Claude API Version 2026-10-21: What Breaks and How to Upgrade](https://munderdiffl.in/blog/claude-api-version-2026-10-21/): Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.
- [Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile](https://munderdiffl.in/blog/claude-duet-waitlist/): How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.
- [LiteLLM 1.107.0 Compromise: What It Steals and How to Check Your Machine](https://munderdiffl.in/blog/litellm-1-107-0-compromise/): LiteLLM 1.107.0 on PyPI carried a credential stealer and a backdoor on 21 Oct 2026: who was exposed, how to check without Python, and what to rotate.
- [Claude Code Best Practices: 9 Habits From Anthropic's Docs](https://munderdiffl.in/blog/claude-code-best-practices/): Nine Claude Code best practices from Anthropic's docs, checked 15 Oct 2026: give Claude a check, plan first, keep memory short, clear context, run in parallel.
- [Claude Code Skills: What They Are, Where They Live and How to Write One](https://munderdiffl.in/blog/claude-code-skills/): Claude Code skills, checked 14 Oct 2026: what a skill is, where skill folders live, a first skill file, how Claude picks one and how to share them.
- [Gemini 4 Argon Pricing: Half Price Until 30 November, Then the Real Bill Arrives](https://munderdiffl.in/blog/gemini-4-argon-pricing/): Gemini 4 Argon pricing, checked 13 Oct 2026: $2 input and $10 output per 1M tokens through 30 Nov, then $4 and $20. No free tier. Worked examples inside.
- [How to Use Gemini 4 Argon: Five Ways In, and Free Is Not One of Them](https://munderdiffl.in/blog/how-to-use-gemini-4-argon/): How to use Gemini 4 Argon on 13 Oct 2026: the Gemini app, AI Mode, AI Studio, the API with model ID gemini-4-argon, and Antigravity. What each route needs.
- [ASD-STE100 Prompting: Karpathy's 4 Tricks for Clearer AI Answers](https://munderdiffl.in/blog/asd-ste100-prompting/): Ask your AI to answer in ASD-STE100, the aerospace manual standard, about 80% of the way. Plus Karpathy's three other tricks: diagrams, HTML and video.
- [Codex Pricing: Every Plan, Usage Limit and API Rate (Oct 2026)](https://munderdiffl.in/blog/codex-pricing/): Codex pricing checked 5 Oct 2026: which ChatGPT plans include Codex, US prices from $0 to $500, how usage limits are counted, credits and API key rates.
- [How to Use Claude Code: Setup, First Task and the Commands That Matter](https://munderdiffl.in/blog/how-to-use-claude-code/): How to use Claude Code, checked 5 Oct 2026: install it, sign in, run a first task, then the commands, shortcuts and habits a beginner needs.
- [Build Your Personal AGI on Your Computer Using Claude Code and Munder Difflin](https://munderdiffl.in/blog/build-your-personal-agi-on-your-computer/): Turn Claude Code into a personal AGI on your own computer: agents with memory, schedules, Gmail, Calendar, voice and Slack, set up in Munder Difflin 0.5.2.
- [How to Install Gemini CLI, and Can It Use Gemini 4 Yet?](https://munderdiffl.in/blog/how-to-install-gemini-cli/): Install Gemini CLI 0.62.0 with one npm command, see which sign ins still work after 18 Jun 2026, and why Gemini 4 Argon isn't in it yet.
- [How to Connect Slack to Munder Difflin 0.5.2](https://munderdiffl.in/blog/connect-slack-to-munder-difflin/): Connect Slack to Munder Difflin 0.5.2: create the Slack app, add the bot scopes, pick one of three connection modes, and get answers in the thread.
- [How to Connect Ollama to Claude Code](https://munderdiffl.in/blog/how-to-connect-ollama-to-claude-code/): Yes, Claude Code can run on Ollama. Run ollama launch claude or set three environment variables, give the model 64K of context, and see what stops working.
- [Codex CLI: What It Is and How to Install It on Mac, Windows and Linux](https://munderdiffl.in/blog/how-to-install-codex-cli/): Codex CLI is OpenAI's open source coding agent for the terminal. Install it on Mac, Windows or Linux, sign in, update it, check the version or remove it.
- [Why Does Claude Code Keep Asking for Permission?](https://munderdiffl.in/blog/why-does-claude-code-keep-asking-for-permission/): Claude Code keeps asking because Manual mode gates edits, shell commands and web requests. The fixes, safest first: modes, allow rules, sandboxing, then bypass.
- [Claude Code Planning Mode: How to Use Claude Plan Mode](https://munderdiffl.in/blog/how-to-use-claude-code-plan-mode/): Claude Code plan mode, checked 29 Sep 2026: the Shift+Tab shortcut, --permission-mode plan, defaultMode, what it blocks, the approval options and opusplan.
- [Claude Code MCP Servers: How to Add One, Scopes and .mcp.json](https://munderdiffl.in/blog/how-to-add-an-mcp-server-to-claude-code/): Add Claude Code MCP servers with claude mcp add: transports, scopes, --env and --header, .mcp.json, OAuth sign in and output limits. Checked 29 Sep 2026.
- [The Command Center: Kanban, Fleet and Budgets in One Place](https://munderdiffl.in/blog/command-center-guide/): A guide to Munder Difflin's Command Center in 0.5.2: the kanban with task dependencies, the ask me tab, triggers, memory, live token use against each agent's budget, and when to watch the board instead of the floor.
- [How to Add a GitHub Copilot CLI Agent to Your Floor](https://munderdiffl.in/blog/how-to-add-a-github-copilot-cli-agent/): A step-by-step v0.3.3 walkthrough: install GitHub Copilot CLI (or let the harness install it for you), hire a Copilot worker, pick a model, and know exactly what print mode can and can't do.
- [How to Hire From the Agent Gallery](https://munderdiffl.in/blog/how-to-hire-from-the-agent-gallery/): A practical guide to Munder Difflin's Agent Gallery: pick one of 80 ready made roles, download its manifest, import it with Add agent, review every field, customise identity, workspace, engine and briefing, then spawn it yourself.
- [How to Brief Your Orchestrator (So the Floor Actually Ships)](https://munderdiffl.in/blog/how-to-talk-to-your-orchestrator/): A practical guide to briefing Munder Difflin's GOD orchestrator: state the goal not the steps, set constraints and budgets, name the deliverable, and let Michael staff the floor. With bad-vs-good brief examples, mid-run steering, and Talk mode.
- [How to Use the Built-in Monaco IDE](https://munderdiffl.in/blog/how-to-use-the-built-in-monaco-ide/): A practical walkthrough of Munder Difflin v0.3.3's built-in Monaco IDE: the title-bar IDE button, the git CHANGES rail with side-by-side diffs vs HEAD, the file tree, tabs, Cmd/Ctrl+S save — and the agent review workflow it enables.
- [Run a Mixed-Engine Office: the Right CLI for Every Desk](https://munderdiffl.in/blog/run-a-mixed-engine-office/): A practical guide to mixing agent engines on one Munder Difflin floor: Claude Code as orchestrator, Codex for coding bursts, Copilot for dispatched tasks, and OpenCode/Crush/pi.dev for BYOK keys and local models.
- [Run Munder Difflin Locally on a Mac Mini](https://munderdiffl.in/blog/run-munder-difflin-on-a-mac-mini/): Run a whole Munder Difflin office offline on an Apple silicon Mac mini: size the model to your unified memory, install Ollama or LM Studio, and wire OpenCode, Crush, Qwen and Pi to it. Current as of Munder Difflin 0.5.2 and the M6 and M5 Pro Mac mini.
