Systems engineer & published researcher
I’m Devgna Vyas — I work across agent infrastructure, local-first software, networking, security and open source.
Principle
Proof over posture. Failure modes over diagrams. That’s the working principle — and the reason the numbers below come with a paper attached.
Exhibit 01Selected work
Agent infrastructure, local-first collaboration and practical tools — built to be inspected, used and improved.
No. 01 · Agent memory / intent
Auditable, provenance-gated intent and memory infrastructure for coding agents.
View on GitHub
No. 02 · Engineering governance
Rigor for coding agents: evidence, failure paths, fallbacks and verification.
View on GitHub
No. 03 · Local-first / WebRTC
A private collaborative canvas for people and AI agents.
View on GitHubNo. 04 · Peer to peer
Browser-to-browser file and text transfer.
View on GitHub
No. 05 · Flutter / visual search
A native-feeling semantic image-search client.
View on GitHubNo. 06 · Fabric / Spotify
Minecraft-side music control through a local bridge.
View on GitHub
Exhibit 02Research & open source
Claims are only useful when someone else can reproduce them, challenge them and learn from them.
Published · icSoftComp 2025 · Springer CCIS
Hybrid AI/ML network security on ARM clusters for edge environments.
Signature filtering and quantized neural inference, designed for practical inline detection where compute and power are limited.
Upstream engineering
$ git log --author=vyas
✓ 6 merged changes
ui · storage · shell · a11yContributions inside a mature codebase: drift detection, UI state sync, accessibility, storage controls and shell integration.
View merged workEngineering ethos
“Being weak is nothing to be ashamed of… Staying weak is.”— Fuegoleon Vermillion
Frequencies
Exhibit 03About
I work from first principles: understand the data flow, trust boundaries, control paths and failure modes before choosing the abstraction. AI is an execution multiplier — not a substitute for owning the architecture.
Writing / notes
On ambiguity, people, systems and the gap between what sounds true and what survives scrutiny.
01 / 05
Read the blogThe most selfless people on earth are not saints — they are people who wanted desperately to stop caring and discovered, to their quiet devastation, that they simply could not.
Your alter ego doesn’t fear your success. It fears you noticing how long it has been signing your name on things it built from your wreckage.
Beauty and disgust were never opposites in a human being — they are the same root, grown in two directions, and the ones who pretend otherwise have simply stopped looking closely at themselves.
The middle is not a safe place to stand. It is a place where you feel everything twice — once when it happens, and once when you realize no one around you felt it at all.
A true lover is not someone who gives without limit. They are someone who gives with full knowledge of the cost, receives almost nothing in return, and finds — to their own bewilderment — that they would do it again.
Exhibit 04Elsewhere
Photography, mountains, music and writing give the technical work somewhere human to return to.
Exhibit 05Contact
Systems, open source, research, security or a strange product idea — I’d like to hear about it.