Articles on Claude, AI agents and the craft of software, explained with everyday life.https://me.consonance.fyi/en/blog/enhttps://me.consonance.fyi/en/blog/grok-bot/https://me.consonance.fyi/en/blog/grok-bot/Grok Bot, seen by an engineer who builds systems that must not be wrong: how xAI's agents work, what real marketplace Bots do, and my rules before I let one in.Tue, 03 Nov 2026 00:00:00 GMTgrok-botagentsxaitrustautomationtmtoan2601@gmail.com (Minh-Toan Ta)https://me.consonance.fyi/en/blog/anthropic-oss-scanner/https://me.consonance.fyi/en/blog/anthropic-oss-scanner/Anthropic's OSS Scanner runs periodic AI security scans of critical open-source projects at no cost. What a report contains, who qualifies, how to enroll, and how to triage the results.Tue, 03 Nov 2026 00:00:00 GMTsecurityopen-sourceanthropicaitmtoan2601@gmail.com (Minh-Toan Ta)https://me.consonance.fyi/en/blog/pstack-lauren-tan/https://me.consonance.fyi/en/blog/pstack-lauren-tan/pstack, the skill plugin by Lauren Tan (@poteto) for Cursor and Grok Bot: trust one agent before running ten, fix mistakes at the root, and treat verification as infrastructure, down to TLA+ models.Tue, 03 Nov 2026 00:00:00 GMTgrok-botagentsverificationtla-plustmtoan2601@gmail.com (Minh-Toan Ta)https://me.consonance.fyi/en/blog/claude-code-in-the-cloud/https://me.consonance.fyi/en/blog/claude-code-in-the-cloud/A cloud session gives each task its own machine and branch: several jobs run side by side, survive a sleeping laptop, and come back as pull requests.Wed, 07 Oct 2026 00:00:00 GMTclaude-codecloudgitworkflowtmtoan2601@gmail.com (Minh-Toan Ta)https://me.consonance.fyi/en/blog/automating-eval-design-and-hillclimbing/https://me.consonance.fyi/en/blog/automating-eval-design-and-hillclimbing/build-eval writes an exam for your AI app with you; hillclimb revises against it one change at a time, with held-out cases to catch cramming.Sat, 03 Oct 2026 00:00:00 GMTclaudeclaude-codeevalsllmtmtoan2601@gmail.com (Minh-Toan Ta)https://me.consonance.fyi/en/blog/building-with-claude-sonnet-5-5/https://me.consonance.fyi/en/blog/building-with-claude-sonnet-5-5/Sonnet 5.5 is 30% faster than Sonnet 5 at the same per-token price. Swapping the model name is easy; three habits in your code are not.Sat, 03 Oct 2026 00:00:00 GMTclaudeapimigrationtmtoan2601@gmail.com (Minh-Toan Ta)https://me.consonance.fyi/en/blog/getting-started-with-claude-code-mods/https://me.consonance.fyi/en/blog/getting-started-with-claude-code-mods/What a Claude Code mod is, how it slots into the session as a hook, two examples from the official guide, and Recording Mode to hide secrets on screen.Sat, 03 Oct 2026 00:00:00 GMTclaude-codemodspluginsprivacytmtoan2601@gmail.com (Minh-Toan Ta)https://me.consonance.fyi/en/blog/spending-your-effort/https://me.consonance.fyi/en/blog/spending-your-effort/Effort doesn't make Claude smarter. It sets how much computing it spends, so how much it checks, tests edge cases and judges on its own.Sat, 03 Oct 2026 00:00:00 GMTclaude-codeeffortworkflowtmtoan2601@gmail.com (Minh-Toan Ta)