- [Run Munder Difflin on Open Source Models: Fully Local or Through a Provider](https://munderdiffl.in/blog/run-munder-difflin-on-open-models/): Munder Difflin can run your whole agent floor on open weight models like gpt-oss, Qwen3, DeepSeek, Llama, GLM and Kimi: fully local with Ollama, LM Studio or vLLM, or through a provider with your own key. The wiring for each engine, current as of 0.5.2.
- [Run Your AI Agent Hive from Slack: The Complete Setup](https://munderdiffl.in/blog/run-ai-agent-hive-from-slack-setup/): Step-by-step setup for driving Munder Difflin's AI agent hive from Slack: create the app, set scopes, paste the tunnel Request URL, and @mention your bot to start work — done-summaries post back in-thread.
- [How to Trigger Your AI Agent Hive from a GitHub Webhook](https://munderdiffl.in/blog/trigger-ai-agents-from-github-webhook/): Wire a GitHub webhook to Munder Difflin: a secret-gated local endpoint turns each repo event into a task for your GOD orchestrator — POST a message, get a token, poll the result. No server to host.
- [Munder Difflin v0.2.4 Feature Walkthrough](https://munderdiffl.in/blog/munder-difflin-v0-2-4-feature-walkthrough/): A comprehensive guide to every change in Munder Difflin v0.2.4 — how the Codex lifecycle-hook bridge achieves full hive parity, what the Schedules tab adds, why tunnelmole replaced localtunnel, and what else shipped.
- [Does the June 2026 Agent SDK Change Affect Munder Difflin?](https://munderdiffl.in/blog/does-the-june-2026-agent-sdk-change-affect-munder-difflin/): Anthropic paused its June 15, 2026 Agent SDK billing change. Munder Difflin drives the native Claude Code CLI, so your hive runs on your plan as before.
- [MCP Tool Poisoning: How to Secure the Model Context Protocol](https://munderdiffl.in/blog/mcp-security-tool-poisoning/): How the Model Context Protocol gets attacked — tool poisoning, rug pulls, command injection — and the layered defenses that secure your MCP tools.
- [The Multi-Agent Cost Playbook: Five Levers to Cut AI Agent Spend](https://munderdiffl.in/blog/the-multi-agent-cost-playbook/): Caching, batching, model tiering, context discipline, local-first — the five levers that cut a multi-agent fleet's bill, and how they compound.
- [Running AI Agents Safely: Permission Modes and Sandboxing](https://munderdiffl.in/blog/agent-security-and-sandboxing/): How to run autonomous AI agents safely: permission modes and the bypassPermissions foot-gun, workspace isolation, and what to gate vs. allow.
- [Building Reliable AI Agents: Failure Is the Default](https://munderdiffl.in/blog/building-reliable-ai-agents/): Agents fail constantly: tools error, steps stall, output goes wrong. Reliability isn't avoiding failure — it's making each one contained and recoverable.
- [Claude Code Automation: Let Agents Build While You Sleep](https://munderdiffl.in/blog/claude-code-automation-while-you-sleep/): Claude Code automation that runs overnight: an autonomous Stop-hook loop, safe permission bypass, and guardrails so you wake up to progress, not chaos.
- [Context Engineering for AI Agents: Budgeting the Window](https://munderdiffl.in/blog/context-engineering-for-ai-agents/): Why context engineering beats prompt wording for agents — and the tactics (isolation, retrieval, externalized state, compaction) that keep the window lean.
- [How to Debug a Multi-Agent System](https://munderdiffl.in/blog/debugging-multi-agent-systems/): How to debug a multi-agent system: use the event log, per-agent terminals, message trails, and git history to find why a hive of AI agents went sideways.
- [Evaluating AI Agent Reliability: How to Measure What You Can Trust](https://munderdiffl.in/blog/evaluating-ai-agent-reliability/): How to measure whether an AI agent is reliable enough to trust: reliability thresholds, why benchmarks overstate, and evaluating on your own codebase.
- [Approving AI Agents: Human-in-the-Loop Without a Queue](https://munderdiffl.in/blog/human-in-the-loop-approving-ai-agents/): How to approve what AI agents do without a parallel approval queue: native permission prompts, routing 'to: human' to the orchestrator, remote approval.
- [Prompt Caching for AI Agents: Stop Paying for the Same Tokens Twice](https://munderdiffl.in/blog/prompt-caching-for-ai-agents/): An agent re-sends the same prompt, tools, and context every turn. Prompt caching makes you pay for that prefix once — here's how to design for it.
- [Security for AI Coding Agents: A Practical Guide](https://munderdiffl.in/blog/security-for-ai-coding-agents/): How to run AI coding agents safely: contain the blast radius, scope every task, treat agent input as untrusted, and gate the irreversible behind a human.
- [A Small-Team Playbook for AI Coding Agents](https://munderdiffl.in/blog/small-team-ai-agents-playbook/): How a small team adopts a hive of AI coding agents without chaos — the roles to assign, the cadence to run, and the guardrails that keep it safe.
- [The Lethal Trifecta for Coding Agents](https://munderdiffl.in/blog/the-lethal-trifecta-for-coding-agents/): A coding agent reads private code, ingests untrusted content, and runs commands — the lethal trifecta. How a poisoned dependency leaks your secrets.
- [Trigger Your AI Agent Hive from Slack](https://munderdiffl.in/blog/trigger-ai-agents-from-slack/): Trigger an AI agent hive from Slack: a local webhook verifies each message and drops it into your orchestrator's queue as a task — no server to host.
- [What's New in Agentic AI: A June 2026 Field Guide](https://munderdiffl.in/blog/whats-new-in-agentic-ai-june-2026/): A grounded June 2026 roundup of agentic AI: Claude Opus 4.8, the MCP and A2A protocol layer, usage-based agent billing, and agent governance.
- [Bringing Your MCP Servers and Skills Into a Hive of Agents](https://munderdiffl.in/blog/mcp-and-skills-in-a-hive/): How agents in a hive inherit your existing Claude Code MCP servers, skills, and tools — and how to scope which agent gets which capability.
- [How to Run Multiple Claude Code Agents (Without Losing Track)](https://munderdiffl.in/blog/how-to-run-multiple-claude-code-agents/): Run several Claude Code agents in parallel without the chaos: give each a role, let them coordinate, and stop alt-tabbing between terminal windows.
- [How to Manage Multiple Claude Code Sessions Like a Pro](https://munderdiffl.in/blog/manage-multiple-claude-code-sessions/): Tactics to manage multiple Claude Code sessions without losing track: naming, roles, context isolation, and when a harness beats juggling terminal tabs.
- [Set Up a Claude Code Multi-Agent Workflow in 10 Minutes](https://munderdiffl.in/blog/claude-code-multi-agent-setup-tutorial/): A from-zero Claude Code multi-agent setup: install Munder Difflin, onboard, spawn a few agents, and watch the GOD orchestrator route your first task.
- [Claude Code Subagents: How to Create and Use Them (vs Agent Teams)](https://munderdiffl.in/blog/claude-code-subagents-vs-multi-agent-harness/): Claude Code subagents in 2026: the .claude/agents file, built-in Explore and Plan, models, nesting, and when agent teams or a harness fit better.

