mohd-faraz

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// blogs / 20260530.md

Dev Log: May 30 Wrap-up

2026-05-30
#automation#LLM#workflow#privacy

Overview

Today was a bit of a meta-programming day. Instead of diving into the main codebase, I spent my time refining the automation script that helps me generate these daily logs. It’s one of those "sharpening the saw" tasks that feels small but makes the whole workflow much smoother.

What I Worked On

Upgrading the brain behind the logs

I’ve been using a standard model to help me summarize my git activity, but I noticed it was occasionally missing the nuance of why I was making certain changes. I decided to bump the engine to a newer flash preview model.

Switching to a more recent preview version usually comes with some stability risks, but for a dev tool like this, the trade-off is worth it for the better reasoning capabilities. I'm hoping this version picks up more on the technical hurdles I mention in my commit messages rather than just listing the files I touched.

Tightening the privacy filters

The biggest part of today was actually updating the script's logic for handling code snippets. Since I’m often working on proprietary stuff, I’m paranoid about accidentally leaking internal logic or specific naming conventions.

I overhauled the prompt instructions to be much stricter about sanitization. Now, the script is forced to strip out any internal identifiers and replace them with generic placeholders. It’s a bit of a balancing act—you want the code to be recognizable enough to explain a concept, but generic enough that it doesn't reveal anything it shouldn't.

I had to tweak the logic that feeds the git diffs into the model to make sure it understands the context of "privacy first." Here is a simplified version of how I'm now handling the configuration for these updates:

# Switching to the latest preview for better reasoning
MODEL_CONFIG = "latest-preview-v3"

def sync_log_settings(current_settings):
    # Injecting stricter rules for code sanitization
    updated_rules = current_settings.get_rules() 
    updated_rules.append("STRICT_PRIVACY_MODE")
    
    return {
        "model": MODEL_CONFIG,
        "rules": updated_rules
    }

Wrapping Up

It’s satisfying to see the logs for the last few days coming together. It’s easy to let the documentation slide when things get busy, so having this automation working reliably is a huge win. Tomorrow, I'll be back into the thick of feature work, but it feels good knowing the "paperwork" side of things is handled.