The Growth Arc · 2020 → 2026
Strategic Command Center · Pick your lens — scannable in 30 seconds, deep on click.
Phase 11 Capstone · AI-Native Ecosystem (Feb — May 2026)
Capstone
The 30-Day Master Stroke — Three engineers. $200/mo Claude Max. A native AI-orchestrated swarm.
Scheduling & Payments v2 · Stripe Connect · Tenant Isolation · Booking Snapshots — shipped in 30 days, on top of an institutional codebase the volume took six years to build.
Bundler Win
55 MB prod footprint
Rspack vs Webpack. Replaced the legacy bundler with Rspack — memory footprint dropped from a 300+MB ceiling to a steady 55 MB on the build host. Faster cold starts, no Docker layer ballast, no "why is the runner OOMing" pages.
Docker-less Swarm
PM2 / Caddy / Portless native orchestration
No Docker, no Kubernetes, no overhead. Process manager (PM2) + reverse proxy (Caddy) + portless internal routing. Three services, ten workers, one host — observed end-to-end without a sidecar in sight.
10× QA Loop
QA → Fix same person, same browser
Claude Chrome Testing + a Slack PR Reviewer turned the QA team into co-builders. QAs reproduce a bug, raise a Claude session, ship a PR — the engineer reviews and merges. The bug-to-fix loop went from days to one working session.
Cost & Composition
$200/mo Claude Max · 3 engineers
One subscription, three high-agency engineers. Stripe Connect, tenant isolation, booking snapshots — production-grade, shipped without a war room. This is what a native AI-orchestrated team looks like when the architecture is already RAG-ready.
// references Case Study 13 — Scheduling & Payments v2 → Blueprint §15 — Slack PR Reviewer + Agentic Docs Pipeline → ADR-0017 — AI as Force Multiplier vs Liability →
If the product isn't moving, move it yourself.
Founding Engineer / Staff-level ownership in a seed-stage environment.
Logs over excuses. Snapshots over references. Pre-bootup over post-mortem.
Transactions, triggers, and one-pass algorithms. Frameworks are rented; logic is owned.
A 1.5-hour Christmas SQL call. A 100 kg adrenaline season. A trigger that ended an era of silently lost rows.
The IPO Framework
01 / Input
Define the data.
What enters the system? Schema, source, frequency, failure mode. If you can't name it in one sentence, you haven't earned the function.
02 / Process
Transform the data.
Framework-agnostic. Pure logic where possible. Boring, deterministic, observable. The kind of code the on-call engineer in 2028 will thank you for.
03 / Data Context
Know the rows.
What does a duplicate look like? What does a soft-delete look like? Which fields are nullable in practice vs. only in the schema? This is where senior begins.
04 / Output
Deliver the artifact.
The thing the user holds at the end. If the output isn't traceable to the input through every line of process, the system is not in production yet.
Case Studies
- 01 The 1.5-Hour Christmas SQL Call — Dec 25, 2022 →
- 02 The 175-Lead Bug — silent SMS drop, the Metabase guardrail, ownership over attribution →
- 03 The Ghost Sprint — stealth-pivot 0-to-1 in 2 months, "README was more than enough", gold-standard foundation →
- 04 The 150GB Migration — 30-hour scripts, two crashes, caffeinate & pause/resume, 0% data loss →
- 05 The Zero-Failure Fallback Protocol — Flask → Node migration with a client-side safety net →
- 06 SQL Optimisation: 15 minutes → 75 seconds — CTEs, composite indexes, deadlocks resolved →
- 07 The Zoca Unified Migration — 480+ users, 0 failures, 0 downtime, 0 website-side code changes →
- 08 The $6M Lambda Swarm — Step Functions hierarchy + S3 JSON state, 2 hours → 5 minutes, $6M closed →
- 09 The PSQL Audit Function — generic before/after snapshots, audit-proof for due diligence →
- 10 The Master-Worker Architecture — Redis + NestJS workers + Lambda callbacks, 480-user migration with 0% data loss →
- 11 The Win Agent Testing Suite — invariants over examples, deterministic LLM testing at $3.5M ARR scale →
- 12 The 5-Minute RCA — Infra-Flip CI/CD rescue, Framework Knowledge meeting System Wisdom at the seam →
- 13 Scheduling & Payments v2 — Stripe Connect + Tenant Isolation + Booking Snapshots, shipped in 30 days on $200/mo Claude Max →
Deep Dives
- A Identity & Vibe — the IPO framework, the motto, the contract. →
- B The Logic-First Manifesto — six principles, one operating manual. →
- C The Engineering Odyssey (2020 — 2024) — phases, milestones, the trajectory. →
- D Technical Blueprints — Scheduling v1, the audit trigger, the polling pattern. →
- E Product & Growth Engineering — Lead Masking, Mixpanel + Intersection Observer, the PM-Engineer. →
- F Multi-View Mapping — same engineer, three zoom levels. →
- G The Main Log — the unvarnished archive. Names, dates, weight gain, arguments. →
The Phases · Scan the metric · Open the memoir.
Each phase leads with a bento metric card. Click View Memoir for the long-form biopic.
Phase 4 The Thunderstorm · Jan — May 2024 3 servers + 50–60 Lambdas → 6 services + 10 workers + View Memoir
monolith lambda sprawl ECS / Fargate ▔▔▔▔▔▔▔▔ ▔▔▔▔▔▔▔▔▔▔▔▔▔ ▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔ flask api ──── 50+ lambdas ────► 6 autoscaling svcs 3 servers step funcs 10 workers manual deploy no IaC 10 lambdas (kept)
Mobile-backend Python → Node.js migration. 150GB distributed media pipeline. Scheduling v1 — the Integrity Engine, audit-trigger-backed. The Ghost Sprint: stealth pivot, 0→1 in 2 months, "README was more than enough."
