Encapsulate · Blog
Deep dives
What we learn, written down.
Launches, upgrades, and the things that break — notes from running nodes on new chains.
Written by operators
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A validator seat earned by contributing code, not by buying stake. We joined at testnet.
S MaheswaranGNOT
A firmware bug cut seed entropy and $89m walked out. What it should teach the rest of us.
S Maheswaran
Bitcoin's keys are not broken yet. Here is the research, the timeline and the honest risk.
S Maheswaran
Real-world assets need rails that scale and comply. Pharos is building them; we validate.
S Maheswaran
Fast finality and shared settlement, so chains stop being islands. We run a node on it.
S MaheswaranESP
Circle is turning settlement into software. What Arc actually does, and why it matters.
S Maheswaran
AI agents need contracts that can judge, not just execute. Inside the Bradbury testnet.
S Maheswaran
Every wrapped BTC is someone's promise. We look at who holds the keys, and what breaks.
S Maheswaran
Stop writing transactions; state the outcome. Anoma, SUAVE and Essential, compared.
S Maheswaran
Crypto proved it can move value. Moving money is a different job — here is who is building it.
S Maheswaran
One language, three chains, very different bets. Sui, IOTA and Aptos on Move, explained.
S Maheswaran
Web2 speed on Ethereum's security, through mini-blocks and a realtime API. How it holds up.
S Maheswaran
Privacy you can program, on Ethereum. What Noir and a three-layer network make possible.
S Maheswaran
Parallel execution without leaving the EVM. What Monad changes for builders and for nodes.
S MaheswaranMON
Institutions want privacy and tokenisation at once. Canton's answer, and what we run on it.
S Maheswaran
Chain abstraction, intents and user-owned AI. Where NEAR is actually heading in 2025.
S MaheswaranNEAR
Contracts that can weigh a subjective claim. GenLayer as the internet's small-claims court.
Aditya Verma
A million transactions a second — and what has to be true for that number to matter.
Aditya Verma
Firedancer, institutional flows and record throughput. Solana's 2025, read by operators.
Aditya Verma
The public internet is Solana's bottleneck. What IBRL means, and how DoubleZero routes past it.
Aditya Verma
MonadBFT, RaptorCast and parallel execution: the ideas behind Monad's throughput.
Aditya VermaMON
One client, Firedancer, tuned for trading-floor latency. Fogo's bet, examined.
Aditya Verma
X-shards, proof of stake and smart accounts. What Zilliqa 2.0 changes from a validator's seat.
Aditya VermaZIL
Encrypted messaging that no platform owns. What XMTP is, and why wallets are adopting it.
Aditya Verma
IOTA moves from UTXO to objects and adds staking. What Rebased changes for validators.
Aditya VermaIOTA
Shared security without giving up control. How Symbiotic pools stake across protocols.
Abhishek Kumar
IP as code: licensing, royalties and provenance on-chain. What Story gives creators.
Doyel Mishra
Proof-of-Liquidity pays the pools that keep markets deep. How Berachain's economics work.
Aditya Verma
Run an Aleo node as prover, client or validator — hardware, ports, and monitoring that works.
Aditya Verma
Zero-knowledge proofs beyond fixed circuits. How Aleo runs private computation.
Aditya Verma
Proving is expensive. Delegating it without giving away the secret, and what that costs.
Aditya Verma
We mapped every Aptos validator by ISP and country. The answer is uncomfortable.
Aditya Verma
Accounts waste work and leak state. Aleo's record model, and what it buys you.
Aditya Verma
Zero-knowledge proofs first, then zk-SNARKs — explained without the maths degree.
Aditya Verma
Our bot posts chain proposals to Discord as they land. What we fixed: auto-publish and spam.
Aditya Verma
ZEXE is how Aleo gets private, expressive computation. Commitments and proofs, unpacked.
Aditya Verma
What a testnet's logs say about its health. Our analysis, with the code to repeat it.
Aditya Verma
Validators were missing blocks in phase 4.5. We pulled the data and found the culprit.
Aditya VermaBLD