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ImKKingshuk
Copyright © 2026Designed & Developed with by @ImKKingshukAll rights reserved.

Technical Writing & Research

Deep dives into AI and LLM internals, cryptography, reverse engineering, and systems programming.

AI
11 min read
Multi-Million-Token Context LLMs: How Long Context and Large Parameter Models Work
May 24, 2026

A practical explanation of context windows, model parameters, attention, KV cache memory, and why a million-token prompt is useful but not the same as perfect memory.

Highlights
  • • Tokenization and embeddings
  • • Self-attention, KV cache, positional encoding, and context caching
  • • Dense versus mixture-of-experts parameter usage
  • • Long-context limits and retrieval trade-offs
#LLM#Transformers#Long Context#AI Systems
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Systems
5 min read
Rust-Powered Recon: Building a Fast Network Engine
May 23, 2026

Architecting bounded-concurrency TCP connect probes, UDP heuristics, proxy validation workflows, PyO3 packaging, and Textual dashboards with current Rust/Python practices.

Highlights
  • • Built Tokio-based TCP connect scanners
  • • Designed low-overhead socket I/O engines
  • • Implemented fast Rust-Python FFI bindings with PyO3/maturin packaging guidance
  • • Created interactive Python console dashboards with current Textual patterns
#Rust#Python#OSINT#Network Security
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Security
6 min read
LLM Security Shielding: Preventing Tool Injection in Model Context Protocol
May 22, 2026

Explored 2026 defenses against MCP prompt injection, token passthrough, OAuth confusion, SSRF-prone metadata discovery, and unsafe local server execution.

Highlights
  • • Designed 5-layer modular defense pipelines
  • • Implemented graph-based anomaly detection
  • • Separated deterministic sanitization from semantic risk scoring
  • • Added MCP-specific OAuth, token audience, local server, and egress controls instead of relying only on prompt filters
#Agentic AI#LLM Security#Model Context Protocol#GNNs
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Security
6 min read
Dismantling Android Keystore: Reversing Safe Storage & Key Attestation
May 20, 2026

Reverse-engineering Android’s hardware-backed Keystore and KeyMint stack, tracing HAL boundaries, StrongBox behavior, Remote Key Provisioning, and 2026 attestation root rotation requirements.

Highlights
  • • Decompiled vendor Keymaster libraries
  • • Traced binder communication flows
  • • Simulated attestation verification pipelines, including Remote Key Provisioning and the 2026 Android Key Attestation root rotation
  • • Analyzed proprietary encryption wrappers
#Android Security#Cryptography#Reverse Engineering#Keystore
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