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GitHub #AICoding #Benchmarks #DeveloperTools

GitHub launches ReviewBench for evaluating AI code review

GitHub released ReviewBench, an open benchmark using representative pull requests, combined reference findings and a consistent evaluation rubric. It aims to compare what AI reviewers catch and miss while measuring the tradeoff between useful findings and noise.

Read at GitHub
TikTok #AgenticCommerce #TikTok #AIProducts

TikTok introduces an AI shopping assistant and direct checkout

TikTok announced Shopping Assistant for conversational product guidance and Buy Direct for purchases without leaving the app. The offerings connect product discovery, shopping questions and checkout within TikTok, with commerce and payment partners supporting the rollout.

Read at TikTok
Google #GenerativeAI #Advertising #Translation

Google documents AI campaign localization beta for Search ads

Google documented a beta tool that creates localized copies of Search campaigns using generative AI for assets, targeting and optional landing-page translation. Advertisers can review translated assets before publishing, reducing manual localization work while preserving the original campaign.

Read at Google
Cisco #AISafety #Evaluation #MachineLearning

Cisco compares decision models with specialized safety classifiers

Cisco published a comparison of Jev and Laya decision models with a classifier trained for its content-safety taxonomy. Its results favored specialized training at strict false-positive thresholds, while calling for stronger held-out testing before drawing deployment conclusions.

Read at Cisco
Cohere #EnterpriseAI #Partnerships #SovereignAI

Cohere and PwC form an enterprise AI deployment alliance

Cohere and PwC announced a global alliance launching first in Canada, combining Cohere models and North with PwC implementation and governance expertise. The partnership targets moving enterprise AI pilots into production while retaining control of sensitive data and infrastructure.

Read at Cohere
Cisco #CloudComputing #EnterpriseAI #Automation

Cisco outlines RunOn AI assistance for managing multiple clouds

Cisco described how its internal RunOn platform connects cloud spending, ownership and operational findings with AI queries and supported cloud actions. Integration with Cisco’s MyAgent remains planned, illustrating how organizational context can guide cloud operations.

Read at Cisco

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  1. 1 Foundations Edge & Caching Why far servers feel fast, where edge rendering backfires, and how one cache expiry can take down an AI app. 2 episodes · 2 coming 0 of 2 done
  2. 2 Core Decision Models When a typed decision beats generated text, and how to route between a decision model and an LLM. 3 episodes · 1 coming 0 of 3 done
  3. 3 Advanced Agents in Production Context, memory, cost guardrails and the workspace an autonomous coding agent needs. 8 episodes · 5 coming 0 of 8 done
  4. 4 Hands-on Hands-On: Coding Agents from Your Phone Step-by-step tutorials: build and ship real apps from the Claude app, with the prompts and the code for every step. 2 episodes · 1 coming 0 of 2 done
  5. 5 Advanced AI Security Stolen tokens, poisoned tools and the other ways an AI system gets turned against its users. 3 episodes · 2 coming 0 of 3 done

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