v1.deepesh-engg.in / leader

// SYSTEM ARCHITECTURE: A CAREER

SCOPE      :  IC → TL → ARCHITECT → CRISIS EM → INSTITUTIONAL GUARDIAN
DOMAINS    :  AI/LLM infra · cloud & DevOps · audit & compliance · funding-bagger prototype · scheduling & payments
INCIDENTS  :  3 P0s led · 1 multi-week outage closed · 0 repeat RCAs
ARTIFACTS  :  17 ADRs · 13 case studies · 7 long-form

15min query → 75s · 2hr batch → 5min · 30hr migration → 0 data loss · receipts below.

Shape Of Practice · 2020 → 2026

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architecture
leadership
incidents
mentorship
strategy

The ADR Index · 13 Doctrinal Decisions

Three System-Design Receipts

01 · funding-bagger prototype

The $6M Lambda Swarm — Step Functions Hierarchy + S3 JSON State

    ┌─ Master Step Function
    │   pulls work · fans out · monitors
    │
    ├──→ Worker SFN  ──→ Lambda × N
    ├──→ Worker SFN  ──→ Lambda × N
    └──→ Worker SFN  ──→ Lambda × N
              │
              └─ S3 JSON state (recovery primitive · resume-from-anywhere)

August 2024. Streamlit Revenue Opportunity engine on a 3-hour feedback loop with a US-based CEO and $6M on the line. Hierarchical Step Functions over flat fan-out; S3 JSON as the cheapest possible state store; first meaningful Claude collaboration on architecture. 2hr batch → 5min. The round closed.

read the case study →

02 · LLM/AI infra

Win Agent Testing — Invariants Over Examples

prompt ─┬─→ LLM ─┬─→ invariant validator  ──→ pass / fail
        │        │   (structural rules,
        │        │    not example match)
        │        └─→ drift sentinel       ──→ perimeter alert
        │
        └─→ replay cache (record/replay for regressions)

2025. The Win Agent shipping at $3.5M ARR scale, with "change the prompt and pray" as the inherited test discipline. Replaced it with invariant-based validators + drift sentinels + replay cache. Same Cynical Architect doctrine, applied to the LLM layer. ADR-0013 + ADR-0015.

read the case study →

03 · System Wisdom vs Framework Knowledge

The 5-Minute RCA — Infra-Flip Rescue

Terraform consolidation  ──→  clean diff · state-files committed
                              │
                              ▼
                      CI/CD pipelines stall · 1hr+ war room
                              │
                  ──── the seam ──── legacy env × new NestJS/NX
                              │
                  5 minutes:  pattern-match · fix · pipeline up

Late 2025. The Infra-Flip shipped clean — the framework view said the system should run; the system did not run. The fix lived at the seam between the legacy environment and the new conventions. ADR-0016 named the doctrine the moment taught.

read the case study →

// This site IS the artifact

One index.html. One stylesheet. One ~120-line vanilla-JS markdown parser. Zero build step. Zero node_modules. Zero dependencies.

18 ADRs at /adr explain every structural decision. ADR-0001 is the meta-decision; the rest follow.

The medium is part of the message. If a hand-rolled monospace site reads as a trust signal, this audience reads me right.

Six-year volume closed May 2026 on the company's own architectural floor — Scheduling & Payments v2 shipped 30 days before exit. The exit itself was an act of integrity, not a career move; the doctrines stay, the work compounds. Phase 11 →

Available Jun 2026. Open to Staff Engineer, Tech Lead, Engineering Manager, or Founding Engineer roles where the work crosses system seams.

The Audition Is The ADR