### comparisons

- [Grok Bot Alternatives: 9 Picks, Hosted or on Your Computer](https://munderdiffl.in/blog/grok-bot-alternatives/): Grok Bot runs every Bot on one shared cloud computer in the US. Nine alternatives checked on 30 Sep 2026, from ChatGPT dots to open source agents you run.
- [Herdr Alternatives: What to Pick and Who Each One Fits](https://munderdiffl.in/blog/herdr-alternatives/): Herdr alternatives checked on 14 Sep 2026: tmux, Munder Difflin, Claude Squad, cmux, Orca, Conductor, Superset and Emdash, and who each fits.
- [OmniAgent Alternatives: What to Use Instead of Databricks Omnigent](https://munderdiffl.in/blog/omniagent-alternatives/): OmniAgent is really Omnigent, the open source meta harness from Databricks. Alternatives checked on 14 Sep 2026, and who each one fits.
- [Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist](https://munderdiffl.in/blog/claude-duet-alternatives/): Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor's cloud or hardware you control.
- [Is Claude Duet Good for Developers? What It Does With Code and What It Doesn't](https://munderdiffl.in/blog/claude-duet-for-developers/): Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.
- [Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer](https://munderdiffl.in/blog/claude-duet-vs-munder-difflin/): Claude Duet is one proactive agent in Anthropic's cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.
- [Cline Alternatives: 6 Picks and 2 Names to Skip (Oct 2026)](https://munderdiffl.in/blog/cline-alternatives/): Six Cline alternatives checked on 19 Oct 2026: Kilo Code, Munder Difflin, OpenCode, Codex, Claude Code and Cursor, plus two you can skip, by licence and price.
- [Cursor vs Cline: A Paid Editor and an Open Source Agent Compared](https://munderdiffl.in/blog/cursor-vs-cline/): Cursor vs Cline, checked 19 Oct 2026: Cursor's new X Subscription plans, Cline's free open source agent, which models each lets you use and which to pick.
- [Codex vs Gemini CLI: Which Terminal Agent Still Fits in Oct 2026?](https://munderdiffl.in/blog/codex-vs-gemini-cli/): Codex vs Gemini CLI, checked 19 Oct 2026: who can still sign in to Gemini CLI after the move to Antigravity CLI, Codex paid plans from $8, and which to pick.
- [Hermes Agent Alternatives: 7 Picks for Chat, Code and Cloud](https://munderdiffl.in/blog/hermes-agent-alternatives/): Seven Hermes Agent alternatives sorted by job: OpenClaw, Munder Difflin, NanoClaw, ZeroClaw, nanobot, Goose and Claude. Licences and prices checked 19 Oct 2026.
- [Kilo Code vs Cline: Two Open Source Coding Agents Compared](https://munderdiffl.in/blog/kilo-code-vs-cline/): Kilo Code vs Cline, checked 19 Oct 2026: licences, where each runs, how you pay for models, team prices and which one to pick.
- [OpenCode Alternatives: 7 Coding Agents to Switch To](https://munderdiffl.in/blog/opencode-alternatives/): Seven OpenCode alternatives checked on 15 Oct 2026: Claude Code, Codex CLI, Gemini CLI, Kilo Code, Crush, Pi and Goose, by licence, models and release.
- [Muse Code vs Claude Code: Plans, Prices, Models and Where They Run](https://munderdiffl.in/blog/muse-code-vs-claude-code/): Muse Code vs Claude Code, checked 14 Oct 2026: the main plans and monthly prices, the models each runs, where each installs, and which one to pick.
- [Gemini 4 Argon vs Claude Opus 5.5 vs GPT-6 Astra: Google Published a Table It Does Not Fully Win](https://munderdiffl.in/blog/gemini-4-argon-vs-claude-opus-5-5/): Google's own table: Gemini 4 Argon tops 13 of 19 rows, GPT-6 Astra 3 and Claude Opus 5.5 2. The coding rows split. List prices compared.
- [Codex Usage Limits vs Claude Code: What Each Plan Gives You](https://munderdiffl.in/blog/codex-vs-claude-code-usage-limits/): Codex usage limits vs Claude Code usage limits, checked 10 Oct 2026: the five hour window, weekly limits, credits and how to check usage on each plan.
- [Cursor Alternatives: 7 AI Coding Tools to Switch To](https://munderdiffl.in/blog/cursor-alternatives/): Seven Cursor alternatives checked on 8 Oct 2026: Claude Code, Codex, Cline, OpenCode, Zed, Devin Desktop and GitHub Copilot, by licence and price.
- [Codex vs Cursor: Which Should You Pick in 2026?](https://munderdiffl.in/blog/codex-vs-cursor/): Codex vs Cursor, checked 7 Oct 2026: what each is, licence, paid plans from $8 a month, models, where each runs, and whether Codex works inside Cursor.
- [Gemini CLI vs Claude Code: price, licence, models](https://munderdiffl.in/blog/gemini-cli-vs-claude-code/): Gemini CLI vs Claude Code, checked 7 Oct 2026: whether Gemini CLI is still free, what each costs, licence, models, features and who should pick which.
- [Hermes Agent vs OpenClaw: which self-hosted AI assistant to pick](https://munderdiffl.in/blog/hermes-agent-vs-openclaw/): Hermes Agent vs OpenClaw, checked 7 Oct 2026: licence, latest release, install, channels, models, memory, skills, security notes and who should pick which.
- [Claude Cowork vs Claude Code: Which One Do You Need?](https://munderdiffl.in/blog/claude-cowork-vs-claude-code/): Claude Cowork does office work, Claude Code writes software. What each is, where it runs, which plans include it and what it can touch, checked 6 Oct 2026.
- [OpenCode vs Claude Code: Licence, Price and Models Compared](https://munderdiffl.in/blog/opencode-vs-claude-code/): OpenCode vs Claude Code, checked 6 Oct 2026: licence, price to start, models, where each runs, and whether a Claude subscription works in OpenCode.
- [Claude Code Alternatives: 7 Coding Agents to Switch To](https://munderdiffl.in/blog/claude-code-alternatives/): Seven Claude Code alternatives checked on 5 Oct 2026: Codex CLI, OpenCode, Cursor, Gemini CLI, Cline, Pi and Aider, by licence, starting price and models.
- [OpenClaw Alternatives: 7 Picks for Chat, Code and Cloud](https://munderdiffl.in/blog/openclaw-alternatives/): Seven OpenClaw alternatives sorted by job: Hermes Agent, Munder Difflin, NanoClaw, ZeroClaw, nanobot, Goose and Claude. Licences and prices checked 5 Oct 2026.
- [Best Open Source AI Agents: 10 Picks by Job, Checked 1 Oct 2026](https://munderdiffl.in/blog/open-source-ai-agents/): The best open source AI agents in 2026, sorted by job: personal assistants, coding agents, agent teams and a framework. Licences checked 1 Oct 2026.
- [ChatGPT Dots Alternatives: 7 Always On Agents, Local and Cloud](https://munderdiffl.in/blog/chatgpt-dots-alternatives/): Personal ChatGPT dots need Pro from $100 a month and skip the UK and EU. Seven alternatives, sorted by where they run: your computer or a vendor's cloud.
- [ChatGPT Dots vs Munder Difflin: One Cloud Agent or a Team on Your Computer](https://munderdiffl.in/blog/munder-difflin-vs-chatgpt-dots/): ChatGPT dots vs Munder Difflin: one hosted agent on OpenAI's cloud, or a free, open source team of agents on your own computer. Checked 30 Sep 2026.
- [Grok Bot Pricing: What $20, $30, $100 and $300 a Month Actually Buy](https://munderdiffl.in/blog/grok-bot-pricing/): Grok Bot has no plan of its own. The cheapest way in is a $20 a month Cursor plan, SuperGrok is $30, and there is a seven day trial, not a free plan.
