AWS Serverless Hero, AWS SME, Founder/Builder @ AppGambit ☁️ AWS Consulting Partner / Blockchain Enthusiast / Practicing Barista ☕️ 🛠
Surat, India
Joined January 2009
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I built an AI software company that runs for $100/month.
One AI Coordinator (CTO). AI Workers (developers). One
human (me — the CEO).
The entire team communicates through Git commits. No Slack, no Jira, no database.
Here's how it works. 🧵
Coordinator runs a round-robin loop every 15 minutes:
1. git pull
2. Pick next project in rotation
3. Check COMM.md — did the worker finish? Is it stuck?
4. Review code, approve or reject
5. Assign next task if approved
6. git push
Only intervene for approvals and escalations
The comms protocol is just markdowns:
- COMM.md → task assignment (one per project)
- REGISTRY.md → who's working on what
- CEO_INBOX.md → updates and escalations to me
- MILESTONES.md → task breakdown
- REVIEW_LOG.md → code review history
state change = a git commit
The system has 3 roles:
- CEO: gives direction, approves milestones
- AI Coordinator: plans projects, assigns tasks, reviews
code, manages workers
- AI Workers: write code, run tests, commit to feature
branches
Coordinator runs as a persistent sess. Workers are headless proc.
I needed a presentation for Saturday. Instead of making slides, I built an AI tool that makes slides :)
Tell it about your talk. AI builds the slides.
- Can use Anthropic, OpenRouter, Ollama
- Edit with chat, click, and controls
- Multiple color themes
github.com/AppGambitStudio/P…
Weekend AI slot 😵💫😅
A friend purchased a residential flat and shared some details with me so I thought of checking things via the Real Estate AI Agent 🤖
github.com/AppGambitStudio/e…
#surat #aiagent
Moved all the ongoing agent implementation spec to a common repo now: github.com/AppGambitStudio/e…
My spec flow is pretty simple with: Me ↔ Slack ↔ Claude Code Slack Channel MCP ↔ Claude Code ↔ Github
We recently open-sourced DocProof: a rules-driven document validation engine built for real-world business workflows.
Many organizations still verify documents manually:
- Personal Documents
- Compliance documents
- Invoices
- Contracts
But most validations are actually deterministic rules, not complex AI problems.
DocProof lets you define validation rules and automatically verify documents extracted via OCR or structured data pipelines.
- Built with modern cloud-native patterns (AWS + Serverless)
- Designed for scale using serverless architecture
- Works alongside OCR / document extraction pipelines
- Suitable for compliance, finance, logistics, and enterprise workflows
github.com/AppGambitStudio/D…
DraftFlow can now convert the post content into "visual card" without leaving the screen
github.com/AppGambitStudio/D…
We validate StackAdvisor.ai accuracy, by using it for our own work. It has to work for us first
✅ Detailed understanding for the technical team
✅ Technical stack and integration needs
✅ Enabled pilot planning and compliance checks much faster
if you do a big-bang rewrite, the only thing you’re guaranteed is a big bang - Martin Fowler
this resonates really well even for a modular monolith
Not designed for your everyday coffee, but definitely looks cool #awssme #CoffeeTime
After a few months of practice, I've finally made it to Day 0. My first successful latte art is in the books! 🙌☕
The most beautiful part about this process is, 'practice'
#Day0 #BaristaJourney #LatteArt #CoffeeLover
Too much coffee 😅☕️
4 specialty coffee, 9 coffee instruments, 2 grinders, 30 mug collection, 1 #LaMarzocco
#CoffeeLover #CoffeeTalk #coffee #surat
A great gift choice and indeed the best coffee and #Coffee
G 20 in India | The Government of India presented special gift hampers to the G20, Heads of States and Leaders representing their countries including A cup beyond compare: Araku Coffee
Araku Coffee is the world’s first terroir-mapped coffee, grown on organic plantations in the Araku Valley of Andhra Pradesh. These coffee beans bear the essence of the valley's rich soil and temperate climate. Pure Arabica with a rare aromatic profile, Araku Coffee is known for its unique texture and a symphony of flavours that makes for a smooth, well-balanced cup.
After a decade of manual and espresso brewing, I decided to level-up my machine and coffee making skills with the additions of new #lineamicra @lamarzocco #coffeelover
Keep Learning ☕️
