We have officially entered the era of the reasoning agent.
Over 1,200 autonomous agents found each other, exchanged over 70,000 messages, and organized themselves into a functioning collective. They built a message board using software that was never designed to be one.
When Hugging Face tried to analyze the agent jailbreak using commercial models, the safety guardrails locked them out of their own investigation. We explore why open-weight was the right choice.
Learn from the top down how we go about planning a new initiative and the five key areas that help businesses grow their strategic priorities.
We all saw the story of Relay.app. On July 16, 2026, the company published their shutdown notice. One month later, free accounts were deleted, two months later, paid accounts were deleted.
How up to date is your model really? I went straight to the source to ask each of the models when they were last updated, and the results were surprising.
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?
This month, we will demystify the lateral movement process. We unpack why our sandboxes are built for deterministic workflows, not reasoning agents, and how an agent's goal can drive it to escape.
A new attack vector called Agentjacking has demonstrated that you do not need to trick the developer. You only need to trick the tool the developer trusts.
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 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.
As frontier labs face S-1 filings and delayed IPOs, invoking "AI safety" to slow model releases offers a strategic pivot: it reduces compute burn and redirects focus toward enterprise ARR.
OPEN IN LINKEDIN The FBI portal apply.fbijobs.gov briefly displayed a counterfeit seizure notice reading, “THIS SITE HAS BEEN SEIZED BY SHINYHUNTERS.” The page claimed private information concerning current and former FBI personnel and job applicants had been compromised.
OPEN IN LINKEDIN Over a period of 5 days, a hacker was able to discover system vulnerabilities, execute code, and bypass standard digital defense systems at a speed and scale that would typically require a large team of human operators, stealing approximately 600,000 credit card details.
OPEN IN LINKEDINEVERYTHING API Your local hub for API and AI News on LinkedIn
JOIN NOW FEATURED Over 1,200 autonomous agents found each other, exchanged over 70,000 messages, and organized themselves into a functioning collective. They built a message board using software that was never designed to be one.
Oct, 2026 FEATURED When Hugging Face tried to analyze the agent jailbreak using commercial models, the safety guardrails locked them out of their own investigation. We explore why open-weight was the right choice.
Sep, 2026We interview the engineers doing the work, the people building, shipping, and living with the decisions behind modern API and AI systems. Each story gets into the practical details of what they built, what broke, and what they learned along the way.
Want to be featured? We're always looking for engineers with a story to share. Book a time on our calendar and we'll set up the conversation.
FEATURED Learn from the top down how we go about planning a new initiative and the five key areas that help businesses grow their strategic priorities.
13 Aug 2026 FEATURED We all saw the story of Relay.app. On July 16, 2026, the company published their shutdown notice. One month later, free accounts were deleted, two months later, paid accounts were deleted.
21 Sep, 2026 FEATURED How up to date is your model really? I went straight to the source to ask each of the models when they were last updated, and the results were surprising.
15 Jun 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 FEATURED This month, we will demystify the lateral movement process. We unpack why our sandboxes are built for deterministic workflows, not reasoning agents, and how an agent's goal can drive it to escape.
Aug, 2026 FEATURED A new attack vector called Agentjacking has demonstrated that you do not need to trick the developer. You only need to trick the tool the developer trusts.
Jul, 2026 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 SECURITY 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 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 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 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 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 DEVELOPMENT 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.
Sept, 2025