We have officially entered the era of the reasoning agent.
We have officially entered the era of the opaque agent. When an AI agent misbehaves in production, your standard infrastructure logs look flawless. In an era where agents make decisions, we need more than execution traces.
We have officially entered the era of the reasoning agent. Models like Anthropic's Computer Use and the emerging capabilities of autonomous workflows have crossed a threshold: they can navigate unfamiliar interfaces, interpret visual feedback, and execute multi-step plans without hardcoded paths.
We have all heard the horror story about what happened with PocketOS. We show you how those 9 seconds could have gone differently.
As a heavy AI user, I like to experiment with different models, and the results have been wildly varied. Some give me consistent results, time after time. Others are largely unpredictable.
As we move from simple chatbots to autonomous agents, our security paradigm must shift. The firewall is no longer the only perimeter. The new perimeter is your prompt.
The real metric isn't output velocity; it's outcome velocity. And right now, they are moving in opposite directions.
To enforce code quality and consistency, many companies use templates or automated tools, such as archetypes, scaffolders or smart projects to extend the standard directory layout. This article takes a deep dive into five of the core components of a software application.
Automation has become a critical component of software development, driving down costs and improving readiness to respond to the constant changes in business and technology. However, with all the promise of automation are we at risk of accumulating a higher level of technical debt?
We have officially moved past the era of treating LLMs as magical black boxes. The engineering discipline around AI is maturing, and with it, an understanding that the same model can be wildly creative or rigidly deterministic depending on a handful of settings.
We have officially moved past the theory phase. NIST has finalized its first three post-quantum cryptography standards (FIPS 203, 204, and 205), replacing the RSA and ECC algorithms that have underpinned digital trust for decades.
Simply exposing existing APIs to this new intelligence is a path to fragile systems. The patterns built for human developers, with their tolerance for nuance and ability to consult documentation, become sources of hallucination and error for AI.
Too often, development tools are chosen for velocity alone, with security treated as a separate concern for later review. The reality is that the tools themselves can become the vulnerability.
Too often, AI integration is focused solely on the speed of creation, while the long-term cost of maintenance is treated as a problem for later. The reality is that without deliberate guardrails, AI-generated code can silently institutionalize complexity, embedding subtle anti-patterns and unoptimized logic at scale.
It's not just about publishing APIs, it's about publishing APIs that are secure, reliable, and fraud-resistant from day one.
For too long, logging and operational design have been treated as an afterthought, something bolted on late in the process. But as systems grow more interconnected and the cost of downtime rises, structured, consistent logging is becoming a critical part of delivery.
Enterprise headlines tout massive AI investments, but a new survey reveals only 6.6% of teams actually use the tools. The era of checking corporate boxes is over.
OPEN IN LINKEDIN Tying your pipeline to one AI provider is a trap. With Niteshift launching via ex-Datadog engineers, the market is shifting to model-agnostic infrastructure that treats endpoints as pluggable tools.
OPEN IN LINKEDIN Visa and Mastercard have plugged their networks into ChatGPT to let AI execute purchases. While network tokenization protects data, the legal definition of machine intent remains completely uncharted.
OPEN IN LINKEDINEVERYTHING API Your local hub for API and AI News on LinkedIn
JOIN NOW FEATURED We have officially entered the era of the opaque agent. When an AI agent misbehaves in production, your standard infrastructure logs look flawless. In an era where agents make decisions, we need more than execution traces.
Jun, 2026 FEATURED cottonbro studio on Pexels We have officially entered the era of the reasoning agent. Models like Anthropic's Computer Use and the emerging capabilities of autonomous workflows have crossed a threshold: they can navigate unfamiliar interfaces, interpret visual feedback, and execute multi-step plans without hardcoded paths.
May, 2026 FEATURED We have all heard the horror story about what happened with PocketOS. We show you how those 9 seconds could have gone differently.
17 May, 2026 AI As a heavy AI user, I like to experiment with different models, and the results have been wildly varied. Some give me consistent results, time after time. Others are largely unpredictable.
30 Mar, 2026 SECURITY As we move from simple chatbots to autonomous agents, our security paradigm must shift. The firewall is no longer the only perimeter. The new perimeter is your prompt.
21 Mar, 2026 TECHNICAL DEBT The real metric isn't output velocity; it's outcome velocity. And right now, they are moving in opposite directions.
27 Oct, 2025 SOFTWARE ARCHITECTURE To enforce code quality and consistency, many companies use templates or automated tools, such as archetypes, scaffolders or smart projects to extend the standard directory layout. This article takes a deep dive into five of the core components of a software application.
26 Feb, 2024 TECHNICAL DEBT Automation has become a critical component of software development, driving down costs and improving readiness to respond to the constant changes in business and technology. However, with all the promise of automation are we at risk of accumulating a higher level of technical debt?
21 Sep, 2023 CONFIGURATION We have officially moved past the era of treating LLMs as magical black boxes. The engineering discipline around AI is maturing, and with it, an understanding that the same model can be wildly creative or rigidly deterministic depending on a handful of settings.
Apr, 2026 QUANTUM COMPUTING Christina Morillo on Pexels We have officially moved past the theory phase. NIST has finalized its first three post-quantum cryptography standards (FIPS 203, 204, and 205), replacing the RSA and ECC algorithms that have underpinned digital trust for decades.
Mar, 2026 SOFTWARE ARCHITECTURE Markus Spiske on Pexels Simply exposing existing APIs to this new intelligence is a path to fragile systems. The patterns built for human developers, with their tolerance for nuance and ability to consult documentation, become sources of hallucination and error for AI.
Feb, 2026 DEVELOPMENT Christina Morillo on Pexels Too often, development tools are chosen for velocity alone, with security treated as a separate concern for later review. The reality is that the tools themselves can become the vulnerability.
Dec, 2025 SOFTWARE ARCHITECTURE Pixabay on Pexels Too often, AI integration is focused solely on the speed of creation, while the long-term cost of maintenance is treated as a problem for later. The reality is that without deliberate guardrails, AI-generated code can silently institutionalize complexity, embedding subtle anti-patterns and unoptimized logic at scale.
Nov, 2025 SECURITY Hyundai Motor Group on Pexels It's not just about publishing APIs, it's about publishing APIs that are secure, reliable, and fraud-resistant from day one.
Oct, 2025