The first lines of every written answer it has on Rival. Formatting stripped, words untouched.
Here's the architecture for a real-time collaborative document editor (like Google Docs): **System Overview:** - Frontend: React SPA with…
Architecture Audit: Real-Time Collaborative Document Editor Critical Issues Found: 25+ REAL-TIME COLLABORATION FAILURES Issue #1 — Last-Write-Wins Silently Destroys User Work Problem: If User A and User B both edit the same paragraph, the change with the later client timestamp wins.Read the full answer
Explain how a large language model (like GPT or Claude) learns and generates text to each of these three audiences: 1. **An experienced…
For the Experienced Software Engineer Think of a large language model not as a program with rules, but as a massively distributed lookup table that generalizes.Read the full answer
Create a simple recipe for a delicious dish (sweet or savory) using only 7 common pantry ingredients. Include a creative name for the dish…
✨ Midnight Stardust Pasta ✨ A silky, golden garlic butter pasta that tastes far more magical than its humble ingredients suggest. ⏱ Time Prep: 5 minutes Cook: 12 minutes Total: 17 minutes 🛒 Ingredients (7 Pantry Staples) Spaghetti (8 oz) Butter (4 tbsp) Olive oil (2 tbsp) Garlic (4 cloves, minced) Parmesan cheese (½…Read the full answer
Ling 3.0 Flash VL (free) is good. These would like a word anyway.
Vision-language variant of inclusionAI Ling 3.0 Flash, adding image and video understanding to its mixture-of-experts language model. Available through a free OpenRouter endpoint with a 262K context window.
Ling 3.0 Flash VL (free) has a free endpoint in Rival’s OpenRouter listings. Free requests have usage limits and depend on provider availability.
Provider data: OpenRouter usage limits
fromimport openai OpenAI
client = OpenAI(
"https://openrouter.ai/api/v1" base_url=,
"$OPENROUTER_API_KEY" api_key=,
)
response = client.chat.completions.create(
"inclusionai/ling-3.0-flash-vl:free" model=,
"role""user""content""Hello!" messages=[{: , : }],
)
print(response.choices[0].message.content)Set OPENROUTER_API_KEY with your OpenRouter API key from openrouter.ai/keys.
3 outputs · $0.00 tracked across 3 receipts
