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The NeuroX Blog
What we learn shipping production AI — agents, RAG, growth automation, and the things AI prototypes get wrong.
claude-opusai-agentsproductionOpus 4.7 Hit 64.3% on SWE-bench Pro. The Real Story Is a Third of the Tool Errors.
Everyone quoted the +10.9 SWE-bench Pro jump when Anthropic shipped Opus 4.7. The number production teams should care about is buried two paragraphs in: a third of the tool errors compared to Opus 4.6. Tool errors are the production failure mode.
May 18, 2026Read
ai-agentsproductioncase-studiesFrom 5 Hours to 7 Minutes: What AI in Production Actually Looks Like in 2026
Anthropic's 2026 enterprise report dropped four shipping case studies with real numbers — eSentire, Doctolib, L'Oréal, Thomson Reuters. None are pilots. All are the wiring around the model, not the model.
May 5, 2026Read
claude-codeai-agentsanthropicClaude Managed Agents Just Killed the 3-Month Setup Tax on Production AI
Anthropic shipped Managed Agents to public beta on April 8, removing the sandbox / state / credential plumbing every team used to spend a quarter building. Runtime is $0.08/hour. The interesting question is what teams build with that quarter back.
May 4, 2026Read
claude-codeai-agentsengineeringAnthropic's 2026 Agentic Coding Report: 60% AI Usage, But Only 0–20% Fully Delegated
The new Agentic Coding Trends Report names the gap most teams are still pretending isn't there: AI writes most of the code, humans still own the last mile. The teams winning have stopped trying to remove engineers and started orchestrating them.
May 1, 2026Read
case-studyprototype-to-productionfintechCase Study: From Broken AI Prototype to Production Fintech in 6 Weeks
A Series A fintech with a Bolt-built MVP couldn't onboard their first paying enterprise customer. Here's what was broken under the hood — and what we shipped to fix it.
Apr 30, 2026Read
claude-codeskillsai-engineeringmattpocock/skills Just Hit #2 on GitHub Trending: Engineering Discipline as a Claude Skill
Matt Pocock open-sourced his personal .claude directory and it picked up 7,000+ stars in a day. The skills aren't about generating code faster — they're about not breaking the codebase while you do.
Apr 30, 2026Read
uitoolingclaude-codeThe 2026 Stack for AI-Assisted UI: 21st.dev + UI/UX Pro Max + Motion
Three tools that turn 'I need a marketing site' into 'this is live by Friday.' Here's the stack we use, and how each piece slots in.
Apr 29, 2026Read
prototype-to-productionnext.jsvibe-codingFrom Bolt to Production: What AI Prototypes Get Wrong
30 minutes in, you have a working app. Auth, dashboard, even a Stripe modal. It looks done. It's not. Here's the punch list of what's actually broken under the hood.
Apr 29, 2026Read
aeogrowth-marketingseoAnswer Engine Optimization: How to Get Cited by ChatGPT, Perplexity, and Claude
In 2026, half your buyers ask ChatGPT instead of Google — and never click through. If you're not in the answer, you didn't lose a click. You lost the conversation.
Apr 28, 2026Read
ai-agentspricingcost-optimizationWhat an AI Agent Actually Costs to Build and Run
Most AI agency quotes hide three big costs. Build, inference, operate — here's the honest breakdown of what you'll pay in year one and what's missing from the quote.
Apr 27, 2026Read
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