Dev Systems
When RAG Isn’t Enough: Moving from Retrieval to Relationship-Aware Systems in Enterprise AI:
The ProblemIn an enterprise AI scenario, the goal was to map structured feature data to relevant sections within large technical documents.At a glance, this appears to be a straightforward semantic matching problem. Initial results using semantic search were promising. However, as the system was used more extensively, certain issues became apparent:Inconsistent mappings across similar inputsOccasional matches to contextually unrelated sectionsVariability in results across repeated runsDespite mu
Centralizing Enterprise API Access for Agent-Based Architectures
Problem StatementWhen building AI agents or automation solutions, calling enterprise APIs directly often means configuring individual HTTP actions within each agent for every API. While this works for simple scenarios, it quickly becomes repetitive and difficult to manage as complexity grows.The challenge becomes more pronounced when a single business domain exposes multiple APIs, or when the same APIs are consumed by multiple agents. This leads to duplicated configurations, higher maintenance e
Automatic SSO Takeover in Azure AD B2C Custom Policies
Why This MattersAs organizations modernize authentication, many shift toward Single Sign-On (SSO) using providers like Microsoft EntraID.But if you already have users in Azure AD B2C using local accounts (email + password), the transition isn’t straightforward.You’ll run into:Duplicate identities when users sign in with SSO using the same emailNo clean migration path for existing usersSecurity gaps if password sign-in remains available after SSOConfusing UX if password reset still allowed for SS
Enabling Agentic Data Governance with Hybrid Cloud Flexibility in Azure
The “Why”Do you manage data in a complex multi-cloud environment? Are you struggling with data silos, evolving regulations, and the pressure to maintain control and compliance across on-prem and multiple clouds? Do you ever wish an intelligent assistant could help shoulder the load of data governance? If so, I can relate. Let me tell you a story that might sound familiar.Meet Mark (pictured above). He is a data governance officer at Contoso (a fictional but very representative enterprise).  
Modernizing KYC with AWS serverless solutions and agentic AI for financial services
Regulators worldwide require financial institutions to implement Know Your Customer (KYC) processes that help prevent money laundering, terrorist financing, fraud, and identity theft. KYC has evolved from a compliance checkbox to a core security function for financial institutions. Financial institutions must modernize their KYC architectures because of several factors: rising transaction volumes, increasing regulatory complexity, and customer demands for instant onboarding. Legacy systems creat
Here’s how our TPUs power increasingly demanding AI workloads.
<img src="https://storage.googleapis.com/gweb-uniblog-publish-prod/images/What_is_a_TPU_social.max-600x600.format-webp.webp">Learn how Google’s TPUs power increasingly demanding AI workloads with this new video.
Microservices Platforms - part 7: Deployment platform
This is the seventh article in a series based on my QCon San Francisco 2025 talk Microservices Platforms: When Team Topologies Meets Microservices Patterns.The articles in the series are: Microservices Platforms - part 1: Overview Microservices Platforms - part 2: Service foundation platform Microservices Platforms - part 3: Security platform Microservices Platforms - part 4: Infrastructure services platform Microservices Platforms - part 5: Observability platform Microservices Platforms -
10 leading enterprises show why agents mean business
<img src="https://storage.googleapis.com/gweb-uniblog-publish-prod/images/GCN26_103A_BlogHeader_2096x1182.max-600x600.format-webp.webp">Capcom, Home Depot, Mars and more businesses that are turning AI into an operational advantage.
PACIFIC enables multi-tenant, sovereign product carbon footprint exchange on the Catena-X data space using AWS
This post is cowritten by Anil Akarsu and Dr. Renè Holschuh from BASF. BASF is a global chemical industry leader and active member of the Catena-X Automotive Network. It pioneers sustainable solutions that enable automotive organizations to track carbon emissions across complex supply chains. CircularTree transforms sustainability reporting through innovative digital solutions that systematically identify and control Scope 3 greenhouse gas (GHG) emissions across global supply networks. They esta
Show HN: GeoFastMapAPI – open-source Fast vector and raster server for mapmakers
Hello HN,
built this project to unify cutting edge tech for fast vector and raster serving over the web into a single docker compose, using only open source technologies.The main language is python, DB is postgres with postgis, vector tiles made with tippecanoe, satellite image search via STAC and rendered with titiler.OGC API spec is the glue to make it all integrable with existing software like Qgis.The project code was created using ai assistance, following my architecture decisions gathere
Ask HN: In the AI world what does "great" look like?
