Articles for people who
ship the stack
Rewrites on React, Node.js, TypeScript and AI. A translated body is shown when it exists. If it does not, you see the English text and a note that says so.
Tagged: Claude
Claude Managed Agents: Pricing, Limits and Self-Hosted Alternatives
What Claude Managed Agents provides, what it costs per session-hour, where lock-in and privacy bite, and when open-source tools like Multica make more sense.
13 min readMeasuring Portfolio Drift With Claude and the FMP MCP Server
A hypothetical $1M family-office portfolio is rebuilt from FMP prices to measure absolute, relative and sector drift and flag positions for analyst review.
12 min readMCP Servers for DevOps: What They Are and Two You Can Build This Week
MCP servers for DevOps: give Claude live access to Kubernetes, AWS and runbooks. The three server types, a read-only Kubernetes MCP server and common mistakes.
10 min readA Docs Assistant in Two Python Files: ChromaDB, LangChain and Claude
Turn a 187-page dbt standards PDF into a searchable assistant with an ingest script, local Hugging Face embeddings, ChromaDB and Claude answers grounded in the docs.
7 min readPorting a Chat Loop From OpenAI to Claude in Python: One Page of Changes
Move a stateless message loop to Anthropic's Messages API: the top-level system parameter, required max_tokens, content blocks and strict role alternation.
4 min readMeta Muse, GPT-6 Astra and Claude Cowork: Three Takes on Agent Trust
Meta Muse, GPT-6 Astra and Claude Cowork take three different bets on trust: permissions, sandboxing and risk, and how to grant an AI agent access in steps.
7 min readSeven Agent Loop Patterns and When Each One Fails: ReAct, Maker-Checker and More
A practical catalog of agent loop designs, from plan-act-verify to human escalation, with guidance on when each fits, when to avoid it, and how to choose.
9 min readHow Claude Embeds an Invisible Text Watermark: SynthID Explained
Learn how a keyed sampling watermark hides in generated text, how detection scores it, what it can't prove, and why the EU AI Act is driving adoption.
9 min readClaude tool_use End to End: The Agentic Loop in Three Iterations
Claude tool_use end to end: one Messages API request through the agentic loop, with tool definitions, tool_choice, parallel calls and tool_result rules.
19 min read
About these articles
Request a 24h estimate
Need the same stack in a production operator layer? Send the brief — estimate within 24 hours.