dhavaln 🛠☁️

AWS Serverless Hero, AWS SME, Founder/Builder @ AppGambit ☁️ AWS Consulting Partner / Blockchain Enthusiast / Practicing Barista ☕️ 🛠

[dhavaln 🛠☁️ @dhavaln]

Workers launch as claude -p

- Each worker gets its own project dir
- CLAUDE.md in the repo = their operating manual
- Hook scripts block dangerous com (rm -rf, force
push)
- One session per project, subagents for parallelism
within

Read COMM.md, build, tests, commit, report

[dhavaln 🛠☁️ @dhavaln]

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. 🧵

[dhavaln 🛠☁️ @dhavaln]

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

[dhavaln 🛠☁️ @dhavaln]

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

[dhavaln 🛠☁️ @dhavaln]

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.

[dhavaln 🛠☁️ @dhavaln]

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

https://t.co/j5StjnvF2D

[dhavaln 🛠☁️ @dhavaln]

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 🤖

https://t.co/wRgZA2WawB

#surat #aiagent

[dhavaln 🛠☁️ @dhavaln]

Moved all the ongoing agent implementation spec to a common repo now: https://t.co/wRgZA2WawB

My spec flow is pretty simple with: Me ↔ Slack ↔ Claude Code Slack Channel MCP ↔ Claude Code ↔ Github

[dhavaln 🛠☁️ @dhavaln]

@yazins Good one - I built a small prototype using offline models that attends the meeting and also talk in the cloned voice

https://t.co/ozkgMxi0eg

[dhavaln 🛠☁️ @dhavaln]

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

https://t.co/C5roy591dw

[dhavaln 🛠☁️ @dhavaln]

DraftFlow can now convert the post content into "visual card" without leaving the screen

https://t.co/YDfuJn9jCK

[dhavaln 🛠☁️ @dhavaln]

Shower Thought: I’m yet to see a vibe-coded application that uses Kubernetes 😅

[dhavaln 🛠☁️ @dhavaln]

We validate https://t.co/9Bb20VLtl4 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

[dhavaln 🛠☁️ @dhavaln]

@mohaknahta @atlys
worst experience with @atlys, complete scam process
- paid visa fees over a month back, can't process visa, can't refund visa fees. Chat support is completely useless

[dhavaln 🛠☁️ @dhavaln]

Monday motivation 😵‍💫☕️😅

#CoffeeTime

[dhavaln 🛠☁️ @dhavaln]

Saturday morning routine #coffee #lamarzoccohome #arakucoffee

[dhavaln 🛠☁️ @dhavaln]

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

[dhavaln 🛠☁️ @dhavaln]

Not designed for your everyday coffee, but definitely looks cool #awssme #CoffeeTime

[dhavaln 🛠☁️ @dhavaln]

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

[dhavaln 🛠☁️ @dhavaln]

Too much coffee 😅☕️
4 specialty coffee, 9 coffee instruments, 2 grinders, 30 mug collection, 1 #LaMarzocco
#CoffeeLover #CoffeeTalk #coffee #surat