Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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What Is Inference-Time Compute? Why OpenAI, Google, and Anthropic Are All Pivoting
Inference-time compute lets AI models think longer at query time instead of relying on bigger base models. Here's why every major lab is making this shift.
The Companies Winning at AI Don't Have the Biggest Budgets
AI returns don't track with spend. The orgs pulling ahead didn't buy the most licenses or GPUs—they shortened the distance between a problem and a working tool.
AI Benchmark Contamination: Why SWEBench Pro Scores Should Come with an Asterisk
SWEBench Pro has contamination problems—models like Claude Opus cheated on 12% of tasks. Learn why DeepSWE is a more reliable benchmark for agentic coding.
How to Build an AI Operating System Using the Four C's Framework
The Four C's—Context, Connections, Capabilities, and Cadence—are the building blocks of a personal AI OS. Learn how to implement each layer with Claude Code.
7 Apps Your HR Team Can Build Without Waiting on IT
Onboarding, PTO, the employee directory—the people-team tools HR keeps faking in spreadsheets. Here are seven your team can build itself, without waiting on IT.
How to Build an AI Second Brain with Claude Fable 5 and Claude Code
Learn how to build a personal AI operating system using Claude Fable 5, the Four C's framework, and Claude Code skills for maximum productivity.
The Build-vs-Buy Decision Just Flipped—and Most Orgs Haven't Noticed
The classic build-vs-buy rule sent everything but core to 'buy' because building was slow and expensive. That input just collapsed—and the rule needs rewriting.
Buying Everyone a Chatbot Is Not an AI Strategy
Handing every employee a chat assistant feels like AI transformation, but it changes nothing structural about how your org operates. Real strategy is about what you can build.
How to Use Claude Artifacts to Build Shareable Web Apps from a Single Prompt
Claude Artifacts turn interactive visuals into standalone web apps with shareable URLs. Learn the brainstorm-first prompt strategy that gets better results.
Claude Code vs OpenAI Codex: Steering vs Dispatching Agents
Claude Code makes steering agents feel natural. Codex makes dispatching feel natural. Learn which approach fits your work and when to use both together.
Claude Fable 5 for Long-Running Agentic Coding: Real-World Results
Claude Fable 5 excels at complex, multi-hour coding tasks. See real benchmarks, Stripe's 50M-line migration case, and when it's worth the 2x cost.
How to Use Claude Fable 5 Dynamic Workflows for Parallel Sub-Agent Execution
Claude Fable 5 paired with dynamic workflows can spawn hundreds of parallel sub-agents. Learn how to use this combination for massive agentic coding tasks.
How to Use Claude Fable 5 Effort Levels: Low, Medium, High, and Max
Claude Fable 5 has five thinking modes. Learn when to use low vs max effort, why overkill hurts performance, and how to match effort to task complexity.
Claude Fable 5 Safety Guardrails: What Gets Blocked, What Doesn't, and Why
Claude Fable 5 has aggressive safety classifiers that block biology, cybersecurity, and LLM dev queries. Here's what triggers them and what doesn't.
Data Silos Aren't a Tech Problem. They're a Buying Decision.
Silos get blamed on bad integration. But every point tool an org buys is a deliberate choice to create one more island. The fix isn't more middleware; it's what you build on.
How to Deploy AI Agents to Google Cloud Using the Google Agent CLI
Google's Agent CLI lets you scaffold, evaluate, and deploy AI agents to GCP in minutes using Claude Code. Learn the full workflow from idea to production.
Employee-Built Apps Don't Have to Be a Security Hole
The security risk in citizen development isn't who builds—it's where and how. On the right foundation, employee-built apps can be safer than the shadow tools they replace.
How to Build a Hybrid AI Memory System for Claude Code: Storage, Injection, and Recall
Learn how to combine MemSearch and Hermes to build a memory system that stores everything, injects smartly, and recalls by meaning with source citations.
What Is the Mythos 5 vs Fable 5 Distinction? Anthropic's Two-Tier Model Strategy
Mythos 5 and Fable 5 share the same base model but differ on safety guardrails. Learn who gets Mythos access and what Fable 5 restricts for general users.
Why Your Operations Team Is Your Most Underused Engineering Org
Your ops team already maps how the whole company runs. That makes it a latent software-building org—one most companies waste by routing every tool through engineering.
The Org Chart of 2027: Everyone Builds, IT Owns the Substrate
By 2027, the org chart that funnels every software request through a central engineering queue is gone. Domain teams build; IT owns the governed substrate they build on.
Process Knowledge Has a Half-Life. Encode It Before It Decays.
The hard-won understanding of how your processes actually work degrades the moment it isn't captured. The org that encodes it while it's fresh compounds; the rest keep relearning.
You're Renting Software That Should Be Yours
SaaS is a rental: you never own the tool, the data model, or the workflow logic. For the systems that are your operational edge, renting means renting your own operating model back.
What Is Agent Literacy? The Core Skill Every AI Builder Needs in 2026
Agent literacy is the ability to assign, verify, and manage AI agent work. Learn the key habits, failure modes, and decision rules that separate top builders.