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Prompt Engineering Is Dead. Long Live Harness Engineering.

I spent 3 months perfecting prompts. Then I deleted half of them. In late 2023 I had a directory called prompts/ with 47 carefully tuned templates. Few-shot examples, Chain-of-Thought scaffolds, a tiny ReAct loop I was very proud of. I'd A/B tested wording. I'd argued on Twitter about whether "Let's think step by step" still worked. By mid-2025 I deleted 23 of them. They weren't wrong. They just…

dev.to ·1h ago

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I Replaced grep-Based Code Review with a Knowledge Graph + MCP. Here Are 3 Bugs Vector Search Missed.

For about a year, my AI code review setup looked like this: AI gets a PR, AI greps for related code, AI reads way too many files, AI says "looks fine." It mostly worked.

1h ago ·dev.to

The agent wrote the migration. Are you really going to Approve it?

Tuesday afternoon, that Approve button Tuesday, 3 p.m. A PR notification lands in Slack. Junior writes in the channel: "Cursor generated this migration for me — can you take a look?" You open the…

Agent autonomously generated 80-line migration with ALTER TABLE statements
Migration issues: missing default value, table lock risk, inaccurate down migration
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1h ago ·dev.to

The failures that don't fail loudly

I spent a week building an agent that upgrades dependencies and repairs what the upgrade breaks. Dependabot opens the PR and walks away; this one stays until the tests are green.

Scanner failed to detect vulnerabilities in lockfile
Agent reported 124 vulnerable packages instead of 3
Multiple scanner under-reporting vulnerabilities

1h ago ·dev.to

The Hidden Security Blind Spots in Local AI Workflows

A Japanese version of this is on Note . An increasing number of engineers and creators are running local LLMs (via Ollama, LM Studio, vLLM) and generating images with Gradio / Stable Diffusion…

1h ago ·dev.to

AI chatbots may be better than search engines in guarding against foreign propaganda

In a test, popular AI chatbots mostly debunked falsehoods spread by other countries and avoided uncritically spreading falsehoods better than search engines.

1h ago ·npr.org

Indonesia Urges Workers to Build AI Skills as Jobs Evolve

Indonesia urges workers, including civil servants, to build AI skills as generative AI reshapes jobs, decision-making and the digital economy.

Indonesian Deputy Minister urges workers to acquire AI skills.
ILO reports one in four ASEAN workers at risk of job displacement due to AI.
Indonesian government proactively strengthens AI understanding and management.

1h ago ·en.tempo.co

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