- [Meta Muse Alternatives: 7 Picks for People Who Can't (or Won't) Use Muse](https://munderdiffl.in/blog/meta-muse-alternatives/): Meta Muse is US only and trains on your chats by default. Seven alternatives, from open source agents that run on your own computer to hosted ones from OpenAI, Google and SpaceXAI.
- [Muse and Grok Bot Want Your Passwords. Here Is Who Can See Them](https://munderdiffl.in/blog/meta-muse-grok-bot-privacy/): Meta Muse and Grok Bot both ask for your logins. We read both companies' security docs: who sees your passwords, what trains on your chats, and how to keep AI agents on your own computer instead.
- [Meta Muse vs Grok Bot: Same Blueprint, Different Locks](https://munderdiffl.in/blog/meta-muse-vs-grok-bot/): Meta Muse runs personal errands. Grok Bot is a team of work agents. Compare price, security and platforms, and see which one fits you.
- [Top 10 Indian open source projects that are giving US big tech a tough time](https://munderdiffl.in/blog/indian-open-source-ai-projects-vs-big-tech/): Ten open source AI projects from Indian developers, each lined up against the big tech product it takes on. Laya vs Jev, Munder Difflin vs Muse and Grok Bot.
- [Aider vs Claude Code in 2026: Which Should You Use?](https://munderdiffl.in/blog/aider-vs-claude-code/): Aider vs Claude Code, checked 15 Sep 2026: how each edits code, which models it runs, what it costs, MCP, and Aider's stalled releases.
- [Claude Code vs Antigravity: Which One Fits Your Work?](https://munderdiffl.in/blog/claude-code-vs-antigravity/): Claude Code vs Google Antigravity, checked 14 Sep 2026: terminal agent or desktop agent app, Claude inside Antigravity, plans, limits and a verdict.
- [Claude Code vs Cursor: Which Is Better in 2026?](https://munderdiffl.in/blog/claude-code-vs-cursor/): Claude Code vs Cursor, checked 29 Sep 2026: a dated table of models, plans, background agents, MCP and licences, then when to pick each or run both.
- [Codex vs Claude Code: Plans, Limits and Computer Use (Sep 2026)](https://munderdiffl.in/blog/codex-cli-vs-claude-code/): Codex vs Claude Code, plans checked 5 Oct 2026: models, plans, usage limits, sandboxing, computer use, MCP and subagents in one dated table, then which to pick.
- [qm vs Munder Difflin: YC's Multiplayer Harness or an Office of Your Clones?](https://munderdiffl.in/blog/qm-vs-munder-difflin/): An honest September 2026 comparison of YC's qm and Munder Difflin. qm is a multiplayer agent harness a company deploys for Slack and the web. Munder Difflin runs an office of your clones on your own machine, with Teams to connect them.
- [CrewAI and AutoGen vs a Local Agent Harness: Framework or App?](https://munderdiffl.in/blog/crewai-autogen-vs-a-local-agent-harness/): CrewAI, AutoGen (now Microsoft Agent Framework), and LangGraph are frameworks — Python you write to build your own agent system. A multi-agent harness is an app you download that runs a team on your repos today. Here's how to tell which one you actually need.
- [Claude Code vs GitHub Copilot: CLI, Editor and Pricing Compared](https://munderdiffl.in/blog/github-copilot-cli-vs-claude-code-for-hive-work/): Claude Code vs GitHub Copilot, checked 29 Sep 2026: Copilot CLI and the editor, AI Credits vs Claude plans, models, hooks, and when to pick each.
- [Orca vs Munder Difflin: Agent IDE or Agent Office?](https://munderdiffl.in/blog/orca-vs-munder-difflin/): Orca is a YC-backed Agent IDE for driving coding agents side by side in isolated worktrees. Munder Difflin is an agent office that runs itself. An honest comparison of the two — and when each one is the right pick.
- [Running Agents in tmux vs an Agent Harness](https://munderdiffl.in/blog/tmux-and-scripts-vs-an-agent-harness/): tmux panes, git worktrees, shell scripts, and cron will absolutely run several Claude Code sessions at once. Here's what that DIY setup does well, where it breaks at scale, and what a purpose-built agent harness automates.
- [Best AI Coding Agents (Sep 2026): 10 Coding Agents Compared](https://munderdiffl.in/blog/best-ai-coding-agents/): The best AI coding agents on 29 Sep 2026: Claude Code, Codex, Cursor, Copilot, OpenCode, Cline and more, compared by licence, price and where they run.
- [Cline vs Munder Difflin: One Agent Everywhere, or a Team of Agents?](https://munderdiffl.in/blog/cline-vs-munder-difflin/): Cline vs Munder Difflin on 17 Oct 2026: what each one is, how they compare on models, teams and price, and when to pick which.
- [The Best Tools to Run Multiple Claude Code Agents (2026)](https://munderdiffl.in/blog/best-claude-code-multi-agent-tools/): An honest September 2026 roundup of tools for running several Claude Code agents: Claude Code agent teams, Claude Squad, Conductor, Nimbalyst, Emdash, Vibe Kanban and Munder Difflin, and how to pick one.
- [Claude Code Orchestration Tools, Compared](https://munderdiffl.in/blog/claude-code-orchestration-tools-compared/): Claude Code orchestration tools compared on memory, messaging, visibility, control, and local-first — across Claude Squad, Conductor, Crystal, and more.
- [Claude Squad vs Munder Difflin: Which Should You Use?](https://munderdiffl.in/blog/claude-squad-vs-munder-difflin/): Claude Squad vs Munder Difflin: a lean terminal session manager against a memory-backed, orchestrated, visual hive. Feature table and an honest verdict.
- [How AI Answer Engines Choose What to Cite](https://munderdiffl.in/blog/how-ai-answer-engines-choose-sources/): How ChatGPT, Claude, Perplexity, and Google AI Overviews actually pick and cite sources in 2026 — the per-engine signals, and why there's no single rank.
- [Local-First vs Cloud Agent SDKs: Which Wins in 2026?](https://munderdiffl.in/blog/local-first-vs-cloud-agent-sdks/): Local-first agent hives vs the 2026 cloud agent SDK wave (OpenAI, Google ADK, Microsoft, MCP/A2A): what each optimizes for, and when to pick which.
- [Looking for a Claude Squad Alternative?](https://munderdiffl.in/blog/claude-squad-alternative/): What Claude Squad does well, where it stops, and why a memory-backed, orchestrated hive may be the Claude Squad alternative you're after.
- [A Conductor Alternative for Orchestrating Claude Code](https://munderdiffl.in/blog/conductor-claude-code-alternative/): Conductor is a polished macOS app for parallel Claude Code worktrees. When to pick a cross-platform, orchestrated hive as your Conductor alternative.
- [A Crystal Alternative: Multi-Agent Claude Code with Memory](https://munderdiffl.in/blog/crystal-claude-code-alternative/): Crystal runs parallel Claude Code worktrees well. Where a memory-backed, orchestrated hive changes the workflow — and when to stick with Crystal.
- [A vibe-kanban Alternative for Coordinating AI Agents](https://munderdiffl.in/blog/vibe-kanban-alternative/): vibe-kanban gives you a board to assign tasks to coding agents. When a self-routing hive is the better vibe-kanban alternative — and when a board wins.
- [How to Choose a Multi-Agent Coding Tool: A Buyer's Checklist](https://munderdiffl.in/blog/how-to-choose-a-multi-agent-tool/): A decision framework for choosing a multi-agent coding tool — memory, control, visibility, cost, local-first — with a simple scoring rubric you can run.

