Articles
Practical guides, deep dives, and contrarian takes — written for builders shipping with AI right now.
Topics
Jul 3, 2026 · Comparisons · 7 min read
Augment Code vs Cursor vs Claude Code compared for 2026 — pricing, codebase size, agent autonomy, and the decision rule for picking the right coding agent.
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Jul 3, 2026 · Cost & Pricing · 8 min read
Claude extra usage is billed at API rates on Pro, Max 5x, and Max 20x. Real per-model math, three billing pools people confuse, and when upgrading beats topping up.
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Jul 3, 2026 · Foundations · 5 min read
Four ways to check Claude Code usage: the /status and /cost commands, transcript files under ~/.claude, and a free dashboard that rolls up all your history.
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Jun 30, 2026 · Comparisons · 8 min read
Does Claude work in Microsoft Copilot Studio in 2026? The supported model options, how Claude integrates via Azure, and the practical workarounds when it doesn't.
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Jun 23, 2026 · Comparisons · 9 min read
Claude Code or OpenAI Codex in 2026? Pricing, ChatGPT bundling, agent autonomy, and the tasks where each wins after side-by-side testing.
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Jun 23, 2026 · Foundations · 8 min read
Claude Opus 4.8 costs 1.6x more than Sonnet 4.6 but isn't always 1.6x better. The 70/20/10 routing pattern and cost math at production volume.
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Jun 22, 2026 · Cost & Pricing · 8 min read
Claude Pro at $20, Max at $100, or pay-per-token API? Cost math at three usage tiers, crossover points, and the hybrid pattern serious users run.
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Jun 22, 2026 · Comparisons · 5 min read
Hermes and Aider are both open-source and model-agnostic but answer different questions. The decision rule, cost math, and when each wins.
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Jun 22, 2026 · Comparisons · 5 min read
Hermes and Cline are open-source and model-agnostic but built for different work. The honest decision rule, cost math, and when each is the right pick.
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Jun 22, 2026 · Comparisons · 4 min read
Hermes and OpenHands are both top-tier open-source agents — but they're built for different jobs. Decision rule, cost math, and when each is the right pick.
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Jun 22, 2026 · Foundations · 9 min read
Patterns that let builders use Claude 3-5x more without hitting limits. Prompt caching, model routing, subagents, hooks, and when to use the API.
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Jun 17, 2026 · Foundations · 7 min read
Evals are becoming the new PRD for AI agents — quantifiable tests that define 'done' for coding agents. Frameworks, patterns, failure modes.
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Jun 17, 2026 · Foundations · 10 min read
How to create an AI agent in 2026: four paths from no-code to fully custom, with our platform pick, time to first agent, and real cost.
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Jun 17, 2026 · Foundations · 9 min read
Loop engineering — four patterns that turn AI agents into autonomous systems. Heartbeats, crons, hooks, goals, and platforms that ship each.
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Jun 17, 2026 · Foundations · 8 min read
Multi-agent AI compared honestly, the three patterns that work in production, the four that don't, and the cost math that decides which is right.
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Jun 11, 2026 · Comparisons · 10 min read
The best AI coding agents in 2026 — Claude Code for agentic work, Cursor for IDE-native, Cline for open-source. Honest verdicts on 12 tools, no affiliate padding.
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Jun 11, 2026 · Comparisons · 8 min read
Best AI voice agents in 2026 — Retell for production, Vapi for developer flexibility, Bland for turnkey outbound, ElevenLabs for premium voice quality.
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Jun 11, 2026 · Comparisons · 8 min read
Best no-code AI agent builders in 2026 — Lindy for fastest ship, Relevance AI for complex outreach, Stack AI for document Q&A, Manus for autonomous research.
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May 17, 2026 · Foundations · 6 min read
AI agent task selection made simple. The ARR framework — Autonomous, Recurring, Reviewable — decides which tasks belong with an AI agent and which don't.
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May 17, 2026 · Foundations · 8 min read
Stop prompting. Start directing. The mindset change builders need to make once they move from chatbots to agents, and the practices that come with it.
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May 17, 2026 · Comparisons · 5 min read
Hermes and Cursor get compared by people who don't know they're different categories. What each does, why the question matters, and which to pick.
