10 min read—
Agent Autoloop: Run Claude Code in the Background
Agent Autoloop runs Claude Code and Codex in the background on cron, GitHub events and webhooks. Agents exit while waiting for approval — no process, no tokens.
~ / learning & writing
Phạm Nam
Pham Nam's personal blog — notes on what I learn and stories worth sharing.
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- 8 min read—
AWS Emulator: Test AWS Code Locally, No Account Needed
AWS Emulator is AWS's official local emulator: run S3, DynamoDB and SQS on your machine over HTTPS 127.0.0.1:9297 — no account, no fees, for dev and CI.
- 8 min read—
Inkling 2 Small: 594B MoE Open Weights Apache 2.0
Inkling 2 Small opens its weights under Apache 2.0: a 594B MoE with 17B active and 1M context. What it takes to self-host, and how best to use it via API.
- 9 min read—
Gemini 4 Hydrogen: Fast, Cheap Model for Coding Agents
Gemini 4 Hydrogen launched 12 Nov 2026: 2.5x faster than Gemini 3.8 Flash, $1.50/$7.50 per million tokens, free tier included — how to use it for coding agents.
- 10 min read—
Gemini Decisions API: Fast Decisions for AI Agents
Google's Gemini Decisions API with Gemini Decision 1 scores up to 1,000 questions in one request in 150–250 ms for $0.10 per 1M input tokens, with confidence.
- 8 min read—
OpenAI Codex Security: Scan, Patch, and Re-Verify Flaws
OpenAI's Codex Security finds, validates, and patches vulnerabilities with agents — scan repos, auto-patch, re-verify fixes, and block PRs by severity in CI.
- 9 min read—
Nod n8n: Open-Source Personal Agent with Its Own PC
Nod n8n is n8n Labs' open-source personal agent with its own Linux computer and browser for real errands on the web. Setup, architecture, safety, limits.