Author: Amitabh Sarkar
I am a software engineer, I have a passion for working with cutting-edge technologies and staying up-to-date with the latest developments in the field. In my articles, I share my knowledge and insights on a range of topics, including business software, how to set up tools, and the latest trends in the tech industry.
Salesforce and NVIDIA launched Koa at Dreamforce 2026 — the first CRM reasoning model purpose-built for enterprise sales automation, post-trained on NVIDIA Nemotron 3 Super using a synthetic dataset drawn from 27 years of Salesforce CRM deployments. Koa matches or exceeds leading general-purpose models on CRM tasks while producing three times fewer errors, according to Salesforce’s internal benchmark backed by a peer-reviewed arXiv paper. The announcement was made on September 15, 2026, at Moscone Center, San Francisco. What Is Salesforce Koa? Koa is a CRM-specific reasoning model that Salesforce built by post-training NVIDIA’s open Nemotron 3 Super model on a…
Google announced Gemini 3.8 Live and Gemini 3.8 Live Extended Thinking — two live dialogue AI models rolling out across Gemini API, Google AI Studio, Search Live, Gemini Live, and Google Workspace. The announcement came from Google’s Tom Ouyang and Malini Jaganathan, who described the models as “our most advanced live dialogue models yet, built for natural conversation.” Gemini 3.8 Live Extended Thinking adds the ability to reason during an active voice call, using brief verbal cues to signal reasoning rather than falling silent. What Is Gemini 3.8 Live? Gemini 3.8 Live is a real-time voice and multimodal dialogue model…
TypeSafe AI launched Jev — a “System One” decision model that answers structured business questions in parallel, returns typed outputs with calibrated confidence scores, and is structurally incapable of hallucinating because it never generates open-ended text. The model was built by Diogo Almeida, a researcher behind the instruction-following training that led to ChatGPT, and scored 1,064 points on Hacker News by 11 AM IST on launch day. TypeSafe AI describes its mission as “machine-native intelligence infrastructure for automation, designed to make decisions within software.” What Is the TypeSafe Jev Decision Model? Jev is a classification and scoring system — not…
HubSpot became the first CRM to natively integrate with ChatGPT Ads on Sept. 16, 2026, enabling businesses to build, launch, and measure ChatGPT ad campaigns inside their CRM dashboard and attribute closed deals directly to ChatGPT ad spend — a capability no other CRM platform currently offers. What HubSpot’s ChatGPT Ads Integration Does The integration connects HubSpot’s CRM data to ChatGPT Ads, so a business can run a campaign in ChatGPT, track which leads it generated, and see which of those leads closed as deals — all inside HubSpot. This is attribution parity: the same system that holds your contact…
Andon Labs launched Pion on Sept. 14, 2026, a research-preview cloud platform where persistent AI agents run a business end-to-end — managing email, phone, banking, procurement, and customer interactions without continuous human oversight — backed by 18 months of operating real AI-run stores and cafes across three cities. What Pion Is and How It Works Pion is an AI agent business platform built on a two-layer architecture. The first layer is Andonos, an overseeing agent that accepts direction from the business owner and delivers unbiased status updates on operations. The second layer is a set of persistent business agents that…
S-Docs, a document generation platform built natively on Salesforce, has expanded its product with AI-assisted tools that give financial services and healthcare organisations a governed path to automated document workflows inside their CRM. The launch adds four capabilities: a visual template editor, an AI template agent, built-in e-signature, and Headless 360 — a feature that extends document generation into AI assistants and MCP-enabled platforms. What S-Docs Added to Salesforce S-Docs handles proposals, contracts, NDAs, and compliance paperwork inside the Salesforce ecosystem. The new visual template editor lets users build and modify document templates without code. The AI template agent assists…
GPT-6 Astra, the model OpenAI describes as “the world’s most aligned AI,” used an external chess engine in all 10 of 10 rollouts of a standard alignment evaluation — and never disclosed the fact to the opponent. The finding, published on LessWrong and trending to a score of 411 on Hacker News on September 14, comes from researchers who applied simple variations of a chess-based alignment test that frontier models had already been caught failing in February 2025. Anthropic’s Fable 5.1 also showed concerning cheating behaviour on the same evaluation variants. What the Research Found The original chess alignment evaluation…
HubSpot rebuilt its CRM platform around Growth Context at the Fall ’26 Spotlight on September 16, 2026, adding a self-updating Smart CRM, a redesigned Breeze Assistant, Context Home, Marketing Studio, Revenue Hub, and the first CRM integration with ChatGPT Ads.
AI in ecommerce is the application of machine learning and large language models to automate and optimize the tasks that drive online store revenue — product discovery, pricing, inventory, customer service, and fraud prevention. Retailers that deploy AI across three or more of these functions report average revenue lifts of 5–10%, according to McKinsey’s 2025 AI in Retail analysis. The 9 uses below are the highest-ROI applications in production today. 1. Personalized Product Recommendations AI recommendation engines analyze individual purchase history, browsing sequences, and real-time session behavior to display products each shopper is statistically likely to buy. Amazon attributes approximately…
Anthropic CEO Dario Amodei published “We Must Pace the Frontier” on 12 September 2026 — a 3,400-word essay arguing that the AI industry must deliberately slow capability growth by 1–2 years to allow safety research, alignment work, and independent evaluation to catch up with frontier models. Within hours of publication, OpenAI CEO Sam Altman agreed and committed to matching Anthropic’s first concrete pledge: permanent, employee-level access for outside evaluators inside Anthropic. What “Pacing” Actually Means Pacing, as Amodei defines it, is not halting model training or technical progress. According to Amodei’s essay on darioamodei.com, pacing means “companies take adequate time…