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Deva

Simplifying AI for everyone. Stay up to date with relevant models, frameworks, and more.

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Issues25Founded5 months agoLast Issue9 days ago
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Latest Issues

How to Use Jev in 2026

Most agent loops spend tokens explaining themselves before they do anything. The model reads a ticket, writes three paragraphs justifying a decision, emits it as JSON, and then a parser tries to recover the one value the application actuall...

9 days ago
2

Routing Through Free-Tier LLM Providers Without Hitting a Wall

Understanding Free-Tier Rate Limits Across Providers

Engineers today rely on free-tier LLM endpoints to prototype quickly and keep costs low. Those tiers impose strict per‑minute or per‑hour quotas that can halt a pipeline when a single...

16 days ago
5

Claude Sonnet 5.5 vs Opus 5.5: Cheaper Per Token, Same Per Task

Many teams look at the headline price per token when choosing between Claude Sonnet 5.5 and Opus 5.5, assuming the cheaper model will always reduce the bill. This view ignores how token consumption changes with model behavior. The real cost...

19 days ago
4

DeepSeek V4 Flash 0731: Loop Economics and the Price Cascade

The most underrated model release of 2026 is not the smartest model of 2026. It is the model that made the smart tier nearly free to operate: DeepSeek V4 Flash 0731.

Here is the whole price card. DeepSeek's first-party API charges $0.14 pe...

21 days ago
9

Claude Opus 5.5 Cooked While the Frontier Kept Shipping

Claude Opus 5.5 is the kind of release that makes the frontier-pacing conversation feel like a distraction from what the market is actually doing. Anthropic’s latest Opus is ranked first in an independent intelligence index, costs less per...

23 days ago
5

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