News•Jan 12, 2026
Why We Built Our Own Background Agent
Ramp unveiled its proprietary background coding agent, Inspect, which automates code generation and verification within fully sandboxed VMs. The platform integrates with tools like Sentry, Datadog, LaunchDarkly, GitHub, Slack, and Buildkite, supporting both backend and frontend workflows. Inspect sessions launch instantly, are effectively free, and allow unlimited concurrent instances without taxing developers' laptops. Within months, roughly 30% of Ramp's pull requests were authored by Inspect, highlighting rapid internal adoption.
By Hacker News
News•Jan 12, 2026
Computational Complexity of Schema-Guided Document Extraction
Pulse discovered that while JSON‑schema guided extraction simplifies data pipelines, enforcing complex, nested schemas during LLM generation incurs significant compute overhead. Naïve constrained decoding either explodes in state space or silently degrades extraction quality. Experiments on thousands of varied invoices...
By Hacker News
News•Jan 12, 2026
Why Ontario Digital Service Couldn't Procure '98% Safe' LLMs (15M Canadians)
Ontario’s Digital Service discovered that high‑stakes institutions cannot adopt AI based solely on probabilistic safety claims such as "98% safe." Decision‑makers need governance mechanisms that can be defended if a failure occurs. The team built an "Authority Boundary Ledger" that...
By Hacker News
News•Jan 12, 2026
Cloudflare Threatens Italy Exit After $16.3M Fine For Refusing Piracy Blocks
Cloudflare CEO Matthew Prince warned that the company could withdraw its free cybersecurity services from Italy and possibly exit the market after the Italian regulator imposed a €14 million fine for not complying with the Piracy Shield law. The penalty represents...
By Slashdot
News•Jan 12, 2026
Discord Stopped Working in Egypt – and Proton VPN Records Massive Usage Spike
Discord became inaccessible across major Egyptian ISPs over the weekend, indicating a likely state‑imposed block. The outage prompted a dramatic response, with Proton VPN reporting a 103% jump in free sign‑ups on Saturday and overall usage climbing to more than...
By TechRadar
News•Jan 12, 2026
Cast AI Raises Funds From Pacific Alliance Ventures at $1B Valuation to Launch Unified GPU Marketplace
Cast AI secured a strategic investment from Pacific Alliance Ventures, pushing its valuation past $1 billion and bringing total funding to over $180 million. The startup, known for AI‑driven Kubernetes optimization, is using the capital to roll out Omni Compute, a unified...
By SiliconANGLE
News•Jan 12, 2026
Everseen Adds a Conversational Intelligence Layer to Its AI Theft-Prevention System
Everseen Ltd. has introduced Everact, a conversational intelligence layer that lets retailers query its existing Evercheck and Evershelf AI theft‑prevention tools using natural language. The prototype builds on a system already deployed at over 140,000 checkouts worldwide, capturing roughly 15 million...
By SiliconANGLE
News•Jan 12, 2026
Neoclouds Size up Enterprise Opportunities
Neocloud providers saw revenue surge 205% YoY in Q2 2025, positioning the segment to exceed $23 billion this year and target nearly $180 billion by 2030. Hybrid‑cloud adoption and AI workload growth are driving enterprises toward specialized AI clouds that can undercut hyperscalers...
By CIO Dive
News•Jan 12, 2026
How Deliveroo Leveraged IDP and Source-to-Pay to Transform Its Global Invoicing Process
Deliveroo partnered with Rossum to embed AI‑powered Intelligent Document Processing (IDP) into its Coupa Source‑to‑Pay (S2P) platform, automating invoice capture across 11 countries. The rollout cut processing time from 15 minutes to 45 seconds, delivering a 23‑fold efficiency boost and...
By Diginomica
News•Jan 12, 2026
Embrace AI Curiosity or Fail: How Maia Proves AI Is More than Hype
Matillion’s CEO Matthew Scullion argues AI is a digital industrial revolution, not a fleeting hype cycle. He warns that 95% of generative AI projects fail because organizations treat adoption as a technical problem rather than a human‑behavior challenge. Matillion’s agentic...
By CIO Dive
![Why the Next Era of Enterprise AI Needs Context Engineering [Q&A]](/cdn-cgi/image/width=1200,quality=75,format=auto,fit=cover/https://hixhlmpcokxhartfkpyi.supabase.co/storage/v1/object/public/images/thumbnails/79297baa8cfbc91fe0941a263541900a.webp)
News•Jan 12, 2026
Why the Next Era of Enterprise AI Needs Context Engineering [Q&A]
Enterprise AI adoption is accelerating, but as large language models converge, competitive edge will stem from how organizations supply context rather than which model they choose. In a Q&A, Saket Saurabh, CEO of Nexla, defines context engineering as the layer...