Case 05 — Flask → Node Fallback → · Case 04 — 150GB Migration → · Case 03 — Ghost Sprint →
Phase 6 Funding & Swarm · 2024 2 hours → 5 minutes · $6M closed + View Memoir
CEO request ──► Step Function (orchestrator)
│
├─ S3 state (JSON)
│
├─► Lambda swarm (parallel fan-out)
│ ├ revenue calc
│ ├ market lookup
│ └ opportunity scoring
└─► aggregator → Streamlit dashboard
Lambda Swarm + Step Functions hierarchy with S3 JSON state. The Cynical Architect doctrine: design for the failure mode, not the happy path. Arrow / Shield team dynamic; 11 AM → 2 AM cadence; $6M Series A closed on the back of this swarm.
Case 08 — $6M Lambda Swarm → · Case 07 — 480-user Unified Migration → · ADR-0010 →
Phase 8 Stabilization · Founding Recognition · 2025 Master-Worker · 0% data loss · 480 users + View Memoir
NestJS Master Redis Lambda Worker
▔▔▔▔▔▔▔▔▔▔▔▔ ▔▔▔▔▔ ▔▔▔▔▔▔▔▔▔▔▔▔▔
enqueue job ──────► queue:tasks ───► claim + execute
audit snapshot │
(pre + post) idempotency keys
retry budgets
back-pressure
Master-Worker Redis pattern. PSQL Audit-by-Snapshot extending the Cynical Architect doctrine. LLM Guardrails (ADR-0013) and AI Safety Layer. Title bumped to Founding Member & Lead Architect — the Founding Ownership signal made formal.
Case 10 — Master-Worker → · Case 09 — PSQL Audit Function → · ADR-0012 →
Phase 9 The Golden Bloom · Apr — Nov 2025 $3.5M ARR · 1,500+ customers · 140+ humans + View Memoir
4-Agent rebrand: Local SEO · Win · Loyalty · Social
▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔
Drizzle ORM (compliance) ─► Terraform IaC ─► SOC2 / HIPAA prep
Win Agent: invariant-based deterministic LLM testing
Metabase dashboards · Claude Code as pair
Internal Technical Consultant era. Drizzle ORM migration. Terraform IaC. Invariant-based deterministic LLM testing. The Town Hall successor monologue: "the Noob Coder is dead." Peak headcount, peak ARR, peak doctrine.
Case 11 — Win Agent Testing Suite → · ADR-0014 → · ADR-0015 →
Phase 10 Institutional Resilience · Dec 2025 — Jan 2026 5-min RCA · CI/CD Infra-Flip rescued + View Memoir
framework knowledge system wisdom
▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔▔ ▔▔▔▔▔▔▔▔▔▔▔▔▔▔
consultant playbook ◄──► institutional memory
│ │
└─── meets at the seam ──┘
│
▼
the seam fails → System Wisdom carries the rescue
Two senior consultants meeting the company's actual seams. The 5-Minute RCA on the Infra-Flip CI/CD seam — Framework Knowledge meets System Wisdom and System Wisdom wins. The Founding Logic doctrine codified.
Phase 11 Resignation & Liberty · Feb — May 2026 · Volume Close 30 days · $200/mo Claude Max · 3 engineers + View Memoir
Rspack (55 MB) ──► PM2 + Caddy + portless ──► production
│ │ │
│ │ └── QA → Claude Chrome Testing → PR
│ │
│ └── Slack PR Reviewer (agent) + Agentic Docs Pipeline
│
└── tenant isolation · booking snapshots · Stripe Connect
The 30-day Master Stroke: Scheduling & Payments v2 on $200/mo Claude Max with three engineers. The blackout. "What have you done for the company apart from your job?" Resigned without an offer — integrity, not a career move.
Case 13 — Scheduling & Payments v2 → · ADR-0017 → · ADR-0018 →
Field Notes · The places that built the engineer.
Photographs from the volume. Grayscale by default — hover to surface the colour.
The First Office
Sep 2022 · Two chairs, one router, a stealth pivot waiting to be built. The day "Founding" stopped being a word and started being a job.
The Town Hall
Nov 2025 · 140+ humans, peak headcount. The successor monologue — "the Noob Coder is dead" — delivered the way only an Institutional Guardian can.
Status · Reserved Warrior · Volume Closed · Available Jun 2026
Phase 11 — Resignation & Liberty · The Zoca Volume Closes (May 2026)
"Professional excellence is a byproduct of personal stability. Integrity over Inertia."
The final chapter. Built Scheduling & Payments v2 in 30 days on $200/mo Claude Max with three high-agency engineers. Shipped the Slack PR Reviewer + Agentic Docs Pipeline. Then the blackout. Then the period of recovery the calendar refused to make room for. Then the CEO asked "what have you done for the company apart from your job?" — and the answer was the resignation itself. No offer in hand. Integrity, not a career move.
The doctrines stay. 18 ADRs, 13 case studies, 15 blueprints — portable, ready, RAG-prepared. Work is the byproduct of life, not the other way around.
Status
Founding Member & Institutional Technical Guardian
Reserved Warrior · Sustainable · Pre-decided answers, no panic responses.
Available For
Staff-level · Founding Engineer · Crisis EM
AI-augmented projects + freelance / staff-level consulting. Same engineering rigour, different employment structure. Open to a conversation on terms.
Now: Reach out via the Contact section. The structured executive view stays in Deepesh_Rathod_Resume.pdf.
Contact