Pham Nam's personal blog — notes on what I learn and stories worth sharing.https://phamnam.me/enhttps://phamnam.me/en/posts/agent-autoloop-chay-ai-agent-nen/https://phamnam.me/en/posts/agent-autoloop-chay-ai-agent-nen/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.Fri, 13 Nov 2026 14:50:35 GMThttps://phamnam.me/en/posts/aws-emulator-test-aws-local-mien-phi/https://phamnam.me/en/posts/aws-emulator-test-aws-local-mien-phi/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.Fri, 13 Nov 2026 12:11:15 GMThttps://phamnam.me/en/posts/inkling-2-small-mo-weights-apache-2-0/https://phamnam.me/en/posts/inkling-2-small-mo-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.Fri, 13 Nov 2026 08:17:34 GMThttps://phamnam.me/en/posts/gemini-4-hydrogen-coding-agent-nhanh-re/https://phamnam.me/en/posts/gemini-4-hydrogen-coding-agent-nhanh-re/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.Fri, 13 Nov 2026 04:53:55 GMThttps://phamnam.me/en/posts/gemini-decisions-api-quyet-dinh-nhanh-cho-ai-agent/https://phamnam.me/en/posts/gemini-decisions-api-quyet-dinh-nhanh-cho-ai-agent/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.Thu, 12 Nov 2026 14:02:03 GMThttps://phamnam.me/en/posts/openai-codex-security-quet-lo-hong/https://phamnam.me/en/posts/openai-codex-security-quet-lo-hong/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.Thu, 12 Nov 2026 12:00:29 GMThttps://phamnam.me/en/posts/n8n-nod-agent-ca-nhan-ma-nguon-mo/https://phamnam.me/en/posts/n8n-nod-agent-ca-nhan-ma-nguon-mo/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.Thu, 12 Nov 2026 08:04:19 GMThttps://phamnam.me/en/posts/openai-roi-cursor-12-11/https://phamnam.me/en/posts/openai-roi-cursor-12-11/OpenAI plans to end GPT model access in Cursor from Nov 12, 2026, after SpaceX bought Anysphere. Check your models and switch to Claude, Gemini, or an API key.Thu, 12 Nov 2026 04:14:16 GMThttps://phamnam.me/en/posts/botpsy-model-ai-agent-0-8b-chay-tren-may/https://phamnam.me/en/posts/botpsy-model-ai-agent-0-8b-chay-tren-may/BotPsy-0.8B is a 0.8B-parameter agent model that runs fully on-device and beats a 2.5x larger model at tool calling. Run it locally with vLLM and llama.cpp.Wed, 11 Nov 2026 13:49:16 GMThttps://phamnam.me/en/posts/project-glasswing/https://phamnam.me/en/posts/project-glasswing/Project Glasswing found 37,966 vulnerabilities in 7 months — only 217 fixed. Read the numbers, and use the triage checklist for maintainers and security teams.Wed, 11 Nov 2026 13:40:44 GMThttps://phamnam.me/en/posts/modern-web-guidance-1-0/https://phamnam.me/en/posts/modern-web-guidance-1-0/Modern Web Guidance 1.0 brings 203 web guides to Claude Code, Codex and Cursor with one npx command, plus legacy-scan to find old patterns in your codebase.Wed, 11 Nov 2026 07:50:23 GMThttps://phamnam.me/en/posts/meta-mua-conductor/https://phamnam.me/en/posts/meta-mua-conductor/Meta bought Conductor on Nov 4: Cloud goes read-only Nov 13, shuts down Nov 20 with data deletion. How to export, move workspaces local, and pick alternatives.Wed, 11 Nov 2026 01:47:02 GMThttps://phamnam.me/en/posts/concat-video-editor-local-first-mcp/https://phamnam.me/en/posts/concat-video-editor-local-first-mcp/Concat is a free, open-source, local-first video editor — no watermark, no account, no cloud. Connect Claude Code via MCP and let AI cut video on your machine.Tue, 10 Nov 2026 13:49:34 GMThttps://phamnam.me/en/posts/muse-ember-model-nho-cho-ai-agent/https://phamnam.me/en/posts/muse-ember-model-nho-cho-ai-agent/Muse Ember, 9 Nov 2026, matches Claude Haiku 5.5 on Intelligence Index at about $0.14 per task, a third of Haiku's cost. When to use it — and when not to.Tue, 10 Nov 2026 07:53:27 GMThttps://phamnam.me/en/posts/claude-fable-5-2-mythos-5-2/https://phamnam.me/en/posts/claude-fable-5-2-mythos-5-2/Anthropic launched Claude Fable 5.2 and Mythos 5.2 on 9 Nov 2026: up to 30% faster, $8/$40 per million tokens. When it beats Opus 5.5 — and where it