DeepMap Demo (Part 2) ContextPack pulled ONLY target files slashing tokens from 75k to 10k! Then ZeroCommit saved the day: it caught a severe AI hallucination where style.css collapsed by 98% (-576 lines). One prompt auto-fixed it. Zero errors, flawless before/after result!

DeepMap Demo (Part 1) ContextPack showed reading my repo directly = ~75k tokens. DeepMap compressed the whole architecture into just 6k tokens. The AI pinpointed the exact target files without ingesting the whole project! Part 2 next!

I asked Claude to fix the UI, but it gave me a tedious search replace list across multiple files. Most devs end up regenerating the entire file instead, which burns through tokens fast. ZeroCommit solves both: it automates search-and-replace instantly without wasting tokens!

That’s why I built ZeroCommit. Now, I just copy the AI response, paste it into ZeroCommit, and within 15 seconds it automatically detects all 23 files for me to review and commit. Manually creating 23 files takes ages ZeroCommit handled the whole thing in under 40 seconds!

In this demo I’m showing how I’m building a website using Claude. It asked me to create 23 separate files and place each one into its designated folder which requires a crazy amount of manual effort. It’s so exhausting that we waste all our energy just doing this setup 😭.

Zero manual copy-pasting from Claude to Github. Paste a Claude response into Zero Commit, and watch it auto-parse and stage all multi-file edits directly to GitHub in seconds. Zero terminal setup. Zero broken diffs.

AI wrote edits across 10 files? Don't open 10 tabs. Copy LLM response -> Click Stage -> Ship PR.

Love the power of Aider, but hate sitting in the terminal or burning through expensive API keys? our saas product brings Aider-level repo mapping and surgical auto-patching straight to your web browser with Zero CLI required.

Every VoIP engineer should understand PSTN first. SIP did not replace the phone network, it learned to talk to it. If you cannot read an E1 alarm or a Q.931 cause code, a 2 AM trunk outage will humble you.

POV: You finally stopped watching YouTube tutorials and actually shipped your SaaS. I spent months on this. Every bug, every restart, every "why am I doing this" moment... it was all worth it. Launching soon!

Python Philosophy

To become a strong Devops engineer dont just learn tools Understand how each tool supports business goals

Vertical Scaling in GCP (Scale Up/Down) Simple rule: Stop the VM first. Persistent Data stays safe. SSH keys remain intact. Local SSDs? Force stop = Data loss. Sustained Use Discount? Resets. From n1-standard-1 to e2-custom-4-2048 in under a minute. #GCP #CloudAdmin

Never overpay for unused vCPU or RAM again! The "Custom Machine Type" in #ComputeEngine is real magic.Need 6 vCPUs and 21.5 GB RAM? Done. (In other clouds, you'd pay for the next tier up).Perfect for cost-optimized architecture. #GoogleCloud #FinOps #Architecture

GCP's bestkept secret for beginners? When you create a VM on the console, scroll DOWN. Click "Equivalent Command Line." Google writes the ENTIRE gcloud script for you. No need to memorize syntax. Copy, paste, and automate. This is a game-changer. #GCP #DevOps #CloudEngineer

The "Budget Airline" of Cloud Computing ✈️: GCP Preemptible VMs. ☑️ Up to 91% cheaper than regular VMs ☑️ Perfect for batch jobs & rendering ⚠️ Can be "evicted" anytime (24h max life) ⚠️ No SLA, no guarantees. Not for prod databases! Cloud economics at its peak! 💸 #GCP #FinOps