By BetaNews
News•Jan 12, 2026
WhatsApp Is Working on a Parental Control Feature Using Linked Accounts
Meta is developing a parental‑control system for WhatsApp that links a child’s secondary account to a parent’s primary account. The child account will have limited features, such as contacts‑only messaging, while preserving end‑to‑end encryption so parents cannot read messages. Parents...
By BetaNews
News•Jan 12, 2026
Zepo Intelligence Secures $15M to Safeguard Workspaces From AI Risks
Zepo Intelligence announced a $15 million seed round led by Kibo Ventures, eCAPITAL and TIN Capital. The startup tackles the surge in AI‑driven social engineering, which the World Economic Forum says has risen 1,200 % since ChatGPT’s debut. Zepo’s platform simulates deepfake,...
By Tech.eu
News•Jan 12, 2026
How DoorDash Scaled without a Costly ERP Overhaul
DoorDash grew from a 2013 startup to a global local‑commerce leader while retaining its original Oracle NetSuite system. The company avoided a multi‑million‑dollar ERP migration, instead leveraging NetSuite’s cloud‑based scalability to support IPO, acquisitions, and expansion into grocery, convenience and...
By VentureBeat
News•Jan 12, 2026
Anthropic Pushes Into Healthcare to Help Patients Understand Their Medical Records
Anthropic unveiled Claude for Healthcare, letting U.S. Pro and Max subscribers upload medical records and fitness data for personalized AI assistance. The feature expands the earlier Claude for Life Sciences tool, aiming to translate test results, summarize histories, and generate...
By SiliconANGLE
News•Jan 11, 2026
Torq Raises $140M at $1.2B Valuation to Scale AI-Driven Security Hyperautomation
Security automation startup Torq announced a $140 million Series D funding round, valuing the company at $1.2 billion. The capital will be used to scale its AI‑driven, no‑code hyperautomation platform that connects to existing security tools and deploys autonomous AI agents for alert...
By SiliconANGLE
News•Jan 11, 2026
Unauthenticated Remote Code Execution in OpenCode
OpenCode, an open‑source AI coding assistant, shipped an unauthenticated HTTP server that ran silently on startup in versions prior to 1.1.10. The server exposed endpoints for arbitrary shell execution, PTY sessions, and file reads, allowing any local process or web...
By Hacker News
News•Jan 11, 2026
FUSE Is All You Need – Giving Agents Access to Anything via Filesystems
The article proposes using FUSE to expose any data source as a sandboxed filesystem for AI agents, illustrated with an email‑assistant example. By implementing standard file operations, agents can browse, read, move, and flag items using familiar Unix commands, eliminating...
By Hacker News
News•Jan 11, 2026
Show HN: PrintReadyBook
PrintReadyBook is an AI‑driven platform that creates complete books in minutes. Users supply a concept, choose settings, and receive a professionally formatted manuscript, an editable DOCX, AI‑generated cover art, and print‑ready PDFs for both interior and cover. The service highlights...
By Hacker News
News•Jan 10, 2026
Show HN: Librario, a Book Metadata API that Aggregates G Books, ISBNDB, and More
Librario is a pre‑alpha, open‑source book‑metadata API written in Go that consolidates information from Google Books, ISBNDB, Hardcover and other sources into a single response. It merges conflicting data using a priority‑based strategy and stores results in a PostgreSQL database...
By Hacker News
News•Jan 10, 2026
AI-Powered Social Media App Hopes To Build More Purposeful Lives
Former Twitter and Pinterest founders have launched West Co., a venture aimed at creating a more intentional social media experience. Their new platform, Tangle, leverages AI to help users discover life purposes, set related intentions, and receive community support. After...
By Slashdot
News•Jan 10, 2026
Why Your LLM Bill Is Exploding — and How Semantic Caching Can Cut It by 73%
A company saw its LLM API bill rise 30% month‑over‑month despite modest traffic growth. Analysis revealed that users asked the same questions in varied phrasing, causing duplicate LLM calls that exact‑match caching missed. By replacing text hashes with embedding‑based semantic...
By VentureBeat
News•Jan 10, 2026
Build Cheaper, Safer, Auditable AI with SLMs and RAG
Enterprises moving LLM pilots to production face soaring infrastructure costs, unpredictable latency, and limited auditability. A growing alternative pairs small language models (SLMs) with retrieval‑augmented generation (RAG), delivering CPU‑friendly inference and data‑grounded outputs. The article outlines a modular, agent‑based architecture...