loses.Tue, 10 Nov 2026 02:25:25 GMThttps://phamnam.me/en/posts/gemini-omni-1-2-flash-video-ai-15-giay/https://phamnam.me/en/posts/gemini-omni-1-2-flash-video-ai-15-giay/Gemini Omni 1.2 Flash is GA Nov 5, 2026: create and edit AI video up to 15 seconds in multi-turn chat, keeping characters consistent, at $0.07/sec for 720p.Mon, 09 Nov 2026 13:36:07 GMThttps://phamnam.me/en/posts/nvidia-skillspector-quet-skill-ai/https://phamnam.me/en/posts/nvidia-skillspector-quet-skill-ai/NVIDIA SkillSpector scans Claude Code, Codex and MCP skills before install, scores risk 0-100 and flags SAFE, CAUTION or DO NOT INSTALL, with a CI guide.Mon, 09 Nov 2026 07:55:16 GMThttps://phamnam.me/en/posts/claude-code-aws-bedrock-agentcore/https://phamnam.me/en/posts/claude-code-aws-bedrock-agentcore/Run Claude Code remotely on AWS Bedrock AgentCore: one microVM per task, model calls only via Bedrock, and a pull request when done. Setup guide and limits.Mon, 09 Nov 2026 02:18:49 GMThttps://phamnam.me/en/posts/hex-dictation-giong-noi-local-rust/https://phamnam.me/en/posts/hex-dictation-giong-noi-local-rust/Hex is a free, open-source Rust dictation app from Anomaly: hold a key, speak, release, and text pastes into the focused app. Guide for macOS, Windows, Linux.Sun, 08 Nov 2026 13:47:45 GMThttps://phamnam.me/en/posts/jev-opus-giam-chi-phi-ai-4-lan/https://phamnam.me/en/posts/jev-opus-giam-chi-phi-ai-4-lan/Jev decides first and escalates only uncertain cases to Claude Opus 5.5: 4.39x cheaper on Hightouch's easy test, 3.5x on Banking77, accuracy almost unchanged.Sun, 08 Nov 2026 07:34:18 GMThttps://phamnam.me/en/posts/gpt-6-cyber-948-lo-hong-linux-kernel/https://phamnam.me/en/posts/gpt-6-cyber-948-lo-hong-linux-kernel/GPT-6 Cyber found 948 Linux kernel privilege-escalation flaws with candidate patches. What the number really means, plus the patch checklist for sysadmins.Sun, 08 Nov 2026 01:39:01 GMThttps://phamnam.me/en/posts/anthropic-bo-nho-agent-dreaming/https://phamnam.me/en/posts/anthropic-bo-nho-agent-dreaming/Anthropic's agent memory architecture: transcripts, notes, wikis, and 'dreaming' that fixes wrong notes. CL-Bench, Pokémon, and wiki results, plus six rules.Sat, 07 Nov 2026 14:17:30 GMThttps://phamnam.me/en/posts/taste-skill-cho-ai-coding-agent/https://phamnam.me/en/posts/taste-skill-cho-ai-coding-agent/Taste Skill 2.5.1 helps Claude Code and Codex build websites without AI slop — vetted palettes, layouts, real photos, and a 5-viewport browser checker.Sat, 07 Nov 2026 13:31:21 GMThttps://phamnam.me/en/posts/ai-agent-thuc-te-hoac-hype/https://phamnam.me/en/posts/ai-agent-thuc-te-hoac-hype/DoorDash got a few hundred agent orders, Uber just four rides, Airbnb almost no agent bookings at all. What do the real numbers say about the AI agent hype?Sat, 07 Nov 2026 13:19:03 GMThttps://phamnam.me/en/posts/ifixai-kiem-toan-doc-lap-ai-agent/https://phamnam.me/en/posts/ifixai-kiem-toan-doc-lap-ai-agent/iFixAi audits AI agents through business simulations and a separate judge, grading A–F with transcript evidence. Setup, mock demo, and staging audit guide.Sat, 07 Nov 2026 07:45:20 GMThttps://phamnam.me/en/posts/orca-chay-nhieu-ai-coding-agent-song-song/https://phamnam.me/en/posts/orca-chay-nhieu-ai-coding-agent-song-song/Orca runs multiple AI coding agents in parallel in separate git worktrees — review diffs and merge from desktop, mobile, or a remote server. Setup and limits.Sat, 07 Nov 2026 01:44:42 GMThttps://phamnam.me/en/posts/openmausbot-grok-bot-ma-nguon-mo/https://phamnam.me/en/posts/openmausbot-grok-bot-ma-nguon-mo/OpenMausBot is an open-source Grok Bot alternative: a team of AI bots in a chat app, each with its own computer, running on your Claude, Codex, or grok CLI.Fri, 06 Nov 2026 13:37:54 GMThttps://phamnam.me/en/posts/tu-host-openmaic-lop-hoc-ai-da-agent/https://phamnam.me/en/posts/tu-host-openmaic-lop-hoc-ai-da-agent/Self-host OpenMAIC with Docker Compose and turn any topic or