Technology
Which Model Goes Where in a Loop?
Running every loop role on a frontier model is expensive and unnecessary. Here's what the research says about tiering models per role, and what's still missing.
Nicolás Torres
Fullstack Engineer // Robotics 🔩 // Drones 🚀 I ❤ building stuff
Featured series
Loop Engineering
Part 1 of 7
Loop Engineering: The End of Prompting
How the shift from writing prompts to designing systems is redefining how we work with AI coding agents
Latest posts
View all →Technology
Death by a Thousand Cuts
We rarely fail at work from one big blow. We fail from a hundred small permissions we grant until the environment is the problem and we're too tired to fix it.
Technology
The Hard Realities of Loop Engineering
Failure modes, token economics, and Souso-specific guardrails: what nobody tells you about unattended AI coding loops
Projects
Drift
One word at a time. Sleep science from SFU.
Souso
Your sous chef — weekly meal plans and a ready-to-order grocery basket.
BedtimeFable
Calming sleep stories for adults — narration and gentle music.
SocialRobot
Create, schedule, and grow across every social platform.
Clash of Apps
Analyze Play Store reviews — sentiment and competitors.
Maid of Honor Speech
AI speech generator — a personalized maid of honor toast.
How to Be Best Man
Step-by-step help writing the perfect best man speech.
Funeral Speech
Find the right words — heartfelt funeral speeches.
Open source
Blitz Guard
Centralized permission-based authorization for Blitz.js
Recent contributions
View profile →RonanCodes/smart-cart
Opened PR · 📝 docs: L1 Daily Triage loop scaffold (Loop Engineering series)
AI grocery agent — learns how your household eats, plans the week, and places your real Albert Heijn / Jumbo order. Built at Megathon Amsterdam by team Day42.
TypeScriptBackbase/backbase-openapi-tools
Merged PR · fix(marina): serialize Java 8 date/time in api.js Handlebars json helper
Backbase Open Api Tools (boat) helps manage large OpenAPI projects
Mustache★ 50AxiomaAbsurdo/ov-oi
Merged PR · refactor: update README structure and content for clarity and organiz…
An async, production-ready bridge that lets OpenWebUI talk to OpenViking
Python★ 4onyx-dot-app/onyx
Opened PR · feat: Add Langfuse tracing integration with trace ID persistence and scoring
Open Source AI Platform - AI Chat with advanced features that works with every LLM
Python★ 30,590mcampa/trpc-to-openapi
Merged PR · Allows passing complex examples to objects
OpenAPI support for tRPC 🧩
TypeScript★ 287railwayapp/nixpacks
Merged PR · Adds nx 20 support
App source + Nix packages + Docker = Image
Rust★ 3,532confident-ai/deepeval
Merged PR · Synthetic generation failing when context = 1
The LLM Evaluation Framework
Python★ 16,510
