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The New Stack

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News


thenewstack.io > pg-99-conf-2026-inference-costs

Chip Huyen explains how to cut inference costs without new hardware

1+ day, 5+ hour ago   (775+ words) Ahead of her return to P99 CONF on October 21–22, Chip Huyen’s advice on cutting AI inference costs gets a fresh look in the age of agents....


thenewstack.io > cohere-north-translate-sovereignty

“Machine translation is still broken for most of the world's languages”: Cohere builds non-reasoning for a reason

1+ day, 6+ hour ago   (203+ words) Cohere's North Small Translate beats DeepL and Google Translate on WMT26 across 50 languages — but commercial use requires a Model Vault license....


thenewstack.io > ai-agent-trace-debugging

It passed CI. It passed your evals. The customer still got the wrong answer.

1+ day, 6+ hour ago   (771+ words) Your AI agent returned a 200, passed its faithfulness check, and still answered the wrong question. The evidence that explains why lives in the trace....


thenewstack.io > spec-driven-sdlc-gates

The AI-native SDLC won't be one process

2+ day, 6+ hour ago   (92+ words) Anthropic says code is no longer the bottleneck. It's right -- but the process that catches your agent's mistakes can't be one size for every change....


thenewstack.io > aws-pizza-bot-agent-inbox

AWS open-sources Pizza Bot: email-style inbox for background AI agents

3+ day, 21+ hour ago   (280+ words) Two thousand people inside Amazon used early versions - before Pizza Bot was rebuilt as a standalone community project....


thenewstack.io > salesforce-enterprise-ai-harness

"Six tools, one harness": Salesforce loops together a six-pack of favorites

4+ day, 30+ min ago   (78+ words) Salesforce unveils its Enterprise AI Harness, unifying six platform tools to fix data and workflow gaps between siloed AI agents. (129 chars)...


thenewstack.io > shopify-native-ai-agents

Shopify spent years on React Native — then rebuilt everything in 12 weeks

4+ day, 47+ min ago   (129+ words) Shopify is ditching React Native for native mobile apps, using AI agents to rebuild its Shop app in 12 weeks and rethink how codebases are built for agents....


thenewstack.io > gpt-images-2-5-sunburst-flare

GPT Images 2.5 promises edits that leave the rest of your image alone

4+ day, 47+ min ago   (276+ words) OpenAI’s new Flare and Sunburst models prioritize speed and precision, respectively, but their real-world latency and per-job cost differences remain unclear....


thenewstack.io > red-hat-ai-multitenancy

Red Hat AI 3.5 tackles the GPU queue that can stall AI pilots

4+ day, 3+ hour ago   (508+ words) Red Hat AI 3.5 brings priority-aware GPU scheduling and tenant isolation to shared infrastructure, plus pre-deployment safety evals via EvalHub....


thenewstack.io > claude-fable-benchmark-budget

Fable 5.1 vs. Fable 5: Results on a real-world budget, not the spec sheet

4+ day, 6+ hour ago   (497+ words) Claude Fable 5.1 more than doubled its predecessor’s benchmark score. On a modest budget, it passed one of five tasks -- but its failures cost less....