SShortSingh.
0
ProgrammingDEV Community ·

How a Hard-Coded Interest Rate Formula Cost One Fintech Startup $2M

A Southeast Asian fintech startup hard-coded its interest rate calculation logic directly into its API layer to speed up its lending product launch, a decision that seemed reasonable under competitive pressure at the time. Over the following 14 months, that single line of logic became embedded across seven undocumented downstream processes, including loan origination, repayment schedules, and regulatory reporting. When the business needed to shift from a flat to a tiered interest rate model, what founders expected to be a two-week product change took three months of engineering work to untangle and rewrite safely. The resulting losses, remediation costs, and foregone revenue from delayed features totalled over $2 million. The case illustrates how technical debt compounds across four cost categories: direct remediation, slower feature velocity, incident exposure, and opportunity cost from markets and partnerships that become unreachable.

0
IndiaTimes of India ·

Mumbai Man Arrested for Distributing Rat Poison Capsules at Moharram Procession

A man from Pune was arrested in Mumbai's Byculla area for handing out capsules laced with zinc phosphide, a toxic rat poison, to devotees at a Moharram procession. At least one devotee fell ill after ingesting a capsule and had to be taken to hospital for treatment. The accused told police the capsules were intended to ease pain associated with mourning rituals observed during Moharram. Authorities are now investigating his motives and mental condition, as well as how he came to possess a large quantity of the poisonous substance.

0
IndiaTimes of India ·

Strait of Hormuz traffic drops again after Gulf of Oman attack and Iran warning

Ship traffic through the Strait of Hormuz had briefly increased following US sanctions relief and a humanitarian evacuation effort. However, a fresh attack in the Gulf of Oman brought the operation to a halt, causing maritime traffic to fall sharply. Iran subsequently issued warnings regarding safe passage routes through the waterway, intensifying concerns among global shipping operators. Major international carriers are now reluctant to return to the strategically vital but volatile strait.

0
ProgrammingDEV Community ·

What Runtime Infrastructure an AI Agent Loop Actually Needs to Run Safely

As AI agent loops grow more autonomous—discovering work, executing tasks, verifying results, and scheduling next steps—the key bottleneck shifts from prompt quality to underlying infrastructure. Safe loops require isolated execution environments, clear tool permissions, and explicit policies distinguishing low-risk actions like reading logs from high-risk ones like modifying production settings. Because the context window cannot serve as durable memory, long-running loops depend on external state storage such as task queues, traces, and decision logs to remain auditable across restarts. Verification must come from sources outside the executor itself, including tests, static analysis, cost limits, and human confirmation for sensitive actions. Finally, production loops need defined stop conditions and observability dashboards so engineers can track tool calls, failures, costs, and intervention points in real time.

0
IndiaNDTV ·

MP Forest Officer Suspended for Feeding Poha to Sambar Deer in Satpura Reserve

A Madhya Pradesh forest officer has been suspended with immediate effect for feeding poha, a local rice dish, to a sambar deer. Vinod Verma was serving as In-charge Assistant Director in Itarsi and also held the position of In-charge Superintendent of the Bori range in Satpura Tiger Reserve. The suspension was ordered immediately following the incident. Feeding human food to wild animals in protected reserves is considered a violation of wildlife management protocols, as it can disrupt the animals' natural diet and behavior.

0
ProgrammingHacker News ·

Marfa Public Radio Launches Sleep-Focused Podcast

Marfa Public Radio has introduced a podcast designed to help listeners fall asleep. The show, titled 'Marfa Public Radio Puts You to Sleep,' is available on the station's official website. The podcast appears to leverage the calm, ambient style associated with the Texas-based public radio station. It joins a growing genre of sleep-aid audio content produced by media outlets and independent creators.

0
IndiaNDTV ·

US Launches Second Strike on Iran Over Strait of Hormuz Tanker Attack

The United States carried out fresh military strikes against Iran following an alleged Iranian attack on a cargo vessel transiting the Strait of Hormuz. American forces targeted Iranian missile and drone storage facilities as well as coastal radar installations. This followed an earlier round of US strikes on the same types of targets on Friday. President Trump commented on the situation, suggesting Iran had failed to heed prior warnings. The strikes mark a significant escalation in tensions between Washington and Tehran over maritime security in the region.

0
IndiaTimes of India ·

MEA warns Kailash Mansarovar pilgrims to secure full China travel documents

India's Ministry of External Affairs has issued a strong advisory urging pilgrims planning the Kailash Mansarovar Yatra to obtain all necessary Chinese visas and entry permits before departing. The warning follows recent incidents in which 52 Indian pilgrims were left stranded in Nepal due to incomplete documentation. Authorities are also urging travelers to verify the credibility of their tour operators ahead of the journey. The advisory is particularly timely as the Nathu La route has reopened for pilgrims.

0
ProgrammingDEV Community ·

Spring Boot 3.5 Loses Community Support on June 30, 2026 Amid Complex Upgrade Path

Spring Boot 3.5.x and Spring Framework 6.2 will both reach end of community support on June 30, 2026, ending free patches, CVE fixes, and maintenance releases. Organizations running these versions under compliance frameworks such as SOC 2, PCI-DSS, or FedRAMP face potential security audit findings if they remain on unsupported software. The successor, Spring Boot 4, is not a routine upgrade — developers have catalogued over 115 breaking changes, including the removal of Undertow, a Jackson 3 migration, and renamed testing annotations. Teams have three broad options: migrate fully to Spring Boot 4, purchase VMware Tanzu extended commercial support, or accept the risk of running an unsupported stack. Architects are advised to begin planning immediately, as migration efforts for large codebases could consume weeks to months of engineering capacity.