By The New Stack
News•Jan 10, 2026
More US States Are Preparing Age-Verification Laws for App Stores
A wave of state‑level age‑verification bills is targeting Apple and Google’s app stores, following Texas' blocked law. States such as Utah, Louisiana, Ohio, Michigan and South Carolina are drafting similar measures, while Washington DC pursues a federal‑style proposal. California’s alternative model...
By Slashdot
News•Jan 10, 2026
From ‘Vibe Coding’ to ‘Vibe Selling’: How AI Is Reshaping the Art of Selling
The article introduces “vibe selling,” an AI‑driven approach that offloads repetitive sales tasks such as email drafting, account research, and conversation analysis to intelligent tools. By embedding AI directly into the sales workflow, reps receive real‑time insights, opportunity flags, and...
By TechRadar
News•Jan 10, 2026
Postman Adds Open Source Documentation and SDK Products
Postman announced the acquisition of Fern, an open‑source developer‑experience company that provides Fern Docs and an SDK generator supporting languages such as TypeScript, Python, Go, Java, Ruby, C# and PHP. The move expands Postman's API platform with customizable documentation and...
By The New Stack
News•Jan 10, 2026
Why CTEM Is the Answer to Boardroom Pressure and Security Fatigue
A recent CISO Pressure Index survey shows 73% of CISOs faced a major incident in six months, with 58% occurring despite existing tools. Executives are frustrated by endless alerts, leading to boardroom pressure and security fatigue. Organizations are adopting Continuous...
By TechRadar
News•Jan 9, 2026
AI Cloud Provider Lambda Reportedly Raising $350M Round
Lambda Inc., an AI‑focused cloud provider, is reportedly raising a $350 million financing round led by Mubadala Capital, following a $1.5 billion Series E just two months earlier. The company operates a dozen U.S. data centers with liquid‑cooled GPU racks, offering its Superclusters...
By SiliconANGLE
News•Jan 9, 2026
Anthropic Cracks Down on Unauthorized Claude Usage by Third-Party Harnesses and Rivals
Anthropic has deployed new technical safeguards that block third‑party harnesses spoofing its Claude Code client, disrupting open‑source tools like OpenCode and causing automatic account bans. The same enforcement also cut off rival labs such as xAI from using Claude models...
By VentureBeat
News•Jan 9, 2026
Accenture Bets AI Will Ring up Retail Sales with Profitmind Investment
Accenture Ventures has invested in Profitmind, an agent‑based AI platform that automates pricing, inventory and merchandising decisions for retailers. The startup’s technology also creates GEO‑optimized product copy to improve visibility in AI‑driven search. Salesforce research shows AI agents generated $262 billion,...
By The Register
News•Jan 9, 2026
How to Use AI to Design Ads (ChatGPT, Arcads, Omagic, & AdCreative)
The post explains how AI tools like ChatGPT, Canva, AdCreative.ai, Arcads.ai and Omagic.ai let B2B SaaS teams create ad creatives in minutes instead of weeks. It stresses that early ads should be "good‑enough" and launched quickly to generate data, rather...
By SaasRise
News•Jan 9, 2026
How To Create SaaS Ad Creatives for Meta, LinkedIn, & Google
The post outlines a repeatable system for creating SaaS ad creatives across Meta, LinkedIn, and Google, emphasizing speed over perfection. It recommends focusing on three core ad sizes—square, vertical, and landscape—and using a mix of static images and short phone‑shot...
By SaasRise
News•Jan 9, 2026
How to See Your Competitors' Ads with Meta Ads Library, Google Ads Library, and LinkedIn Ads Library
The post explains how to leverage Meta Ads Library, Google Ads Transparency Center, and LinkedIn Ads Library to harvest competitor advertising data. It outlines step‑by‑step access methods, the types of creative and messaging each platform reveals, and how to interpret...
By SaasRise
News•Jan 9, 2026
How to Launch Retargeting Ads on Meta, LinkedIn, and Google
The post provides a step‑by‑step framework for launching retargeting campaigns on Meta, LinkedIn, and Google Display, emphasizing pixel installation, a single 180‑day website‑visitor audience, and turning off platform expansion. It outlines budget norms of $1‑3 k per channel, positioning retargeting as...
By SaasRise
News•Jan 9, 2026
How to Structure Your Digital Ad Campaigns (Campaigns, Ad Sets, & Ads)
The post explains that digital ad performance hinges on a clear hierarchy of campaigns, ad sets, and ads across Meta, LinkedIn, and Google. It advocates one objective per campaign, one audience per ad set, and keeping audience expansion turned off...
