2026 Tech Roadmap: AI in Space, Crypto Infrastructure, RF SATCOM, and Radiation Validation
This post captures my current engineering thesis across AI systems, space infrastructure, blockchain, and RF validation.
future of blockchain
View All TagsThis post captures my current engineering thesis across AI systems, space infrastructure, blockchain, and RF validation.
General-purpose LLMs are powerful, but when it comes to deep analysis in specialized domains, they have two hard limitations: knowledge that lags behind the cutting edge, and factual dilution for niche fields. Take the Polkadot ecosystem as an example — key 2024–2026 developments like Agile Coretime, RegionX, and JAM are either unanswerable by general models, or return outdated information.
The solution is not a bigger model — it's giving the model a structured, trustworthy external knowledge base, then wrapping it with a persona and task prompt. That's the motivation behind my myGPTs.
I first encountered Plurality while browsing documentation about Project Liberty's efforts to expand DSNP (Decentralized Social Networking Protocol) across platforms like TikTok, Bluesky, and Frequency — and I noticed that former Minister Audrey Tang was also involved.
I first came across Plurality because I saw Project Liberty actively advocating for breaking the traditional single decision-making model — encouraging people to approach issues from multiple angles and form governance structures that are more inclusive and adaptive. This plural perspective allows participants to explore multiple possibilities in different contexts, rather than being forced down a fixed, predetermined path. For more details, see the book Audrey Tang co-authored: Plurality GitHub Repository
The term "Web3" was coined by Dr. Gavin Wood to refer to "a decentralized online ecosystem based on blockchain." By leveraging blockchain's inherent transparency, Polkadot implements OpenGov — on-chain governance — which interestingly shares notable similarities with the ideas in Plurality.
Polkadot is a blockchain platform committed to cross-chain interoperability. Its core philosophy includes:
OpenGov (Open Government) focuses on transparency, participation, and collaboration between governments and citizens. Its key characteristics are:
Although both Polkadot and OpenGov aim to break traditional centralized governance models, they differ in emphasis and implementation:
Technology-driven vs. institutional reform
Governance models
Application domains
Plurality offers us a framework for plural co-governance, allowing technology and democracy to advance side by side. Whether it is Polkadot's technical innovation or OpenGov's institutional reform, both are pushing society toward a more transparent, inclusive, and decentralized future.
Polkadot JAM (Join-Accumulate Machine) is a proposed upgrade to the Polkadot network designed to replace the current Relay Chain, making its design more modular and minimalist. It combines Ethereum-style smart contract functionality with Polkadot's scalability, creating a more flexible development environment.
JAM's computation model is based on the "Join-Accumulate" mechanism, where "Join" and "Accumulate" functions execute on-chain, while "Collect" and "Refine" processes complete off-chain. This design reduces on-chain computation overhead and improves efficiency. According to the Polkadot Wiki, JAM will be a domain-specific chain focused on processing rollups and providing strong security guarantees.
Additionally, JAM supports asynchronous interaction — unlike the synchronous interactions typical of many smart contract platforms. Messages and token transfers are sent and received within the same 6-second execution epoch, but there is no immediate return path, leaving room for future performance optimizations such as allocating additional gas.
JAM's performance targets are ambitious. According to published analyses, JAM plans to use 350 JAM cores, each with a 6-second execution window and 5 MB input, yielding a combined throughput of 850 MB/s — theoretically supporting over 3.4 million TPS (transactions per second). By comparison:
To achieve this, JAM will use a RISC-V processor architecture, replacing the current WebAssembly-based framework. RISC-V is an open and widely adopted processor architecture already in use by companies such as Google, Nvidia, and Alibaba. This choice aims to improve computational efficiency and support multi-core parallel processing.
Test infrastructure includes:
JAM's economic model centers on the DOT token. Developers purchase "coretime" to run computations, similar to purchasing gas on Ethereum.
JAM will also introduce Agile Coretime, a more economically flexible model that allows users to purchase coretime in bulk on a monthly basis and split or resell it on secondary markets. This improves market efficiency for compute resources, and all transactions use DOT tokens.
On the governance side, JAM retains Polkadot's decentralized leadership model — upgrades require approval through DOT holder voting. On May 28, 2024, the JAM upgrade passed with near-unanimous approval, supported by over 31 million DOT, signaling strong community endorsement of this transformation.
JAM is currently under active development and is expected to require approximately 2 years before it is fully ready for deployment. The upgrade is planned as a single deployment rather than a phased rollout, to avoid the complexity of frequent incremental updates. Importantly, the functionality of existing parachains will not be affected, and DOT holders and traders will not experience disruption from the upgrade.
To accelerate development, the Web3 Foundation has set aside a 10 million DOT "JAM Implementer's Prize" to encourage the creation of multiple client implementations, enhancing network resilience. The establishment of this prize pool reflects the community's confidence in JAM's potential.
For developers, JAM offers significantly greater flexibility. They no longer need to compete in auctions for parachain slots; instead, deploying a service only requires specifying three entry functions: "Refine", "Accumulate", and "onTransfer". This simplifies the development workflow and makes Polkadot easier to support for a wide range of applications including smart contracts, ZK-rollups, and UTXO models.
JAM's security mechanism includes SAFROLE (SNARK-based block production), a zero-knowledge proof-based block production method that improves security and reduces the need for frequent updates.
At the same time, JAM's multi-core processing capability enhances Polkadot's computational power, enabling developers to deploy applications at lower cost.
Compared to platforms like Ethereum and Solana, JAM's high throughput and multi-core compute capabilities give it a significant performance advantage. In particular, its 850 MB/s data availability target is 42× higher than the current Polkadot (prior to introducing Asynchronous Backing). This performance improvement positions Polkadot more favorably in the blockchain scalability race.
Polkadot JAM is an ambitious upgrade proposed by Gavin Wood, aimed at transforming Polkadot into a more flexible, efficient, and scalable blockchain platform. By combining Ethereum's smart contract capabilities with Polkadot's multi-chain architecture, JAM gives developers broader room for innovation while maintaining network security and decentralization.
Although full realization will take several more years, its potential has been widely recognized by the community and approved through a governance vote.
Polkadot is a blockchain platform designed to enable a multi-chain future. Rather than concentrating all Web3 use cases on a single chain, it envisions different chains (general-purpose or application-specific) working together, enabling Web3 to scale for everyday applications.
Advantages of GRANDPA:
Polkadot is committed to revolutionizing how Web3 is built, through its unique multi-chain architecture, interoperability, scalability, and flexibility. The upcoming JAM upgrade and Polkadot 2.0 will further enhance its capabilities, making it a highly promising platform in the blockchain technology landscape.