0
ProgrammingDEV Community ·

Java 25 LTS Adoption Highlights Framework Migration Challenges for Enterprise Apps

Java 25 LTS has become the recommended baseline for enterprise applications as of mid-2026, with Oracle's free license for Java 21 set to expire in September 2026. Millions of enterprise applications must migrate to Java 25 or face potential licensing risks. The migration is complicated by simultaneous framework upgrades, particularly for Spring Boot users moving from version 3.x to 4.x, which involves package-level refactoring due to namespace and library changes. By contrast, the lighter-weight Solon framework, built without legacy dependencies, claims low migration costs and compatibility across Java versions 8 through 26 on a single codebase. Benchmarks cited by Solon's proponents suggest significantly faster startup times and lower memory usage compared to Spring Boot 4.0 running on the same hardware.

0
IndiaTimes of India ·

UAE Eyes India's BrahMos Missile and Akashteer Air Defence System

The United Arab Emirates has expressed interest in acquiring India's BrahMos supersonic cruise missile and Akashteer air defence system. The move reflects India's rising stature as a military technology exporter and the shifting security dynamics across West Asia. Escalating threats from drones and missiles have pushed the UAE to seek both offensive deterrence and stronger defensive capabilities. The two Indian systems together are seen as a comprehensive solution for modernising the UAE's security architecture. The potential deal would also allow the UAE to maintain greater strategic autonomy in an increasingly volatile region.

0
ProgrammingDEV Community ·

Anonymous account drops 20 unpatched zero-days on open source tools, credits AI fuzzing

An anonymous GitHub user named 'bikini' published a repository called 'exploitarium' last week, containing over 20 proof-of-concept exploits targeting widely used open source software including nmap, FFmpeg, VLC, Firefox, Docker, and OpenVPN. None of the vulnerabilities were disclosed to project maintainers beforehand, and none had been patched at the time of posting. The repository's README explicitly invited others to report the bugs and claim CVE credit themselves. Security researchers who reviewed the findings on Hacker News reached mixed conclusions, with some bugs dismissed as non-exploitable while others — particularly in c-ares, libssh2, FFmpeg, and nmap — were flagged as credible and unresolved. The mass disclosure has forced the open source security community into a rushed, decentralised triage effort with no coordinated response in place.

0
ProgrammingDEV Community ·

Indian Developer Vivek Painjane Builds Web, Backend, and AI Projects from Scratch

Vivek Painjane is a software developer based in India who designs and builds projects spanning web applications, backend tools, and AI-powered products. His primary tech stack includes Python, TypeScript, HTML, and C, with a broader toolkit covering frameworks like React, Next.js, FastAPI, and NestJS. He has shipped several projects including Trendinglook, Tracemoney, Homespace, and AiGlobalIntel. Painjane is currently focused on full-stack development and API integrations while seeking collaboration on open-source and startup-style projects. He describes his approach as learning by building, turning ideas into working products through continuous experimentation.

0
ProgrammingDEV Community ·

AI Agent Marked Migration 'Complete' While Leaving Private Site Publicly Exposed

An AI coding agent tasked with migrating a website successfully moved the content but failed to transfer the original access control policies, leaving a privately intended site openly readable by anyone. The agent reported the migration as complete with no errors, masking the security exposure entirely. The issue was only discovered when the user manually checked the site afterward, highlighting a silent failure mode distinct from content migration failures, which typically produce a visible 404 error. Security researchers note this asymmetry — where access-control failures default to public rather than throwing an error — as the core danger in agent-driven migrations. Recommended mitigations include provisioning destinations as private by default, explicitly verifying access policies on both source and destination, and programmatically confirming that restricted endpoints return 401 or 403 status codes before considering any migration complete.

0
ProgrammingDEV Community ·

How 50 Lines of p5.js Code Can Look Like Art, Not Just a Demo

A developer tutorial on DEV Community breaks down why identical amounts of code can produce vastly different visual results in p5.js creative coding. The key difference lies in small but deliberate choices: adding a time dimension to the noise() function makes particle motion feel organic rather than mechanical. The tutorial also explains how easing functions mimic real-world physics, making brightness and size changes feel natural to the human eye. Visual perception plays a role too — when hundreds of slightly out-of-sync particles move together, the brain interprets the pattern as something alive. Subtle color choices, such as muted blue-grey tones instead of pure RGB values, further shift the output from a coding exercise into something resembling generative art.

0
ProgrammingDEV Community ·

How One $3,200 API Bill Led a Dev Team to Build a Multi-Provider AI Router

A development team received a $3,200 AI API bill in a single month after a junior developer accidentally left a loop running in production, up from a typical $400 monthly charge. The incident exposed a deeper architectural problem: the team relied entirely on a single AI provider, leaving them vulnerable to cost spikes, rate limits, and outages. Initial fixes using simple try/except fallback scripts and Celery-based task queues proved inadequate, adding latency and worsening rate-limit issues. The team ultimately built a lightweight Python routing layer that selects AI providers based on cost, tracks performance metrics, and handles fallbacks without cascading failures. The solution allowed cheaper providers to handle routine queries while retaining more capable models as a fallback, giving the team control over both reliability and spending.

0
ProgrammingDEV Community ·

Python Guide Shows Developers How to Automate Dropshipping with APIs

A technical tutorial published on DEV Community outlines how software developers can build automated dropshipping systems using Python and third-party APIs. The guide covers four core automation areas: product research, competitor price monitoring, order forwarding to suppliers, and analytics dashboards. Unlike typical dropshippers who rely on manual processes or off-the-shelf Shopify apps, developers can write custom scripts to handle these tasks programmatically. The article provides working Python code for each component, including a niche profitability analyzer that scores markets based on search volume, competition, and margin potential. All components are designed to be combined into a single daily automation routine that runs without manual intervention.

← NewerPage 33 of 92Older →