I had a chat with my team mate today and they brought up an interesting point. If AI is cooking our software and doing an amazing job, for us devs what does "great" look like? How do WE improve? How do we assess performance of us, i.e. "the humans"? What do we base salaries on?Have you discussed this in your organisations? Does anyone have a plan? If your dev teams are creating scaffolding, harnesses, skills and getting CC to cook up everything, make PRs, perform reviews, fin
I Built a 22k-Line App with Zero Coding Experience. Or, how to control agents
There’s a lot of hype (and hate!) right now around "Vibe Coding". And rightly so. The idea that you can build out software entirely by kicking back and commanding AI agents to do the typing for you is an incredibly exciting concept, but most people trying this are hitting a brutal reality after just a few days: AI Code Rot. First it works. Then it fails. And you have no idea how to fix it.
I decided to build an app: a complex dinner scheduling engine. It imports recipe URLs and outputs
Show HN: ClickMVP – Deterministic full-stack code generation (no LLMs)
I've built software for clients for 38 years and kept hitting the same wall: weeks spent scaffolding the data layer and the Clean Architecture around it before any real work begins.I asked Claude to estimate how long it would take to generate a complete "Access Control" app using Claude Code: 40 entities, 1,604 files, Clean Architecture, RBAC, tests. The answer: 50–80 hours and up to $350 in API costs.ClickMVP generates the same output in under 2 seconds. No LLMs in the generation
Show HN: Octokraft – code health and PR review for AI-assisted teams
Maintaining software goes beyond PR review. Octokraft is a technical debt management platform that helps you ship confidently by validating patterns, consistency, security, and more across your
repositories. It tracks code friction, development practices, PR reviews, stacked PRs, and more.It detects architecture drift, learns your team's conventions and enforces them on new PRs, measures test quality beyond just coverage, and shows you which parts of the codebase are getting harder to wor
Gemini Enterprise Agent Platform lets you build, govern, and optimize your agents.
<img src="https://storage.googleapis.com/gweb-uniblog-publish-prod/images/GeminiEnterprise_social.max-600x600.format-webp.webp">This new platform creates a single environment for technical teams to build, scale, govern and optimize autonomous agents.
We're launching two specialized TPUs for the agentic era.
<img src="https://storage.googleapis.com/gweb-uniblog-publish-prod/images/Were_launching_two_TPUs_social.max-600x600.format-webp.webp">The eighth generation of Google’s TPU includes two specialized chips that will power the future of AI.
Our eighth generation TPUs: two chips for the agentic era
<img src="https://storage.googleapis.com/gweb-uniblog-publish-prod/images/two_chips_for_the_agentic_era_h.max-600x600.format-webp.webp">An overview of Google’s eighth generation TPUs, built for the agentic era.
Google Cloud Next ‘26
<img src="https://storage.googleapis.com/gweb-uniblog-publish-prod/images/Cloud_Next_Collection_Header.max-600x600.format-webp.webp">Here’s a look at what Google announced at Google Cloud Next ‘26.
Cloud Next ‘26: Momentum and innovation at Google scale
<img src="https://storage.googleapis.com/gweb-uniblog-publish-prod/images/Cloud_Next_Header.max-600x600.format-webp.webp">Google CEO Sundar Pichai discusses the top announcements at Cloud Next 2026.
Real-time analytics: Oldcastle integrates Infor with Amazon Aurora and Amazon Quick Sight
This post is cowritten with Avdhesh Paliwal from Oldcastle. Oldcastle APG is one of the largest suppliers of construction materials in North America, including asphalt and concrete. The company also provides construction and paving services across more than 150 facilities. As the company migrated from on-premises systems to Infor Cloud ERP hosted on Amazon Web Services (AWS), they faced a critical challenge: maintaining the real-time operational reporting capabilities that hundreds of users acro