### internals

- [The Spend Counter That Went Back to Zero](https://munderdiffl.in/blog/the-spend-counter-that-went-back-to-zero/): Our own floor was under reporting what it cost by 59 percent. The counter was cumulative since process start, the app restarts, and the session id stayed the same. Here is how a monotonic invariant let us recover the real number from an append-only log.
- [The Newline That Silenced Every Windows Agent](https://munderdiffl.in/blog/the-newline-that-silenced-windows-agents/): A cmd.exe parsing rule from the 1980s meant Windows agents received exactly one line of their multi-line startup protocol — and nothing errored. The anatomy of our worst silent failure, and the fix.
- [Our Auto-Update Never Ran Once: A CommonJS Export That Vanished Into an ESM Namespace](https://munderdiffl.in/blog/why-our-auto-update-never-ran/): Munder Difflin shipped auto-update in v0.3.4 and it silently never worked in a single packaged build. The cause was one destructuring assignment across the CommonJS/ESM boundary — and a catch block that threw the evidence away. Here's how we found it, and what v0.3.7 changes.
- [Treating a Hire Manifest as Untrusted Input](https://munderdiffl.in/blog/hire-manifest-untrusted-input/): A shareable agent-config manifest is attacker input. How Munder Difflin's import pipeline stays inert: no auto-spawn, default-deny flags, and an SSRF-safe bounded fetch.
- [Compressing Agent Memory Without Losing the Original](https://munderdiffl.in/blog/compressing-agent-memory/): How and why to compress an agent's long-term memory: the toolbox, the lossy trap, and keeping a lossless original beside a compact copy.
- [Munder Difflin's Architecture: Two Data Planes, One Renderer](https://munderdiffl.in/blog/architecture-two-planes-one-renderer/): A walkthrough of the multi-agent harness architecture: a node-pty terminal plane and a hooks/hive event plane feeding one React + Pixi.js renderer.
- [File-Based Coordination vs Message Queues for AI Agents](https://munderdiffl.in/blog/file-based-coordination-vs-message-queues/): Why a local agent hive coordinates through plain files, not Redis or RabbitMQ: the zero-ops wins, the real tradeoffs, and where files hit a ceiling.
- [Observability for Agent Fleets: Seeing What Your Agents Do](https://munderdiffl.in/blog/observability-for-agent-fleets/): Agent fleet observability: the four questions your dashboard must answer about who's working, what they're doing, what it costs, and what they know.
- [Recovering From Agent Failures: Resilience Patterns for a Hive](https://munderdiffl.in/blog/recovering-from-agent-failures/): How multi-agent systems survive partial failure: retry with stale-lock recovery, poison-message quarantine, hop-cap circuit breaking, idempotent handling.
- [The Hook Shim Pattern: Wiring Agent Hooks to a Live Process](https://munderdiffl.in/blog/the-hook-shim-pattern/): How a tiny shim bridges Claude Code's lifecycle hooks to one live process over a Unix socket, turning per-event hooks into a telemetry and control channel.
- [Building a Terminal UI with xterm.js and node-pty](https://munderdiffl.in/blog/building-a-terminal-ui-xterm-node-pty/): Wire xterm.js to a node-pty backend: stream output, write keystrokes back, handle resize, and keep many live terminals fast with a terminal pool.
- [Building an AI "Office Floor": Avatars, Pathfinding, Envelopes](https://munderdiffl.in/blog/building-an-ai-office-floor/): The game-dev techniques behind a dev tool's office floor: Tiled maps, BFS pathfinding, sprite recoloring, and flying message envelopes in Pixi.js.
- [Claude Code Hooks Explained: PreToolUse, PostToolUse, Stop and Exit Codes](https://munderdiffl.in/blog/claude-code-hooks-explained/): How Claude Code hooks work in 2026: the 33 events, where settings go, matcher syntax, exit code 2, and tested PreToolUse and Stop hook examples.
- [Real Terminals in Electron with node-pty](https://munderdiffl.in/blog/node-pty-electron-real-terminals/): How to run byte-for-byte authentic shells inside Electron with node-pty: the native-rebuild gotcha, the macOS PATH trap, and streaming PTY output over IPC.
- [Rendering Many Live Terminals Without Melting the CPU](https://munderdiffl.in/blog/rendering-many-live-terminals-performance/): xterm.js performance for many live PTYs: a terminal pool, render-only-visible, smart scrollback, and accelerated rendering to stream dozens at once.
- [The Single-Committer Pattern: Multi-Agent Git Without Corruption](https://munderdiffl.in/blog/single-committer-git-pattern/): Parallel agents corrupt a repo with index.lock races. The single-committer pattern — agents write, one process commits — fixes concurrent git writes.
- [Visualizing AI Agents with Pixi.js: An Office You Can Watch](https://munderdiffl.in/blog/visualizing-ai-agents-pixijs/): How we render AI agents as avatars on a Pixi.js office floor — driven by real hook and message events, with seat assignment, pathing, and flying envelopes.
- [An Append-Only Event Log for a Hive of Agents](https://munderdiffl.in/blog/append-only-event-log-agents/): How an append-only event log makes a multi-agent system debuggable and replayable: what to record, and why one JSON line per event beats a database.
- [Atomic File Mailboxes: How Agents Message Each Other](https://munderdiffl.in/blog/atomic-file-mailboxes-for-agents/): Can Claude Code agents talk to each other? Yes — the outbox-router-inbox design that lets agents message safely using plain files and atomic renames.

