Sonu Raj

Sonu Raj

Digital Growth Consultant

About

Web-savvy marketing professional accomplished in creating and leading high-impact marketing campaigns that consistently meet aggressive e-business goals. Initiated groundbreaking programs and delivered large revenue gains. Excel in both start-up and mature corporate environments. Strong leader known for tenacity and positive ‘can-do’ attitude. Expert knowledge of interactive and internet technologies and tools.

Badges

Tastemaker
Tastemaker
Gone streaking
Gone streaking
Gone streaking 5
Gone streaking 5

Forums

16h ago

How do you prevent AI generated code from adding unnecessary dependencies?

I ve noticed coding assistants sometimes suggest a library for something that could be handled with the existing stack. That can slowly add unnecessary dependencies to a project. Do you have a rule for deciding when an AI suggested package is actually worth adding?

17h ago

Bought a 25-day-old domain, but it shows 1.1k historical backlinks - normal?

Hey everyone,

I recently purchased the domain curetotal.com through GoDaddy - it's only about 25 days old under my ownership. But when I checked backlink data:

- Ahrefs shows ~1.1k backlinks

- Ubersuggest shows ~27 backlinks

2d ago

Fifteen blue buttons and the layer that never sees a selector

We asked a coding agent fifteen times to make one button blue on a page built to tempt it: Add to Cart and Checkout shared a class, a badge and the nav link shared the accent variable. Every run added an id-scoped rule. Checkout stayed green. Appending "Do not change anything else" changed one thing: the five runs with it wrote the hex inline where nine of the other ten had added two CSS variables. A path rule fencing off every file but the stylesheet never fired.

Real repositories look different. One benchmark pre-applied the fix to 200 issues and reopened them for five recent models in their vendors' harnesses. The right patch is empty; 35 to 65% of instances got an edit to executable code anyway, and in the authors' analysis of one model's failed traces, 87.1% had modified code unrelated to the issue. Task wording moved that figure a long way in both directions. Telling the agent to "edit the codebase" dragged one model's correct-abstention rate to 36.5%; reproduce first, then fix or abstain if nothing was wrong, lifted it to 88.5%. Their explanation: the agent acts on whatever it believes success means.

The harness side: switch on auto-accepted edits in both CLIs whose docs we read and the grant is the whole working directory. A path rule brings that down to files; one vendor's docs state that it applies to the built-in edit tools and recognized shell commands, and that a script opening a file itself is outside it. A selector inside a permitted file sits below every layer's resolution. Whether the blue landed on one button or on every primary button is decided by the sentence you typed and by whoever reads the diff.

When your agent overshoots, where does the boundary live in your setup today: the prompt, a rule file, a path rule, a sandbox, or the person reading the diff? Which of those has caught a change for you inside a file the agent was allowed to edit?

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