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H1lbert-kt/README.md

Hi, I'm Hilbert Dânrlley

Backend Developer — Python · FastAPI · PostgreSQL · Docker

17 years old · 3rd year of High School · Alagoas, Brazil

I build backend systems for learning and simulations for fun. My rule for every project: tests, a benchmark or an experiment, and an honest README — even when the honest result is "nothing happened".


About me

  • Focused on backend development, software architecture and data security.
  • I like projects that can prove their claims: deterministic runs, published benchmarks, pre-registered experiments with negative results included.
  • Daily driver: opencode — I use it to plan, build and verify every stage of my projects, and I build my own agents for it (see gt-agent).
  • Currently learning Go.

Tech stack

Python FastAPI PostgreSQL Docker Pytest Git Go


Featured projects

Primordia — artificial life on a laptop CPU

Primordia demo

A 2D ecosystem where neural creatures evolve by natural selection — there is no fitness function anywhere. Creatures survive on energy alone; predation, flocking and herding are never programmed, they either emerge from selection or they don't, and the repo publishes both outcomes.

  • Small MLP brains (~450 parameters per creature) plus evolvable body traits.
  • 2000+ creatures at 30+ ticks/s on an i5-8265U — NumPy + Numba, no GPU, no deep-learning framework.
  • Bit-exact determinism (same seed → same world), spatial hash neighborhood, 311 tests covering conservation, reproduction and save/load.
  • Built in 25 documented stages with opencode; every mechanism ships with a pre-registered experiment and multiple seeds.
pip install -e ".[render,dev]"
python run.py --seed 42                 # windowed viewer
python run.py --seed 42 --headless --ticks 5000 --stats s42.npz
pytest -q

Repository · README (EN) · README (PT-BR)


Conway-s — Conway's Game of Life on the GPU

Gosper glider gun running with the HUD Colored lineages after mutation

The classic B3/S23 rule, reimplemented for fun in the hardest way I could think of: the whole simulation inside the GPU.

  • The rule runs in a WebGL2 fragment shader with ping-pong textures (1 texel = 1 cell) — grids up to 4096² = 16.7 million cells.
  • Zero allocations and zero GPU readback in the render loop; plain HTML + JavaScript, no build step, no runtime dependencies.
  • 117 headless checks (Playwright + Chromium): bit-exact GPU↔CPU parity, canonical Gosper gun goldens, determinism across loads.
  • Beyond the classic rule: per-cell genomes, mutation → colored lineages, frequency-dependent selection, ecology flags and a novelty explorer.
python3 -m http.server 8000    # ES modules require HTTP
# open http://localhost:8000/?demo=1&size=128

Repository · README


gt-agent — stage-driven development as GitHub issues

An opencode agent that turns a project roadmap into chained GitHub issues: one issue per stage, linked with native GitHub dependencies, closed only when checked criteria and passing tests and a clean working tree happen together.

  • 13 modes: kickoff, plan, verify, next, skip, reopen, retro, status…
  • It never edits code or commits — planning and building stay separated on purpose, so the gate cannot be gamed.
  • Structural tests run on Node's built-in test runner.

Repository · README


Backend projects

Project Description Stack Live
Barber Shop API Scheduling backend: Argon2/JWT login, conflict-safe bookings, no backdated slots FastAPI · PostgreSQL · Pydantic · Pytest docs
Medsync API Medical clinic management API, built to learn Docker & Docker Compose FastAPI · PostgreSQL · Docker · Pytest docs
Dev Journey Web app to track everyday things FastAPI · PostgreSQL · Docker site

Also here

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