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May 17, 2026 · Cost & Pricing · 12 min read
AI agent development costs in 2026: no-code ($30–$300/mo), low-code ($50–$300/mo), custom builds ($2k–$50k first month). Cost-per-task, hidden items.
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May 17, 2026 · Foundations · 8 min read
Three capabilities safe alone, catastrophic combined: private data, internet access, untrusted input. How the AI agent security trap works and how to break it.
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May 3, 2026 · Strategy · 7 min read
Three of the top productivity AI tools by usage are self-hosted and open source. That's not the narrative. Here's the usage data behind it.
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May 1, 2026 · Strategy · 6 min read
Two open-source agents own 95% of productivity tokens on public model-marketplace leaderboards. Why the market concentrated this fast.
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Apr 29, 2026 · Comparisons · 6 min read
OpenClaw vs Hermes head to head, the two open-source agents builders actually run. Trade-offs that matter and the usage data behind the choice.
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Apr 27, 2026 · Claude Skills · 8 min read
Five concepts in Claude Code overlap with each other. Most explainers stop at definitions. Here's when to actually use which.
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Apr 24, 2026 · Claude Skills · 9 min read
Most builders think Claude Skills are saved prompts. The architecture is different, and it's the reason Skills are actually useful.
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Apr 22, 2026 · Strategy · 9 min read
A new orchestration pattern: entire org charts populated by AI personas, with humans as the board. Five roles where it's working, and where the math breaks.
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Apr 20, 2026 · Comparisons · 9 min read
Claude Code or Cursor in 2026? Pricing math at three usage tiers, the IDE-fork vs CLI tradeoff, model lock-in, and the specific tasks where each one wins.
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Apr 17, 2026 · Comparisons · 9 min read
Tested eight AI agent platforms on real builder workflows. These are the ones that survived. Ranked, verdicted, and ready to shortlist.
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Apr 15, 2026 · Cost & Pricing · 8 min read
Per-token math on real Claude workloads — support agents, customer-deflection at 50k tickets/month, prompt caching. Five cost levers ranked by impact.
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Apr 13, 2026 · Cost & Pricing · 11 min read
Five patterns where AI agents pay for themselves, and the vendor math you should ignore. With concrete numbers from real production deployments.
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Apr 9, 2026 · Use Cases · 5 min read
The non-technical owner's guide to AI agents: the mindset shift, the task audit trick, and why one boring automated task beats a robot empire on day one.
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Apr 6, 2026 · Use Cases · 10 min read
Five finance workflows where AI agents are delivering measurable ROI, with real numbers. Plus where the math still doesn't work and which platforms to use.
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Apr 1, 2026 · Use Cases · 11 min read
What builders are using AI agents for in 2026: five patterns: customer support, sales, research, code, ops. With the platform we'd pick for each.
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Mar 30, 2026 · Use Cases · 7 min read
The email AI agents worth using in 2026 — inbox triage, reply drafting, follow-up sequences, and outreach. Tools, costs, and what actually works.
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Mar 25, 2026 · Foundations · 5 min read
Brain-and-muscle model routing: use expensive models for planning, cheap models for execution. Real cost breakdowns and the routing logic that makes it work.
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Mar 20, 2026 · Foundations · 13 min read
Best AI agent observability tools and what to instrument. LangSmith, Paperclip, OpenTelemetry, Datadog, the four metrics every production agent needs.
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Mar 17, 2026 · Foundations · 13 min read
Seven AI agent guardrails every production deployment needs — approval gates, action boundaries, budget caps, blast radius. Why 9 seconds ended Pocket OS.
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Mar 12, 2026 · Foundations · 15 min read
The 8 best AI agent orchestration platforms in 2026 — Paperclip, n8n, LangGraph, CrewAI, Lindy, AutoGen, Azure, Vertex. Ranked with decision rules.
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Mar 9, 2026 · Foundations · 9 min read
AI agent workflow design, the eight patterns that ship in production, the three that don't, and the decision tree for picking the right one for your job.
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Mar 4, 2026 · Foundations · 11 min read
The best AI agent frameworks compared — LangGraph, CrewAI, AutoGen, Semantic Kernel. Which fits which workflow, and when to skip them entirely.
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Mar 2, 2026 · Foundations · 10 min read
Skills files, context management, and routines turn a one-trick agent into a system that improves. The architecture behind agents that compound over time.
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