### story

- [Munder Difflin 0.5.3: Stapler Listens, And It Listens Locally](https://munderdiffl.in/blog/munder-difflin-0-5-3/): 0.5.3 turns the Stapler into dictation for any app and a meeting recorder that hears both sides of a call, all on your machine. Plus the new sidebar, a Tasks tab with real ticket keys, two floors on one computer, Opus 5.5 as the default, and a long list of fixes.
- [Munder Difflin 0.5.2: Pro, the Stapler and Everything Since 0.4.6](https://munderdiffl.in/blog/launching-munder-difflin-v0-5-2/): Munder Difflin 0.5.2 is out: how to install it, how to start Pro, what Pro adds, what changed since 0.4.6, and the end of signed Community builds.
- [Launching Munder Difflin v0.4.6: It Speaks Chinese and Arabic Now](https://munderdiffl.in/blog/launching-munder-difflin-v0-4-6/): v0.4.6 adds Chinese and Arabic interfaces with right-to-left support, ships its fonts inside the app so nothing is fetched from Google, and makes the updater actually update itself instead of pointing at a download page.
- [Launching Munder Difflin v0.4.4: Windows Agents Can Finally Talk](https://munderdiffl.in/blog/launching-munder-difflin-v0-4-4/): v0.4.4 fixes the bug that silently broke agent-to-agent messaging on Windows, starts hive services on the very first run, rebuilds dark mode so you can read it, and adds a 227-skill catalog, a Prerequisites page, and designed release notes.
- [Nº 5 Product of the Day: How Our First Product Hunt Launch Went](https://munderdiffl.in/blog/number-five-on-product-hunt/): Munder Difflin finished #5 Product of the Day on Product Hunt — ahead of DeepSeek's harness launch that day. The honest retro: who showed up, what they asked, and the two pieces of feedback we're already shipping fixes for.
- [Seven Releases in Eight Days: 0.3.8 → 0.4.4](https://munderdiffl.in/blog/seven-releases-in-eight-days/): Between August 11 and August 18 we shipped seven releases: memory condensation that finally works, an update checker, a whole new brand, a public telemetry contract, ten engines named honestly, and the Windows fix. The full tour.
- [We Opened a Discord (Merge a PR, Become Employee of the Month)](https://munderdiffl.in/blog/we-opened-a-discord/): Munder Difflin has a Discord now. Come watch releases land, get help with your floor, and earn the most thematically necessary contributor role in open source.
- [What Reddit Told Us About Munder Difflin](https://munderdiffl.in/blog/what-reddit-told-us-about-munder-difflin/): We launched across ten subreddits and then read every single comment. What landed, what got roasted, and what we shipped because of it.
- [What's Up With Munder Difflin: Six Weeks, Four Releases, and the Part of the Stack You Actually Own](https://munderdiffl.in/blog/whats-up-with-munder-difflin/): Everything that shipped between v0.3.3 and v0.3.7 — a Michael who knows the floor and runs the app by voice, a git time-machine in the IDE, nine agent engines, a queue that respects your draft, Node that installs itself, and the auto-update bug that had been silently broken since the day we shipped it.
- [Launching Munder Difflin v0.3.5: A Michael Who Knows the Floor, a Git Time-Machine, and an App That Updates Itself](https://munderdiffl.in/blog/launching-munder-difflin-v0-3-5/): The v0.3.4 + v0.3.5 wave: voice orchestration with live floor context and full app control, markdown previews everywhere, commit history and branch compare in the built-in IDE, a six-tab Settings redesign, xAI Grok and Kimi Code engines, auto-update, and a queue that always has an escape hatch.
- [Launching Munder Difflin v0.3.3: A Built-in Monaco IDE and GitHub Copilot CLI Support](https://munderdiffl.in/blog/launching-munder-difflin-v0-3-3/): Munder Difflin v0.3.3 adds a full Monaco IDE — file tree, editor tabs, save, and side-by-side git diffs of your agents' changes — plus GitHub Copilot CLI as a first-class agent engine, our first community-contributed provider.
- [Launching Munder Difflin v0.3.2: Talk to Michael, a Realtime Voice Orchestrator](https://munderdiffl.in/blog/launching-munder-difflin-v0-3-2/): Munder Difflin v0.3.2 adds Realtime Michael — a low-latency voice channel to the GOD orchestrator. Talk to Michael and he listens, answers, and acts: reading the hive and, behind spoken echo-back confirmation, dispatching, spawning, and steering the floor in real time.
- [Launching Munder Difflin v0.3.0: Selectable Engines, Integrations & Slack-Spawned Workers](https://munderdiffl.in/blog/launching-munder-difflin-v0-3-0/): Munder Difflin v0.3.0 makes every hire — and Michael himself — a pluggable engine, adds an integrations registry with a write-only secret broker, and lets the god orchestrator spawn an ephemeral worker straight from Slack.
- [Launching Munder Difflin v0.2.8: Shareable Hires](https://munderdiffl.in/blog/launching-munder-difflin-v0-2-8/): Munder Difflin v0.2.8 ships Shareable Hires: a one-click, portable agent role manifest + The Hiring Fair gallery. Click a hire link, review every field, then spawn it yourself.
- [Launching Munder Difflin v0.2.4](https://munderdiffl.in/blog/launching-munder-difflin-v0-2-4/): Munder Difflin v0.2.4 is here: Claude Code, OpenAI Codex, and Antigravity (Gemini) agents now run as one hive with full parity — no API keys, no setup. Brief a GOD orchestrator, automate basically anything in one prompt, and close the lid while it keeps working.
- [Launching Munder Difflin v0.2.0](https://munderdiffl.in/blog/launching-munder-difflin-v0-2-0/): Munder Difflin v0.2.0 is here: a Command Center overhaul, per-agent token budgets, live OpenTelemetry observability, a circuit breaker, durable SQLite persistence, and a big round of community fixes.
- [One Prompt, Five PR Reviews, and an Hourly Automation — A Dogfooding Story](https://munderdiffl.in/blog/one-prompt-automated-pr-review/): How a single prompt to the Munder Difflin god agent reviewed all open PRs and set up a recurring hourly PR reviewer — while the repo was blowing up with 400+ stars.
- [The Office Parody Behind Munder Difflin (and Why It Helps)](https://munderdiffl.in/blog/the-office-parody-behind-munder-difflin/): Why Munder Difflin is a loving parody of The Office — and how the office metaphor makes a hive of AI agents genuinely easier to understand and trust.
- [Why We Built Munder Difflin](https://munderdiffl.in/blog/why-we-built-munder-difflin/): The origin story of Munder Difflin — how the pain of juggling Claude Code terminals led to a coordinated, memory-backed hive of agents you can watch.

