Friday, June 12, 2026

KaalNiti

Systems · Time · Power · Failure — consequences over intent

— Aniket Pal —

The Editor in Chief

Aniket Pal

Backend Engineer · Systems Thinker · Builder

I design backend systems and AI pipelines that hold up when things get messy — APIs under load, RAG that retrieves the right thing, agents that don't spiral. Self-taught, project-driven, and more interested in what breaks than what looks good in a demo. Everything here — the builds, the logs, the failures — is the real working record, not a highlight reel.

Aniket Pal
Aniket Pal · Delhi, India · Backend Engineer
Latest Dispatches Flow State Jun 2, 2026 The Architecture of Failure May 28, 2026 All logs →

From the workshop floor

The Builder's Desk

2025 · The Builder's Desk

DevProxy

A high-performance HTTP proxy written in modern C++ — connection pooling, an epoll event loop, and a config language small enough to memorize.

C++17 epoll Sockets CMake

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DevProxy screenshot
[ project screenshot ]

DevProxy is an HTTP/1.1 forward and reverse proxy built from raw sockets up. It runs a single-threaded epoll-based event loop per core, keeps upstream connections alive in a slab-allocated pool, and reloads configuration on SIGHUP without dropping in-flight requests. Structured access logs ship as newline-delimited JSON. Built to understand exactly what nginx does for me — and what it costs.

Further Reading → The Architecture of Failure

2025 · The Builder's Desk

BNS RAG

A biomedical retrieval-augmented generation pipeline that answers clinical questions with citations, not confidence.

Python Ollama ChromaDB FastAPI

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BNS RAG screenshot
[ project screenshot ]

BNS RAG ingests biomedical literature, chunks it with section-aware splitting, embeds passages into ChromaDB, and serves grounded answers through a locally hosted Ollama model. A reranking stage filters retrieved passages before generation, and an evaluation harness scores every answer for citation faithfulness. The reranker cut hallucinated references by roughly 60% in testing.

Further Reading → Flow State

The complete project archive →

Live wires & standing columns

The Dispatch

✦ Cosmos Watch

✦ Cosmos Watch · NASA APOD · 2026-06-12

Venus and Jupiter: Conjunction from Avebury

Venus and Jupiter: Conjunction from Avebury

To see Venus and Jupiter together this month, you won't need binoculars or even a telescope. Just look up after sunset and you'll find them emerging as the sky grows dark near the western horizon. In fact, on June 9 the two brightest planets were in close conjunction, separated on the sky by less than 2 degrees from our perspective. Since (brighter) inner planet Venus orbits the Sun faster than outer planet Jupiter, it catches up with and passes the outer planet along the ecliptic roughly every 13 months. But every three years or so their resulting conjunction can be viewed far enough from the Sun to be easily seen in Earth's twilight skies. On June 9, the two celestial beacon's close "cosmic kiss" was captured here next to the two large standing stones at the cove within a 4,000 year old stone circle at Avebury, UK. Larger than Stonehenge, the Avebury henge and stone circle complex is also recognized as one of the most significant neolithic ceremonial sites on planet Earth.

© Josh Dury

❖ Editor's Pick · Latest Log

THOUGHTS · June 2, 2026

Flow State

We talk about flow as if it were weather — something that arrives, blesses an afternoon, and leaves without explanation. Four hours pass like one, the code pours out, and we credit inspiration.

Continue reading →

✎ From the Newsroom · Currently Building

In progress since May 10, 2026

DevProxy v2

Rebuilding the proxy core around io_uring, with TLS termination and per-route circuit breakers.

C++20 io_uring OpenSSL Docker

§ Index · Tech Stack

C++
Linux
Python
Node.js
PostgreSQL
FastAPI
Docker
GitHub
TypeScript
Astro

The standing type · Hover for the label

▣ The Darkroom · Contact Sheet

Click a frame to develop · 35mm, mostly