How Poor LLM Cost Tracking Quadrupled One Team's AI Bill in 23 Days

A software team watched their LLM spending surge from $620 to $2,480 in just 23 days without any new features, traffic spikes, or error alerts to explain the jump. Standard provider dashboards only showed model-level totals, leaving engineers unable to identify which product features, users, or services were driving costs. Once the team added feature-level attribution, they discovered a single batch report generator accounted for 74% of total spend — a detail that had been invisible for weeks. Further analysis revealed enterprise-plan users were costing the company $89 per seat against $49 in monthly revenue, a margin problem that flat pricing had concealed for 14 months. The team identified four additional hidden cost drivers, including duplicate API calls across services and a compliance checker firing every 30 seconds due to autosave, generating nearly 5,000 GPT-4o calls per hour with no errors ever logged.

Aakash Chopra Raises Concerns Over Prasidh Krishna's Economy After India's T20I Loss

India lost the first T20I against Ireland by 34 runs, raising questions about the team's bowling performance. Former Indian opener Aakash Chopra criticized the side's tactical awareness during the match. A key concern flagged was pacer Prasidh Krishna's high economy rate, which stands at 11.5 runs per over in T20Is. Despite his ability to take wickets, Krishna's costly spells have become a growing problem for the team. India will look to address these issues and level the series in the upcoming match.

CZ cites AI, geopolitics, and market cycles as causes of crypto's 50% drop

Binance founder Changpeng Zhao (CZ) has attributed the cryptocurrency market's significant decline to multiple converging factors rather than a single cause. Speaking to CoinDesk, CZ pointed to the influence of artificial intelligence, global geopolitical tensions, and the crypto market's recurring four-year cycle as key contributors. The market has fallen approximately 50% over the past year, marking a notable downturn for the industry. CZ's comments suggest the current slump reflects a complex mix of macroeconomic and sector-specific pressures.

Smart Home Industry Remains Committed to Matter Standard Four Years On

The Matter interoperability standard was launched four years ago in Amsterdam as a unified solution for the fragmented smart home industry. Developed through collaboration between major rivals including Apple, Google, Amazon, and Samsung, it was built on open standards and existing technologies. Matter aimed to eliminate ecosystem lock-in and walled gardens that had long frustrated consumers. The standard promised that any smart home device — from locks to lightbulbs — could be easily set up across any platform without technical expertise. Despite early high expectations, the industry continues to invest in and push forward with the Matter initiative.

What are some skills that are must haves for a backend engineer?

Developer Reframes Burnout as a Signal to Redirect Creative Energy

A software developer behind KiwiEngine reflects on how repeated burnout led to a key insight about the nature of creative work. Rather than a sign of poor discipline or time management, the developer came to see burnout as feedback pointing toward misaligned work. Noticing consistent energy when working on music-focused projects like Blackwater Sound, and consistent drain elsewhere, prompted a strategic shift. Instead of targeting every possible market with KiwiEngine, the developer is now focusing on building creative tools they personally want to use. The conclusion drawn is that software tends to improve most when its creator genuinely relies on it.

Ashwin questions Gambhir's handling of Washington Sundar in India-Ireland T20I

Former India cricketer R. Ashwin has raised concerns about the utilisation of Washington Sundar in the first T20I against Ireland under coach Gautam Gambhir's setup. Sundar was introduced as late as the 16th over of the innings, managing to bowl only one over in the match. He also came in to bat at No. 6, scoring just 9 runs off 12 balls. Ashwin questioned whether this approach reflected a lack of clarity in how the team management is deploying the all-rounder's skills.

Akamai HLS Explained: How HTTP Live Streaming Powers Global Video Delivery

Akamai HTTP Live Streaming (HLS) is a video delivery technology that breaks content into small chunks and transmits them over standard HTTP, enabling adaptive bitrate playback across varying network conditions. Built on Akamai's global Content Delivery Network, the solution is designed to reduce latency, ensure high availability, and scale for large traffic spikes such as live events. It incorporates security features including Digital Rights Management and content protection to prevent unauthorized access. Setting up Akamai HLS requires creating an account, configuring a property in the Akamai Control Center, and selecting appropriate encoding settings such as bitrate, resolution, and codec. The platform supports integration with widely used video players like JW Player, Video.js, and THEOplayer via a standard HLS manifest URL.

India's Self-Medication Crisis: Experts Call for Awareness and Better Healthcare Access

India continues to struggle with widespread self-medication, a practice deeply embedded in the country's healthcare culture. While self-care for minor ailments is generally acceptable, the unsupervised use of prescription drugs — particularly antibiotics — is contributing to growing antimicrobial resistance. The government has recently introduced regulations targeting cough syrups as part of efforts to promote safer medication practices. However, health experts stress that tackling the problem requires both stronger public awareness campaigns and significantly improved access to formal healthcare services.