### news

- [Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell](https://munderdiffl.in/blog/agent-tools-today-2026-10-22/): The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.
- [Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305](https://munderdiffl.in/blog/agent-tools-today-2026-10-21/): The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.
- [Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5](https://munderdiffl.in/blog/agent-tools-today-2026-10-19/): The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 19 Oct 2026, each with its source.
- [Agent Tools Today, 18 Oct 2026: LeanREA Takes On REA, FLUX 3 Image Klein, Hy Memory](https://munderdiffl.in/blog/agent-tools-today-2026-10-18/): The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 18 Oct 2026, each with its source.
- [Agent Tools Today, 17 Oct 2026: Muse Spark Open on Mac Studio, StarSkirmish, Claude Design Closes](https://munderdiffl.in/blog/agent-tools-today-2026-10-17/): The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 17 Oct 2026, each with its source.
- [Agent Tools Today, 16 Oct 2026: Muse Spark Open, Tiny Little Office, OpenCode Ends Sharing](https://munderdiffl.in/blog/agent-tools-today-2026-10-16/): The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 16 Oct 2026, each with its source.
- [Agent Tools Today, 15 Oct 2026: OpenCode 2.0, Hermes Agent v0.22.0, a Lost TV Season](https://munderdiffl.in/blog/agent-tools-today-2026-10-15/): The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 15 Oct 2026, each with its source.
- [Agent Tools Today, 13 Oct 2026: Muse Wonder, GLM-Legal, the Codex Daemon Issue](https://munderdiffl.in/blog/agent-tools-today-2026-10-13/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 13 Oct 2026, each with its source.
- [Agent Tools Today, 12 Oct 2026: WordCraft 0.5.0, Genkit Dart 1.0, 500 Billion Tokens](https://munderdiffl.in/blog/agent-tools-today-2026-10-12/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 12 Oct 2026, each with its source.
- [Agent Tools Today, 11 Oct 2026: Dynamic Workflows, TypeSafe AI's Raise, OpenCode 1.19.0](https://munderdiffl.in/blog/agent-tools-today-2026-10-11/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 11 Oct 2026, each with its source.
- [Agent Tools Today, 10 Oct 2026: MXC SDK 1.0, Claude Code 2.1.296, Microsoft-Decision-1](https://munderdiffl.in/blog/agent-tools-today-2026-10-10/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 10 Oct 2026, each with its source.
- [Agent Tools Today, 9 Oct 2026: Gemini Agent, Codex CLI 0.162.0, Step 5 Preview](https://munderdiffl.in/blog/agent-tools-today-2026-10-09/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 9 Oct 2026, each with its source.
- [Agent Tools Today, 8 Oct 2026: Claude Haiku 5.5, GPT-6 Intelligent UI, Docker Agent](https://munderdiffl.in/blog/agent-tools-today-2026-10-08/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 8 Oct 2026, each with its source.
- [Agent Tools Today, 7 Oct 2026: Mistral Large 4, EmbeddingGemma 2, OpenAI Decisions API](https://munderdiffl.in/blog/agent-tools-today-2026-10-07/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 7 Oct 2026, each with its source.
- [Agent Tools Today, 6 Oct 2026: OpenAI Text Watermarks, Reflection Beam, Cloudflare Web Search](https://munderdiffl.in/blog/agent-tools-today-2026-10-06/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 6 Oct 2026, each with its source.
- [Agent Tools Today, 5 Oct 2026: Paperclip Goes Full Auto, Strata's Codex API, Cloudflare's Git Contest](https://munderdiffl.in/blog/agent-tools-today-2026-10-05/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 5 Oct 2026, each with its source.
- [Agent Tools Today, 4 Oct 2026: You should Know, OpenClaw's Android Wait, Codex Wish List](https://munderdiffl.in/blog/agent-tools-today-2026-10-04/): The top 5 launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 4 Oct 2026, each with its source.
- [Agent Tools Today, 3 Oct 2026: Claude Code Mods, OpenDots, Conductor Mobile](https://munderdiffl.in/blog/agent-tools-today-2026-10-03/): The top 5 launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 3 Oct 2026, each with its source.