By SaasRise
News•Jan 9, 2026
Orchestral Replaces LangChain’s Complexity with Reproducible, Provider-Agnostic LLM Orchestration
Orchestral AI launches a new Python framework that replaces the asynchronous complexity of tools like LangChain with a synchronous, type‑safe architecture aimed at reproducible research. The framework is provider‑agnostic, supporting OpenAI, Anthropic, Google Gemini, Mistral and local models via Ollama,...
By VentureBeat
News•Jan 9, 2026
Flexera Expands Its FinOps Footprint to Take on Data Cloud Costs
Flexera announced the acquisition of ProsperOps and Chaos Genius, adding AI‑driven billing‑rate optimization and data‑cloud spend‑management to its portfolio. The moves extend Flexera’s FinOps suite, which already includes NetApp Spot and Snow Software, to cover cloud, SaaS, containers and emerging...
By CIO Dive
News•Jan 9, 2026
5 Essential Skills Every Project Manager Needs During a Data Center Transformation to the Cloud
Organizations accelerating data‑center to cloud migrations face enterprise‑scale complexity that demands more than technology. Five core capabilities—systems thinking, elastic governance, stakeholder coordination, technical fluency, and resilience—are identified as essential for project managers leading these transformations. By mapping interdependencies, adapting governance,...
By CIO.com
News•Jan 9, 2026
Cloudways in 60 Minutes: The Ultimate in Simplified Cloud Hosting
Cloudways markets itself as a managed cloud hosting platform that simplifies WordPress deployments, offering plans starting at $12 per month. The author completed a full WordPress site setup, including a WooCommerce demo, in under an hour, highlighting the platform’s intuitive...
By TechRadar
News•Jan 9, 2026
Opinion: 2026 Will Be the Year when AI Transforms Business Value
Robert Byrne of PwC Ireland predicts 2026 will be the breakout year for AI‑driven business value. He argues that only focused investments in agentic AI—where autonomous systems handle high‑value workflows—will deliver true transformation, not just modest efficiency gains. The article...
By Silicon Republic
News•Jan 9, 2026
Ecommerce Success with Fractional Talent
The Starters, launched in late 2023, is a two‑sided marketplace that connects ecommerce brands with vetted fractional talent, now hosting over 600 freelancers and serving 500 client brands. The platform differentiates itself by charging freelancers zero commission and requiring brands to...
By Practical Ecommerce
News•Jan 9, 2026
Google Cloud: A Deep Dive Into GKE Sandbox for Agents
Google Cloud introduced GKE Sandbox for Agents, a Kubernetes‑native extension that runs untrusted or specialized workloads in lightweight, VM‑like sandboxes powered by gVisor. The solution adds a new Sandbox custom resource definition (CRD) and controller, offering stable identities, persistent storage,...
By The New Stack
News•Jan 9, 2026
Attackers Target Remote Work and Data Storage
New research from ISP Beaming reveals UK firms endured over 791,600 cyber‑attacks in 2025, with attackers homing in on remote‑work infrastructure and data‑storage systems. Automated probing of remote desktop and VPN services became a constant, feeding ransomware groups that encrypt...
By BetaNews
News•Jan 9, 2026
Modernize Your Business Communication for Less with Quo’s All-in-One Phone System
Quo introduces a cloud‑based all‑in‑one phone system aimed at startups and small businesses, offering a 7‑day free trial and a 20% discount on the first three months. The platform unifies calls, texts, and team collaboration without requiring additional hardware, and...
By TechRadar
News•Jan 9, 2026
MCSP Buyer’s Guide: 6 Top Managed Cloud Services Providers — and How to Choose
Managed cloud services providers (MCSPs) handle migration, monitoring, security, and cost‑control for public, private and hybrid clouds, letting organizations offload day‑to‑day operations. Selecting an MCSP is fraught with trust issues, as service‑level agreements are hard to verify until incidents occur,...
By CIO.com
News•Jan 9, 2026
Bank of England's Oracle Cloud Migration Bill Triples as Project Grinds On
The Bank of England has tripled its spend on Oracle systems integrator Version 1, raising the contract to £21.5 million from an original £7 million tender. The increase reflects a shift from a two‑phase to a multi‑phase Oracle Cloud migration covering finance, procurement,...
By The Register
News•Jan 9, 2026
Microsoft Is Making It Faster and Easier to Add Hyperlinks to Word
Microsoft announced a new shortcut that lets users add hyperlinks in Word by simply pasting a copied URL onto selected text, eliminating the traditional right‑click menu. The feature is available across Word for Windows, macOS, and the web, requiring version...
By BetaNews