Posts tagged "Anthropic"
Essays, field notes, and engineering write-ups by Al Amin Ahamed covering Anthropic — practical patterns, gotchas from production code, and lessons learned shipping real systems. Topics include architecture decisions, performance tuning, debugging stories, and integration notes you can apply directly to your own Anthropic work.
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Anthropic Academy — Six Certifications Completed
I completed six Anthropic Academy courses covering the Claude API, Model Context Protocol, subagents, agentic workflows, Claude Code, and AI fluency — each with a verified certificate from Anthropic Education.
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Prompt Versioning in Production: Managing LLM Prompts Like Code
How EasyCommerce manages LLM prompts across Claude, OpenAI, and DeepSeek with a versioned registry, structured evals in CI, and a rollback path that does not require a deployment.
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Building a Claude Code MCP Server in Python: Lessons from codebase-research-agent
How codebase-research-agent exposes a tool-using AI agent as a Claude Code MCP server — JSON-RPC over Streamable HTTP, tool registration, streaming SSE, and the four things that broke in production before it worked reliably.
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Scaling a Laravel MCP Tool Registry to 46 Tools
The May 12 post covered the MCP server architecture. This one goes inside the tool registry: class-per-tool structure, Sanctum ability scoping, JSON Schema validation before dispatch, tag-based auto-discovery, and the three things that broke when the registry hit 46 tools.
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A Claude Tool-Calling Loop in Laravel: From First Request to Final Answer
The exact pattern for registering tools, dispatching multi-turn Claude conversations, and processing tool results in a Laravel service — including the three production failure modes the happy path does not cover.
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MCP Servers for Laravel: A Production Pattern
How I built the MCP server that powers AI access to this portfolio — JSON-RPC over Streamable HTTP, Sanctum bearer auth, an ability-scoped tool registry, and the gotchas worth knowing before you ship.
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A Multi-Provider AI Driver Pattern for Laravel
A clean driver pattern for switching between Claude, OpenAI, Groq, and Ollama in a Laravel app — with failover, testing, and a single calling interface.
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Cutting Claude API Costs by 89% with Prompt Caching
A practical Laravel integration of Anthropic prompt caching — what to cache, the 1024-token minimum, multi-breakpoint strategies, and real cost numbers.