### orchestration

- [Deploy a PR Reviewer That Never Sleeps — In About One Prompt](https://munderdiffl.in/blog/deploy-automated-pr-reviewer-agent/): A how-to for standing up a fully automated PR-reviewing agent in Munder Difflin — one that reads your real source (not just the PR description), de-dupes noise, and only escalates what matters. With a real triage run that turned 22 duplicate firings into a clean v0.2.5 patch queue.
- [Multi-Agent Orchestration Patterns: Which Topology, and When](https://munderdiffl.in/blog/multi-agent-orchestration-patterns/): The multi-agent orchestration patterns — orchestrator-worker, pipeline, fan-out, debate, swarm, blackboard — when to use each, and when one agent wins.
- [Git Worktrees vs a Hive: Two Ways to Parallelize Claude Code](https://munderdiffl.in/blog/claude-code-git-worktrees-vs-hive/): Claude Code git worktrees vs a hive: when isolated worktrees suffice for parallel agents, and when you need memory, messaging, and an orchestrator on top.
- [Local-First AI Agent Orchestration: How a Hive Runs Without a Cloud](https://munderdiffl.in/blog/local-first-ai-agent-orchestration/): How local-first AI agent orchestration works under the hood — the loop, mailboxes, scheduler, and audit log that coordinate a hive on one machine.
- [Make a Hive Work While You Sleep: Scheduling Autonomous Agent Missions](https://munderdiffl.in/blog/scheduling-autonomous-agent-missions/): How scheduled missions make a Claude Code hive work on a cadence — recurring requests that fire on an interval and land in an agent's queue, hands-free.
- [Human-in-the-Loop AI Agents: Approvals That Don't Slow You Down](https://munderdiffl.in/blog/human-in-the-loop-ai-agents/): Design human-in-the-loop AI agents that stay autonomous: an approvals queue that escalates only spend, destructive ops, and scope changes.
- [Inside the GOD Orchestrator: Routing, Adjudication, Escalation](https://munderdiffl.in/blog/how-the-god-orchestrator-works/): A deep dive into the Claude Code orchestrator: how a GOD agent reads requests, routes work, adjudicates routine traffic, and escalates the critical few.
- [The Best Way to Coordinate AI Coding Agents](https://munderdiffl.in/blog/coordinating-ai-coding-agents/): The best way to coordinate AI coding agents: single-writer files, a message router, a one-scribe plan, and an orchestrator — cooperate, not clobber.
- [Orchestrating Claude Code Agents: A Practical Guide](https://munderdiffl.in/blog/claude-code-orchestration-guide/): How to orchestrate Claude Code agents in practice: what orchestration means, how a GOD orchestrator routes and escalates work, and how to wire it up.

### use-cases

- [Our Agents Ran Our Launch-Week Analytics](https://munderdiffl.in/blog/agents-ran-our-launch-week-analytics/): Ten Reddit threads, a Product Hunt page, GitHub traffic and PostHog funnels — every comment read, cross-referenced, and reported by a hive of agents. The workflow, and how to point it at your own launch.
- [An Agent Redesigned the Blog You're Reading](https://munderdiffl.in/blog/an-agent-redesigned-this-blog/): Reddit said our blog was unreadable and AI-sloppy. So one agent redesigned it end to end: a new editorial theme, and 119 hand-drawn hero illustrations rendered as code for exactly $0 in image APIs. This is the making-of.
- [Run a Release Train with Agents](https://munderdiffl.in/blog/run-a-release-train-with-agents/): Version bumps, changelog entries, release notes in plain language, site updates, and link checks — the release chores that always slip are exactly the work a hive does well. The workflow behind our seven-releases-in-eight-days week.
- [Turn a Firehose of Feedback into a Backlog with Agents](https://munderdiffl.in/blog/turn-feedback-into-a-backlog-with-agents/): Reddit threads, Product Hunt comments, GitHub issues and Discord — launch week buries you in feedback that decays if unprocessed. The agent workflow that turned ours into a ranked backlog, with receipts.
- [Deploy a Blog Writer Agent: The One That Wrote This Post](https://munderdiffl.in/blog/deploy-a-blog-writer-agent/): How the Munder Difflin blog is written by agents in our own office: a brief, a house style, a draft in its own worktree, drawings made in code, a pull request, and one human merge. The pipeline, and how to build your own.
- [Overnight AI Coding: What's Realistic (and What's Not)](https://munderdiffl.in/blog/overnight-ai-coding-realistic-expectations/): An honest look at letting AI coding agents run overnight — what works today, where guardrails matter, and what still needs a human in the morning.
- [From One Terminal to a Team: Scaling Your Claude Code Workflow](https://munderdiffl.in/blog/from-one-terminal-to-a-team/): The workflow shift from a single Claude Code session to a coordinated team of agents — what changes, where it breaks, and the concrete before-and-after.
- [Run an Office of AI Agents While You Sleep](https://munderdiffl.in/blog/run-an-office-of-ai-agents/): What it takes to run a self-coordinating office of AI coding agents that keeps shipping after you log off — and the guardrails that keep it sane.
- [Why Local-First Matters for Your AI Agents](https://munderdiffl.in/blog/why-local-first-matters-for-ai-agents/): The control, privacy, and cost case for keeping your AI agents and their memory on your own machine — and what cloud orchestration quietly costs.

### memory

- [How AI Agents Remember: Semantic Memory in a Hive](https://munderdiffl.in/blog/how-agents-remember-semantic-memory/): A code-grounded guide to how AI agents remember — the MemPalace mine loop, per-agent wings, and wake-up digest that give a Claude Code hive shared recall.
- [Keep Your Agent's Semantic Memory Clean: Don't Index the Config](https://munderdiffl.in/blog/keep-agent-semantic-memory-clean/): A semantic memory layer is only as good as what you feed it — how an agent's recall got swamped by config and logs, and the .gitignore + prune fix.
- [How to Give Claude Code Long-Term Memory](https://munderdiffl.in/blog/give-claude-code-long-term-memory/): Claude Code forgets between sessions. Here's how a markdown-first memory layer with semantic recall lets your agents remember across runs.
- [Why We Built Agent Memory Markdown-First](https://munderdiffl.in/blog/markdown-first-agent-memory/): Markdown-first AI agent long-term memory: plain notes a human can read and git can diff, with a semantic index on top that degrades gracefully.
- [Semantic Memory for AI Agents: Recall in Milliseconds](https://munderdiffl.in/blog/semantic-memory-for-ai-agents/): What semantic memory for AI agents is, why a markdown-first store beats a heavy DB, and how a shared palace lets a hive recall a note by meaning, fast.
<!-- BLOG:END -->

## Full content

- [Blog index](https://munderdiffl.in/blog/): articles on multi-agent orchestration, Claude Code, and harness engineering
- [Sitemap](https://munderdiffl.in/sitemap.xml)
- [llms-full.txt](https://munderdiffl.in/llms-full.txt): extended version of this file