Evidence beats narrative.
The site should make a simple promise: Serendeep checks claims by building, reading, measuring, and explaining what he found.
Model-merge forensics and AI essaysAI systems · local-first software · exact technical writing
Build the thing. Explain the thing. Question the thing.
I build small, useful software and write about the parts of AI and programming that get hand-waved too quickly: model evidence, local tools, mobile architecture, time bugs, and the gap between a claim and the thing that proves it.
Portfolio positioning
A personal site as a research instrument, not a business card.
The homepage should make one argument clearly: this is a person who cares about proof, working tools, and writing that does not sand off the interesting parts.
Small projects, coherent taste.
The projects point toward audio tooling, mobile foundations, time correctness, parsers, automation, and local computation.
GitHub repos and READMEsThe blog is the spine.
Twenty RSS-visible posts from May 2025 to July 2026 cover ML, AI policy, local-first apps, Flutter, Linux, and web correctness.
blog.serendeep.tech RSSThe non-code details stay sharp.
Speedcubing and MUN add discipline, debate, and public speaking. They should appear as texture, not as a hobby collage.
WCA profile and Open Minds MUN postFeatured modules
Rows beat card spam.
Each item has a source URL and a concrete reason to exist. No invented impact metrics, no shiny icons, no vague claims about changing the world.
Essay / 2026
The Math Remembers
A piece on model-merge forensics: using algebra and weights to tell whether an AI model is original, merged, fine-tuned, or wrapped.
LLM evidenceTool / 2026cratemind
Downloads and analyzes Spotify playlists locally, then sorts tracks into DJ-ready crates by genre, tempo, BPM, and key.
Audio MLTemplate / 2026Flutter base architecture
A production-ready app foundation: BLoC, flavors, FCM, themes, routing, logging, error handling, and environment config.
Mobile infraApp / 2026Timezone Scheduler
A React and Temporal API scheduling app for creating events in one timezone and viewing them correctly in another.
CorrectnessRust / 2026KeyValues3
A Rust library and CLI for parsing, formatting, manipulating, and converting Valve's KV3 data format to JSON.
SystemsVisual system
Warm black, acid signal, no template smell.
The graphics should feel like instruments, traces, plots, and calibration marks. Not blobs, stock gradients, mascots, emoji, or fake dashboards.
Implementation plan
Next.js, exported statically for Cloudflare Pages.
The first version does not need a server. Next gives clean routing, metadata, React components, and an easy path to MDX or RSS-backed writing pages later.
Home
Hero, positioning spine, featured work, latest writing, and contact.
Writing archive
A future RSS or MDX backed index grouped by ML, local-first, Flutter, Linux, and web correctness.
Projects
GitHub backed project records with short hand-written notes and source links.
model forensicsprobabilistic data structuresaudio MLcoding agentsstate space modelsopen-source AIVLA roboticsTemporal APIoffline appsFlutter architectureArch LinuxspeedcubingMUN
Source-backed content
Keep this section during development. Cut it later if it feels too literal.
Computer science student, technical consultant, programmer, writer, speedcuber, and occasional MUN chair. The work sits somewhere between AI systems, app foundations, local-first tools, and careful technical explanation.
The Prompt & The Ponder: 20 RSS-visible posts from May 2025 to July 2026.GitHub / Serendeep: 32 public repos across Python, Dart, TypeScript, Java, CSS, PowerShell, and notebooks.GitHub / TheCursedApple: KeyValues3 Rust library and CLI.World Cube Association: 13 competitions and 375 completed solves.Open Minds MUN post: UNODC chairperson, Hyderabad MUN circuit since 2015, coding and photography interests.LinkedIn: M.Sc. Computer Science at Philipps-Universität Marburg and technical consultant background.