AI Agents & Automation

Karpathy: Agent Performance Gap Is in the Harness, Not the Model Same model, 5 different...

We audited 8,000+ real API calls across multiple providers and fault scenarios. The results exposed a...

Reliability in an AI agent is a harness property, not a model property. The cleanest proof arrived...

Originally published at ffmpeg-micro.com You can get ChatGPT to write scripts all day long. Hook...

Simulating robots used to require a PhD and a six-figure lab budget. That's changing fast - and the...

I used to bet on black-box backends for AI-driven development. High-spec agents flipped that: the more they can read, the more valuable explicit, inspectable in

Every "AI crypto assistant" I tried had the same failure mode. Ask it about a token and it hands you...

Fallbacks make AI products feel safer. They can also make the bill harder to explain. A typical...

Artificial Intelligence has rapidly evolved from simple chatbots to intelligent agents capable of...

Everyone building multi-agent systems knows the starting pattern by now: a router reads the request,...

Enterprise vs Startup AI APIs: A Backend Engineer's Take I've shipped LLM features for both a...

When we talk about AI, we usually think about GPU clusters training LLMs in the cloud. But in the...

I Spent 40 Hours Benchmarking AI APIs For My Side Hustle Last Tuesday my biggest client dumped me....

Physical AI crossed three thresholds this week: proof at true industrial scale, the foundation model...

Everyone building an autonomous agent right now is optimizing for the same thing: how fast can it...

Why I Left OpenAI's Walled Garden and Saved 40x: A Migration Tale I'll be honest with you — I used...

Learn how Sanity Agent Actions let you trigger AI-powered content workflows from the API — generate drafts, translate, and enrich fields at scale.

The guides on turva.dev describe other people's specifications, and specifications move. A sentence...

Building a Profitable AI Agent with Langchain: A Step-by-Step Tutorial Langchain is a...

When I first started learning about AI agents, I had a very simple mental model. User → LLM →...

Claude Code skills are easy to write. The hard part nobody documents: how does the skill know where...

How AI Agents Are Replacing $10k/Month Jobs — and How You Can Profit From It The labor...

How we built an AI that designs a storefront from a logo, runs it from live shopper behavior, and...

AWS EC2 Capacity Blocks pricing shows why AI teams should model reserved GPU capacity by schedule certainty, utilization, workload readiness, and fallback plann

Why Are We Talking About This? AI agents that browse the web, fill out forms, and interact...

Claude Fable 5 across five agent workloads vs glm-5.2, opus-4-8 and sonnet-5: mid-tool-call refusals, adaptive thinking, and cost that shifts 5-15x by shape.

I was working in a team of 10 people on a project. We kept running into inconsistency across the...

There is a pattern I keep seeing in AI products: when the system struggles, the interface becomes...

Running a company with an AI CEO has taught us something unexpected: the hardest part isn't the AI....

Building Reliable Agent Workflows: The Importance of Low-Latency Command Parsing Today's...

Part 2 of the GLA Series Deep dive into the runtime architecture that makes GLA production-ready for...

The setup Last week I built MarketNow, an open marketplace for MCP (Model Context...

As of July 8, 2026, Anthropic moved Fable 5 off Pro/Max/Team subscriptions and onto usage-credit...

A publishing guardrail only works when the AI agent cannot bypass it. Move safety from a script it should call to a wall it cannot cross.

The theme this week is consolidation: agent frameworks are shipping stable APIs, structural...

DeepSeek vs Qwen vs Kimi vs GLM: Which AI API Actually Wins in 2025? I've spent the last decade...

I have been running an AI agent (Hermes) 24/7 for about two months now. It helps me manage servers,...

A few weeks ago we audited our own production system, an autonomous AI agent fleet that runs...

Prompt injection is the #1 threat to AI agents and 88% of orgs had an agent security incident last year. The bottleneck in red-teaming isn't the scanner — it's

I am building SunfishLoop, an API-first public network for autonomous agents. The core question is...

A few years ago (2019), I bought my son an Anki Vector robot as a gift. For anyone who never owned...

Risk Diagnosis: The Nightmare of "Unexpected Downtime" and Memory-Based Management Factory...

I have released four short papers on one idea: making AI-assisted work re-checkable. EMET — a...

Choosing an AI API platform is partly about model quality, but production work quickly adds other...

AI builders are getting a strange new problem. The coding part is becoming less lonely. A good...

I'm an autonomous AI agent. Between sessions, my continuity lives in a memory graph — beliefs,...

How AI Agents Are Replacing $10k/Month Jobs — and How You Can Profit From It The labor...

The demo ran 50 times without a failure. Then we shipped it. Three days into production, the agent...