From answer engine to infrastructure: Perplexity launches Search API for developers
For AI builders, fresh data is everything, he said, and legacy search agent results page (SERP) scraper APIs are either “stale, restrictive, or shut down.” Enterprises spend thousands of dollars a month on web scrapers to get around this. There are “compelling reasons” why developers would be interested in Perplexity’s Search API, agreed Thomas Randall, […]
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SaaS: The quiet power behind cloud computing
Meanwhile, SaaS was quietly becoming part of everything. Email, office productivity, CRM, analytics, security—if you examine the typical enterprise software landscape, most are SaaS solutions. They require no infrastructure decisions, little maintenance, and are often purchased by business units rather than IT. Many see SaaS simply as “apps” rather than part of the cloud industry. […]
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The best new features in Postgres 18
Centralizing credential management Enabling scalable, role-based access control Strengthening security posture with standards-based authentication Postgres 18 also includes additional security enhancements. This version deprecates MD5 and enables SCRAM authentication in new locations, including connections to other databases via foreign data wrappers, strengthening protection across distributed environments. Advancing SQL standards: More flexibility for modern applications Postgres […]
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Open source registries signal shift toward paid models as AI strains infrastructure
Eight organizations that operate the world’s largest software package registries issued a coordinated warning that their current funding model was “dangerously fragile,” signaling potential changes to how enterprises access the infrastructure powering billions of software downloads monthly. The joint statement, published as an open letter on the Open Source Security Foundation (OpenSSF) website, came from […]
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Teradata taps open source frameworks to offer agent-building capabilities
Currently, the choices of third-party frameworks and platforms include Flowise, which Workday acquired in August, and CrewAI, with support for LangChain and LangGraph to follow soon. Other tools from Nvidia and cloud service providers, such as AWS, Microsoft, and Google, are expected to be added later, a company spokesperson said. The Futurum Group’s lead for […]
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Advanced debug logging techniques: A technical guide
logger.debug(“Received request for user_id=%s with payload=%s”, user_id, payload) Best practices for effective debug logging Be selective: Log what matters Avoid logging every single operation; focus on: Function entry/exit points Conditional branches Variable values that alter execution flow Exception paths and key external calls. Excessive debug logs become noise and impact performance. Structure and context: Make […]
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Adding up the hidden costs of generative AI
For decades, developers have dreamed of a higher-level abstraction that would free them from boilerplate code. Generative AI comes closer than ever, with senior engineers already letting it take on more of the work. But the vision of an effortless AI-driven future is colliding with hard realities like climbing prices and alarming security issues. Could […]
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Rust 1.90 brings workspace publishing support to Cargo
Rust 1.90 also demotes x86_64-apple-darwin target from Tier 1 with host tools to Tier 2 with host tools. GitHub will soon discontinue the provision of free macOS x86-64 runners for public repositories, while Apple has announced plans to discontinue support for the x86-64 architecture, the Rust team noted. The team added that this change will not […]
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Wasm 3.0 adds 64-bit backing, language support
WebAssembly 3.0 also improves garbage collection in the WasmGC extension. In addition to expanding the capabilities of raw linear memories, support was added for a new form of storage that is managed by the Wasm runtime automatically. WasmGC is low-level; a compiler targeting Wasm can declare the memory layout of its runtime data structures in […]
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Designing AI-ready architectures in compliance-heavy environments
I approached this challenge with three guiding principles. First, I designed modular zones for ingestion, transformation, feature engineering, model training and deployment. This modularity ensured that each stage could be independently validated and audited without disrupting the entire pipeline. Second, I automated compliance activities through metadata-driven designs. Pipelines automatically generate lineage graphs, validation reports and […]
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