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Bio-Inspired Neural Computing: 20 Breakthrough Architectures for RuVector and Cognitum

Recent advances in computational neuroscience and neuromorphic engineering reveal 20 transformative opportunities for implementing brain-inspired algorithms in Rust-based systems. These span practical near-term implementations achieving sub-millisecond latency with 100-1000× energy improvements, to exotic approaches promising exponential capacity scaling. For RuVector’s vector database and Cognitum’s 256-core neural processors, the most impactful advances center on sparse distributed representations, three-factor local learning rules, and event-driven temporal processing—enabling online learning without catastrophic forgetting while maintaining edge-viable power budgets.

Sensing Layer: Input Processing and Feature Extraction

1. Event-Driven Sparse Coding with Dynamic Vision Sensors

Как писать коммиты

Источники

В качестве основы используется Angular Git commit Message Convention - это наиболее авторитетный источник. Все остальные вариации конвенций по коммитам ссылаются на эту.

Также достаточно авторитетным источником является conventionalcommits.org

Ниже находится краткая выжимка того, как я понял эти конвенции.

Шаблон коммита

Guided Tours Implementation Guide for React Applications using Driver.js library

This guide is based on a production implementation by Neta Dror ^___^ - Adapt the patterns to fit your specific needs.

This guide provides a step-by-step approach to implementing interactive walkthroughs/guided tours in React applications using Driver.js. This methodology can be adapted to any React project.

CLAUDE.md

This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.

About Yeetsheet

The name of this project is "Yeetsheet". Yeetsheet is a spreadsheet automation tool. It connects to Google Sheets, Excel, and Airtable. Core functionality: watch spreadsheets for changes, run transformations on cell data, sync data between multiple spreadsheet sources, and send notifications based on conditions. Users create automations through a visual node-based editor rather than code. Common use cases include consolidating data from multiple sheets into one, auto-populating templates when source data changes, and validating data against rules. Has a REST API for programmatic access. Data transformations support filtering, mapping, lookups, and basic aggregations.

Development Commands

PSQL

Magic words:

psql -U postgres

Some interesting flags (to see all, use -h or --help depending on your psql version):

-E: will describe the underlaying queries of the \ commands (cool for learning!)
-l: psql will list all databases and then exit (useful if the user you connect with doesn't has a default database, like at AWS RDS)


	╭─── Claude Code v2.1.12 ──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
	│ │ Tips for getting started │
	│ Welcome back Jonny! │ Run /init to create a CLAUDE.md file with instructions for Claude │
	│ │ │
	│ │ ───────────────────────────────────────────────────────────────── │
	│ ▐▛███▜▌ │ Recent activity

	/* Homebrew sysmodules */
	0000000000534C56 SaltyNX
	00FF0000000002AA BootSoundNX
	00FF0000636C6BF2 nx-reader
	00FF0000636C6BFF sys-clk
	00FF00006D7470FF mtp-server-nx
	00FF0000A53BB665 SysDVR
	00FF0000B378D640 NX-FanControl
	00FF747765616BFF switch-sys-tweak
	0100000000000052 switch-nfp-mitm

	# frozen_string_literal: true

	module Storage
	class RemoteFileRenamer < ApplicationService
	attr_reader :file_blob, :new_name, :file

	# @param file [ActiveStorage::File]
	# @param new_name [String]
	# @param variation [Symbol] Sample: :thumbnail
	def initialize(file, new_name, variation = nil)

	#!/usr/bin/env bash
	set -euo pipefail

	source_dirs=(
	"/Users/someone/code/some-skills"
	"/Users/someone/code/sentry_skills"
	"/Users/someone/code/my-skills"
	)

	codex_dest="$HOME/.codex/skills/public"