Common Time Zone Pitfalls Developers Should Avoid in 2026

Time zones remain a persistent source of bugs in software development, often appearing simple until real-world edge cases surface. A key distinction is that UTC is a time standard, not a time zone, while GMT is a named zone that coincidentally matches UTC's offset for most of the year. Developers are advised to store all timestamps in UTC and convert to local time only when displaying to users, since storing local times without offsets can permanently obscure the true moment an event occurred. Saving IANA zone names such as 'America/New_York' rather than raw offsets is also recommended, as offsets shift with daylight saving time. Modern tools like JavaScript's Intl.DateTimeFormat and the Temporal API can handle zone-aware scheduling correctly when provided a proper zone name.

Browser-Based HEIC Converter Uses WebAssembly to Keep Photos Off Servers

A developer has built a browser-only tool that converts Apple's HEIC image format to JPG, PNG, or WebP without uploading files to any server. The tool uses a WebAssembly build of libheif to decode HEIC files locally, processing raw pixel data via the browser's Canvas API before offering a download link. HEIC, Apple's default photo format since 2017, still lacks broad support on Windows and other non-Apple platforms as of 2026. The privacy-focused approach means photos never leave the user's device, and the tool works offline once the page is cached. The trade-off includes a several-hundred-kilobyte WASM bundle and higher CPU usage for large batch conversions, though single phone photos convert near-instantly.

MDMK Quits DMK Alliance in Tamil Nadu, Cites Humiliation

The MDMK party has decided to exit its alliance with the DMK in Tamil Nadu. MDMK chief cited humiliation as the primary reason for the split. The two parties had formed their partnership in December 2017, framing it as a united front against communal forces. The alliance was also positioned as a means to protect the ideological foundations of the Dravidian movement. The breakdown marks a significant shift in Tamil Nadu's regional political landscape.

KiwiEngine Dev Narrows Focus to Creative Tools After Dropping Broad Market Ambitions

The developer behind KiwiEngine, an open-source general-purpose business application engine, has shifted strategic focus away from targeting every possible market vertical. While the engine's architecture, APIs, and modules remain unchanged and capable of powering diverse software, the creator decided to concentrate personally on tools for musicians, artists, game developers, and other creatives. The reasoning was rooted in a distinction between building software that can solve any problem versus personally trying to solve every problem. The developer noted that open-source collaboration allows others to build CRMs, scheduling, or accounting tools on top of KiwiEngine, freeing them to refine creative-use-case applications they genuinely understand and use. Current proving grounds for the platform include artist websites, EPKs, music production tools, digital storefronts, and game development platforms.

Researchers Study ICMP Traffic Mimicry to Test Network Intrusion Detection Systems

A technical study published on DEV Community examines how operating systems produce distinct ICMP Echo Request fingerprints based on packet size, TTL values, and default payload content. Linux and Windows differ notably, with Linux generating 64-byte ICMP packets and Windows generating 40-byte ones by default. Researchers use a technique called Traffic Mimicry, which involves crafting custom packets that replicate these OS-specific signatures, to test whether Network Intrusion Detection Systems are biased toward certain traffic patterns. The study includes assembly-level code demonstrating how a packet can be structured to match the Linux 64-byte ICMP signature and blend into normal corporate network traffic. From a defensive standpoint, the research recommends that security teams look beyond packet size and apply entropy analysis and TTL consistency checks to detect mimicked traffic.

Manickam Tagore Appointed New Tamil Nadu Congress Chief

22-Year-Old Arrested for Allegedly Raping 14-Year-Old Girl in UP Village

A 22-year-old man was arrested on Saturday in Uttar Pradesh for allegedly raping a 14-year-old girl, according to police. The incident took place in a village in the state. Authorities also reported that the accused had threatened the victim. Police confirmed the arrest was made the same day the case came to light.

Physicists Debate the True Count of Elementary Particles

A new article in Quanta Magazine explores the longstanding question of how many elementary particles truly exist. The Standard Model lists a specific set of fundamental particles, but physicists disagree on how to define and count them. Distinctions between particles and antiparticles, force carriers, and composite versus truly elementary particles complicate the tally. The debate reflects deeper questions about the nature of matter and the completeness of current physical theories.

Manickam Tagore appointed TN Congress chief

Red Fort blast: Absconding key suspect among 3 named in NIA supplementary chargesheet

AI Speeds Up Dev Work, But Leaves Some Engineers Questioning Ownership of Their Code

A software developer reflects on how AI-assisted coding has transformed their workflow, enabling them to ship complex billing systems in under a week that would previously have taken much longer. The author contrasts this with an early career memory of spending four days debugging a bank financing pipeline alone, describing the intense personal satisfaction that came from solving the problem independently. While acknowledging that AI catches edge cases and accelerates delivery, the developer feels a growing disconnect from the work being produced. The concern is not about competence or output quality, but about the loss of the hard-won, hands-on learning that once made shipped code feel personally meaningful. The piece raises broader questions about authorship and identity in software engineering as AI tools take on more of the problem-solving role.