Build the 50-Line Agentic Loop That Powers Every AI Agent Platform
The loop behind Managed Agents, OpenAI Agents SDK, and Google ADK is ~50 lines of Python. Build it, see through vendor marketing.
Prompt Caching for Agentic Loops: Stop Paying Full Price for the Same Tokens
Cut 60-85% of your agentic loop costs with Anthropic's prompt caching. Especially after Opus 4.7 made everything 35% pricier.
Claude Extended Thinking: The 3-Line Config Between Shallow Answers and $50 Bills
Set up Claude's adaptive thinking API correctly on Opus 4.7 — effort levels, streaming, cost traps, and the silent billing gotcha.
Your Agent's Permission Dialog Is a Placebo
Google, Anthropic, and OpenAI shipped tool-level permission gates in April 2026. None of them check what the tool actually does.
MCP Works Everywhere — Until You Try to Authenticate
Anthropic, OpenAI, and Google all shipped MCP credential solutions in April 2026. None are compatible. The universal protocol fractured at the one layer that matters for production.
The Agent Paradox: Less Autonomy, More Value
Three agent platforms in two weeks. Production data says the least autonomous agents deliver the most ROI.
Three Agent Platforms, Three Different Species
Anthropic, OpenAI, and Google each shipped an 'agent platform' in fourteen days. They're not competing products — they're a managed service, an open toolkit, and a cloud primitive. Your evaluation matrix can't handle that, and picking the wrong category will cost you more than picking the wrong vendor.
Invisible Agents, Visible Law: 102 Days Until the EU Forces AI to Identify Itself
Anthropic, OpenAI, and Google shipped invisible AI agents in April. EU Article 50 demands disclosure by August. Nobody's ready.
Your AI Agent Invoice Is an Org Chart — You Just Haven't Read It That Way
Google, Anthropic, and OpenAI route agent bills to different departments. That billing line determines who controls rollout, who holds the kill switch, and who's accountable when an agent misbehaves at 3 AM. An opinion on why vendor selection is really an org-design decision.
Your AI Coding Tool Swapped Its Brain Last Week. Nobody Told You.
Opus 4.7 shipped April 16 and silently changed every Claude Code user's model. No changelog, no opt-in, no rollback.
Anthropic Just Chose Its Rival's Silicon. The Inference War Has a Winner.
Anthropic expanded its TPU deal with Google and Broadcom to multiple gigawatts. Why the company behind Claude chose its competitor's custom chips — and what the lock-in trade-off means for the AI supply chain.
Your AI Agent Doesn't Know It's 3 AM and Prod Is on Fire
AI agent platforms shipped always-on infrastructure without operational context. No incident awareness, no freeze windows, no deployment-state checks. Here's why that's your problem now — and what to do about it.
Three Platforms Shipped Multi-Agent Delegation in April 2026. None of Them Solved Context Loss.
Anthropic, OpenAI, and Google all shipped sub-agent delegation — with three incompatible ways to lose your data at every handoff.
Anthropic's $800B Safety Promise Runs on the Honor System
Anthropic's safety framework at $800B: self-written, self-graded, zero external enforcement. The priciest pinky promise in tech.
Your AI Agent Has No Backspace Key
Anthropic, OpenAI shipped autonomous agents in April 2026. None included a way to undo wrong actions. That's a problem.