document into an interactive AI classroom with AI teachers, classmates, quizzes, and PBL.Fri, 06 Nov 2026 07:37:21 GMThttps://phamnam.me/en/posts/github-spec-kit-spec-driven-development/https://phamnam.me/en/posts/github-spec-kit-spec-driven-development/GitHub Spec Kit (Specify CLI) makes AI coding agents work from a written spec: constitution, specify, plan, tasks, implement, converge. A v1.3.1 guide.Fri, 06 Nov 2026 01:57:25 GMThttps://phamnam.me/en/posts/auto-ontology-lop-ngu-nghia-cho-ai-agent/https://phamnam.me/en/posts/auto-ontology-lop-ngu-nghia-cho-ai-agent/NVIDIA Auto Ontology builds a certified semantic layer for AI agents: verified definitions generate SQL with provenance, and out-of-scope questions are refused.Thu, 05 Nov 2026 13:40:01 GMThttps://phamnam.me/en/posts/craft-anything-xay-lai-phan-mem-bang-ai/https://phamnam.me/en/posts/craft-anything-xay-lai-phan-mem-bang-ai/Craft Anything studies how a website, app or game works, then lets Claude Code rebuild your version. Install guide, Clean-room vs Deep mode and alpha limits.Thu, 05 Nov 2026 07:26:01 GMThttps://phamnam.me/en/posts/orkas-doi-nhieu-ai-agent-local-first-desktop/https://phamnam.me/en/posts/orkas-doi-nhieu-ai-agent-local-first-desktop/Orkas turns Claude Code, Codex and 16 specialist agents into a local-first desktop team that keeps projects, to-dos and scheduled work moving across days.Thu, 05 Nov 2026 01:33:28 GMThttps://phamnam.me/en/posts/keploy-tu-dong-tao-api-test-tu-traffic-that/https://phamnam.me/en/posts/keploy-tu-dong-tao-api-test-tu-traffic-that/Keploy records real API calls, database queries and queue events, then replays them as tests without an SDK. Learn to record, test offline and run it in CI.Wed, 04 Nov 2026 13:35:05 GMThttps://phamnam.me/en/posts/floci-gia-lap-aws-local-mien-phi/https://phamnam.me/en/posts/floci-gia-lap-aws-local-mien-phi/Floci is a free, open-source local AWS emulator and LocalStack Community alternative: run S3, DynamoDB and Lambda on localhost:4566 for dev, testing and CI.Wed, 04 Nov 2026 07:32:39 GMThttps://phamnam.me/en/posts/cleanyourtv-don-dep-android-tv/https://phamnam.me/en/posts/cleanyourtv-don-dep-android-tv/CleanYourTV debloats Android TV and Google TV over Wi-Fi ADB — no root, no app removal, one-command restore. Check your model and install its clean launcher.Wed, 04 Nov 2026 01:35:19 GMThttps://phamnam.me/en/posts/colibri-chay-model-moe-khung-tren-may-ca-nhan/https://phamnam.me/en/posts/colibri-chay-model-moe-khung-tren-may-ca-nhan/Colibri streams MoE experts from NVMe so huge models like GLM-5.2 and Kimi K3 run on your own PC — no datacenter GPU, no API fees, and your data stays local.Tue, 03 Nov 2026 13:30:00 GMThttps://phamnam.me/en/posts/scrapling-web-scraping-python/https://phamnam.me/en/posts/scrapling-web-scraping-python/Scrapling bundles fetch, parsing, crawling and export in one Python framework: install it, pick the fetch branch, run CLI extract, and respect robots.txt, ToS.Tue, 03 Nov 2026 08:56:37 GMThttps://phamnam.me/en/posts/superpowers-phuong-phap-lap-trinh-cho-ai-coding-agent/https://phamnam.me/en/posts/superpowers-phuong-phap-lap-trinh-cho-ai-coding-agent/Superpowers adds discipline to AI coding agents: clarify intent, plan 2–5-minute tasks, use TDD, and review before merging. Installation by harness.Sat, 31 Oct 2026 01:43:14 GMThttps://phamnam.me/en/posts/tu-host-coolify-docker-paas/https://phamnam.me/en/posts/tu-host-coolify-docker-paas/A guide to self-hosting Coolify on a VPS: installation, git-push deployments, automatic HTTPS, backups, rollback, and the limits to understand first.Tue, 27 Oct 2026 07:22:59 GMThttps://phamnam.me/en/posts/trien-khai-astro-cloudflare-pages/https://phamnam.me/en/posts/trien-khai-astro-cloudflare-pages/A practical guide to deploying a static Astro blog on Cloudflare Pages: setup, builds, GitHub integration, custom domains, admin protection, and troubleshooting.Sat, 24 Oct 2026 04:57:00 GMT