cd /news/large-language-models/a-startup-says-it-cracked-ai-s-decad… · home › topics › large-language-models › article
[ARTICLE · art-35378] src=pub.towardsai.net ↗ pub= topic=large-language-models verified=true sentiment=↑ positive

A Startup Says It Cracked AI's Decade-Old Math Limit — Its LLM Read 12M Tokens for $8

A Miami startup claims its LLM processed 12 million tokens for $8, a task that would cost about $2,600 on Anthropic's top model, potentially breaking a decade-old limit in AI math.

read1 min views34 publishedJun 21, 2026

A Miami startup says it ran a long-context job that costs about $2,600 on Anthropic’s top model for $8 on its own LLM, read 12 million… Continue reading on Towards AI »

source & further reading
pub.towardsai.net — original article GPT-Live-1 Tool Delegation: Keep Voice Agents Honest During Slow Work Embedded AI Evaluation: The Access Contract Enterprises Need Before They Trust Their Agents AI Agent Memory Promotion Gate: Stop Untrusted Summaries From Becoming Instructions
── more in #large-language-models 4 stories · sorted by recency
── more on @anthropic 3 stories trending now
sponsored brought to you by zahid.host 4,200+ EU-deployed projects
reading about agents? ship yours in a single git push.

Run your AI side-project on zahid.host

EU-based hosting, git-push deploys, automatic HTTPS, no cold starts. Free tier with a custom domain — perfect for shipping the agent you just read about.

$git push zahid main
→ Live at https://your-agent.zahid.host ✓
Get free account → Pricing
from €0/mo · no card required
LIVE [news/a-startup-says-it-cr…] indexed:0 read:1min 2026-06-21 · —