Truthmark for AI Loop Engineering: Keeping Product Behavior Observable

AI coding agents are useful because they can make changes quickly. That same strength creates a review problem. In a typical loop, an agent edits code, runs tests, reads failures, patches the implementation, and repeats. The loop may finish with clean tests and a reasonable diff. But somewhere along the way, a small behavior can change: a timeout becomes longer, an optional field becomes required, a retry policy becomes more forgiving, or an API starts accepting a state that used to be rejected.

Venezuela Earthquakes Live: New 4.9 Magnitude Earthquake Hits Venezuela

Venezuela earthquake LIVE Updates: The second earthquake struck just a minute later, with a 7.5-magnitude, and its epicentre was 16 kilometres southwest of Moron.

Exclusive: In Africa, A City Waits For The Massacre Everyone Sees Coming

In Sudan, Rapid Support Forces (RSF) militants are closing in on the strategic city of El Obeid. Experts and rights groups have warned of a "genocide-like" event, similar to what unfolded in El Fasher.

Why I stopped waiting on Fiverr and went direct to my audience instead

Spent the last few days setting up Fiverr gigs — landing pages, AI stack research, content writing. Zero impressions, which is normal for a brand new seller, but also slow. Here's the realization: I already have an audience that knows and trusts me from 5 months of building XEdge in public. Why wait on an algorithm to surface me to strangers when I can offer the same service directly to people already paying attention? So today I'm opening 3 paid spots for 1:1 AI stack research — same service I'd list on Fiverr, just sold directly through the audience I've already built.

AI API cost control is a routing problem, not a pricing spreadsheet

Most teams start AI cost control with a spreadsheet: model A costs this much, model B costs that much, so use the cheaper one. That helps for a week. Then production traffic arrives. The real cost problem is not the model price. It is losing the path between a user request and the billable provider call.

How to Generate Cryptographic Proof of AI Agent Authorization (EU AI Act Article 14)

How to Generate Cryptographic Proof of AI Agent Authorization for EU AI Act Article 14 Compliance EU AI Act Article 14 enforcement starts August 2, 2026. If you're building AI agents that access sensitive data, process customer information, or make autonomous decisions — you need to demonstrate human oversight with verifiable artifacts. Not logs. Not observability traces. Cryptographic proof.

Ready to validate your builds against real-world performance metrics? Secure your spot for the Evalathon today. 👇

We just launched the First Ever Agent Evalathon — and we'd love for you to join Priya N Jun 26 #agents #ai #hackathon #opensource 1 reaction Add Comment 1 min read

Engineering Certainty: Architecting Deterministic Systems for Stochastic AI

In the world of software engineering, we are witnessing a fundamental collision of two opposing paradigms. Classical programming is deterministic: based on Alan Turing’s theoretical model and the Von Neumann architecture, it operates on the principle that the same initial state plus the same program always equals the same final state. Conversely, Large Language Models (LLMs) are stochastic: they generate outputs by sampling from probability distributions, meaning the same input can—and often does—produce a different output every time. The challenge for modern architects is not to eliminate thi

South Goa gets an eco shield for 1.03 cr sq m land

How To Learn Go Fast: A Practical Roadmap For Senior Backend Developers

Why I Am Writing This: A PHP Developer Crossing Into Go I am a PHP developer. I have shipped Laravel and Symfony services in production, debugged messy Eloquent queries at 2am, traced N+1 problems through real traffic, and lived inside enough service containers to know exactly how a framework feels when it grows up with your career. I always intended to learn Go. For years, "I'll seriously learn Go someday" sat on my list next to Rust, Elixir, and a dozen side projects. Someday kept getting pushed out by client work and PHP refactors that paid the rent.

Cross-matching products when Rakuten's API hides the JAN

Trying to compute "where is this product cheapest" across Rakuten's and Yahoo!'s APIs, you hit a wall before any price math: how do you decide two listings are the same product? The JAN (the product's barcode number) would make it easy — except the two marketplaces are asymmetric about it. Yahoo! Shopping: a jan_code parameter looks the JAN up directly, and the response carries janCode back. Rakuten item search: no JAN parameter.

Rajkumar Hirani on rumours of a film with Ranbir Kapoor: 'No, I'm not making anything with him'

Filmmaker Rajkumar Hirani has dismissed rumors regarding a new film featuring Ranbir Kapoor, reassuring fans that no plans are currently in motion. He did share exciting news, revealing that sequels to '3 Idiots' and 'Munna Bhai' are in the works, with scripts being fine-tuned. Meanwhile, Hirani is set to venture into streaming with 'Pritam And Pedro' on JioHotstar, marking the screen debut of his son Vir.

Earthquake Of Magnitude 5.5 Hits Pakistan, No Damage Reported

There were no immediate reports of deaths or damage to property.

Germany could revive conscription by mid-2027

Venezuela earthquakes kill 920 people as international rescue teams arrive

Hundreds are still feared trapped under the rubble, as families desperate for news.

Sergei Ivanov, once seen as Putin's potential successor, dies at 73

Watch: US releases footage of retaliatory strikes on Iran military sites

Pakistan Earthquake: 5.4 quake hits India's neighbour

'Gravest sin': Priyanka Gandhi says Ram Temple donation fraud has 'stunned entire nation'

Priyanka Gandhi Vadra has called for a thorough investigation into the alleged irregularities surrounding donations to the Ram Temple. She highlighted the need for severe consequences for those responsible and raised concerns about whether lower-tier staff could act independently without higher-ups' influence. Gandhi asserted that the inquiry should be transparent and hold all involved parties accountable for their actions.

Tamil Nadu Woman Dies After Fall From Hilltop Temple As Monkeys Surround Her

Police said the couple was feeding fruits to monkeys when several of the animals suddenly gathered around them.