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WHYWHATRESEARCHCONNECT
SURVEILLANCE RADAR
PROPULSION ROTOR
The thinking layer

Research

SURVEILLANCE RADAR
PROPULSION ROTOR

Published Work

01 / 2025CYBER SYSTEMS

Counter-Swarm Cyber Operations

Research on autonomous offensive and defensive agent architectures, attack taxonomies, and the changing cyber conflict surface.

SSRN Preprint
SSRN
02 / 2025POLICY AND ECONOMICS

Digital Content Entrepreneurship Protection Act

A policy framework for creator-led businesses, platform dependency, regulatory gaps, and structural remedies.

SSRN Preprint
SSRN

Active Research Tracks

Questions under active work
PaniniACTIVE R&D

Constrained Sequence Generation

How can generative systems produce useful language while still respecting a formal structure, schema, or grammar when the domain requires it?

DesiBrewACTIVE R&D

Multilingual Feed Personalization

Recommendation and retrieval for mixed-script, code-switched communities where standard language assumptions miss how people actually communicate.

Open PocketINTEGRATING

Sub-Billion Parameter On-Device Inference

How much useful agent behavior can run locally on consumer hardware when model size, latency, privacy, and battery are treated as first-class constraints?

IsospectraACTIVE R&D

Unified Multi-Physics Simulation Substrate

Can several physical regimes be represented inside one modeling substrate so cross-regime behavior is easier to reason about and evaluate?

Physical AIACTIVE R&D

State-Space Architectures for Physical Environments

Which sequence and state-space architectures are better suited to continuous environments, physical signals, and systems that change over time?

PentheraACTIVE R&D

Passive Attack-Surface Coverage Without Active Enumeration

How can external exposure be mapped with passive signals and source-backed inference before a team needs intrusive scanning or raw alert volume?

Edge ReconPROTOTYPING

Hardware-Software Co-Design for Edge Intelligence

How should board choice, sensors, firmware, enclosure, inference workload, and data path be designed together for practical edge intelligence?

Open Intelligence Platform

OJO

OJO is the separate open intelligence publication maintained at news.ojobit.com. It tracks AI, cyber, defense, enterprise PsyOps, narrative systems, and frontier technology signals while the main Ojobit site stays focused on studio work, partnerships, and enquiries.

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