the ink saga · ep. 01
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Ink-and-wash painting of Hridesh mid-experiment at his workbench — a half-disassembled machine open on the desk, screwdriver and multimeter probes in hand, soldering iron smoking, screws scattered, field journal open with a red seal, chai steaming
plate 01 — the researcher at his bench

systems researcher · backend architect

Hridesh Sharma

ep. 01

ep. 01 — "the architect"

I take systems apart to see where the intelligence lives.

Hridesh · companion

Read Chapter Ⅰ — The Embermy story as a manga film you scroll · 3 min

fig. 01 — the cold open · scroll to begin the episode

Break. Build. Learn.

fig. 02 — the person holding the pencil

Systems researcher and backend architect from Jaipur, India. I design distributed systems built for autonomous intelligence — AI/ML infrastructure, cloud-native architecture, and agentic workflows — and I research how far intelligence can be squeezed into small machines: edge devices, small CPUs, frugal agents.

I learn with my hands: take the thing apart, push it until it breaks, then rebuild it better than it was. The journal is where the wreckage turns into design.

By day I lead infrastructure at SkillBrew; the rest of the time I chase a question: how small can a thinking machine be? The answers so far: a talking agent with two minds, resume models that run on tiny CPUs, and a simulator to test ideas against physics itself.

Jaipur, Rajasthan, India

based in jaipur, india · bench hours overlap EU & US mornings

z z

chai, always

story games

quiet places

The arcs

fig. 03 — a career in three episodes

ARC I

Origin

2021 — 2023

First systems, first pagers. Learning that software is a thing that runs, breaks, and answers at 3am.

  • Software EngineerConsultAdd Inc 2021

    Python SDKs, AWS Lambda, DynamoDB — optimized client-side solutions.

  • Software EngineerRAKSUL · JoSys 2022

    Cloud B2B product for IT management on AWS Lambda and S3.

  • Back End DeveloperBank of America 2023

    Backend systems evaluating and reporting large-scale credit-card transaction data.

  • Python EngineerLoblaw Companies 2023

    Backend features and real-time frontend UX for the Discounts & Offers application.

ARC II

Distributed

2023 — 2025

Pipelines, clouds, scale. The systems get bigger; the question becomes how they hold together.

  • Software EngineerIntegriChain 2023 — 2025

    Full-stack engineering for critical business applications and cloud file-scanning pipelines.

  • Software EngineerBrudite 2023 — present

    Client projects across e-commerce, finance, and health with Terraform and AWS.

  • Open Source DeveloperPyPI ecosystem 2024 — 2025

    Contributions to the Python packaging ecosystem and agentic tooling.

ARC III

Intelligence

2024 — now

The systems begin to think. Infrastructure for AI workloads — and research into how small a mind can run.

  • Technical LeadSkillBrew.AI Feb 2024 — present

    Infrastructure and system architecture for AI workloads and agentic workflows; multi-cloud (AWS/Azure).

  • ResearcherIndependent 2025 — now

    LLM memory optimisation for edge devices; frugal, fully-autonomous agents with better context management.

Quest log

fig. 04 — projects, stamped by state
main quest

AssistClaw

A light-footed crab machine that carries no shell it doesn't need — an assistant that refuses to be heavy.

AS BUILT

RAM-efficient alternative to OpenClaw. Go + C, custom memory discipline, built for speed on small machines.

Go / Copen ↗
achievement

Realtime Talking Agent

Two minds sharing one mouth — a fast one that speaks while a deep one thinks. Nobody waits.

AS BUILT

Dual-model architecture for a realtime conversational agent: a fast model streams speech while a stronger model reasons — implemented and shipped successfully.

dual-model · streaming
achievement

Resume Intelligence

A scale that weighs depth, not keywords — and runs on a machine that fits in one hand.

AS BUILT

Own-trained models for resume depth classification and resume ranking, engineered to run over small CPUs — no GPU farm required. Powers SkillBrew's skill-first assessment.

PyTorch · CPU-scale
researching

The Simulator

A bench where anyone can test an idea against the laws of physics before the universe does.

AS BUILT

Open-source simulator in progress: test scientific ideas against physical law — accessible tooling for hypothesis-scale experiments.

open source · in progress
researching

vl-jepa

An eye that guesses what happens next instead of describing what already did.

AS BUILT

Vision-language system for real-time video understanding via embedding-space semantic prediction — no generation loop, targeting edge devices.

Python · JEPA
side quest

PolyForm

The editor unrolled into an endless sheet of paper.

AS BUILT

VS Code extension turning the editor into an infinite canvas for code visualization.

TypeScript
side quest

LangGraph Extension

A lantern held over a maze of agents, so you can watch them find their way.

AS BUILT

VS Code visualizer for multi-agent LangGraph projects — published to the Marketplace.

TypeScript
shipped

OpsIntel

A machine that lives inside your walls and keeps your operations honest.

AS BUILT

On-prem DevSecOps and ops-automation product — AI systems on your hardware, on your terms.

productopen ↗
shipped

Cutaway

An engineering journal — systems drawn in section view, so the insides show.

AS BUILT

Engineering journal publishing dissections of real systems and research notes.

productopen ↗

main quests are load-bearing · side quests keep the hands honest · shipped = products in the wild

Skill constellation

fig. 05 — 233 stars · one per 137.5°
  • systems

    Rust · Go · Kubernetes · Docker · Terraform · AWS

  • intelligence

    Agentic AI · PyTorch · MLOps · edge inference

  • backend

    Python · TypeScript · Node · Django · FastAPI · PostgreSQL · Airflow · Java

The other save file

fig. 06 — the night pages · same player, after sunset

Journals turn over at night. These pages hold the rest of me: quiet films with small gods in them, ink-heavy sagas, and story games about climbing, swinging, and sailing toward something greater. The margins are where I actually live.

the forest keeps small gods
rest here — progress saved
the wind knows the way
some tombs want to be found
the city, held by threads
sic parvis magna

slot 01 · the whole arc

chapters I–III · playtime: 5 yrs

slot 02 · the research file

edge minds · frugal agents · ACTIVE

slot 03 · the night pages

you are here

Save & sync

fig. 07 — the visit, stamped and kept
journal of hridesh sharma · hrideshsharma.com

SAVE FILE — EP. 01

chapter reached
I · cold open
playtime
00:00
achievements
0 / 9 stamped
end credits

drawn from code · no trackers · reduced-motion honored · © 2026 hridesh sharma