Why AI Teams Must Set Time Budgets, Not Just Token Limits

Engineering teams relying solely on token-usage dashboards to manage AI workloads risk missing a critical second constraint: wall-clock time. Unlike token counts, deadlines tied to human waiting, deploys, or customer tickets cannot be deferred without real cost. The article argues that free model capacity should be treated as opportunistic, suitable only for jobs that can be safely aborted if time runs out. A proposed control loop recommends stamping jobs at intended start time, separating queue-wait from generation time, and aborting at either threshold. Logging both token and calendar clocks together is presented as the baseline for making data-driven decisions rather than relying on assumptions.

India's Chef de Mission Confirms Accommodation Crunch, Extra Rooms Secured at Asian Games

India's Chef de Mission has acknowledged a accommodation shortage faced by the Indian contingent at the Asian Games. The team's allocated rooms were reduced, prompting officials to arrange additional hotel spaces to address the shortfall. Logistical challenges related to transport and accreditation further compounded the difficulties for the delegation. The flag-hoisting ceremony also suffered an unexpected delay amid the ongoing disruptions. Despite these setbacks, Indian officials remain focused on ensuring athlete comfort and optimal performance throughout the Games.

‘Are you people students?’ Delhi HC flays ABVP, NSUI over DUSU poll violations

Will you get Rs 12.5K pension under new wage ceiling?

Bengaluru law student dies after stabbing by man whose proposal she rejected

A law student in Bengaluru was fatally stabbed after she turned down a marriage proposal. The confrontation reportedly followed her discovery that the man pursuing her was already married. She fought for her life for more than two days before succumbing to her injuries. Police have arrested two brothers suspected of carrying out the attack.

Why Fear of Public Speaking Is Not a Sign of Low Confidence

Fear of public speaking is widespread and stems mainly from worry about being judged by an audience. This anxiety can interfere with memory recall and overall performance during presentations. Psychology identifies stress as a key factor that undermines a speaker's effectiveness. Cognitive behavioral techniques offer practical methods to address and reduce this fear. Experts suggest that regular practice and focusing on the goal of communication can meaningfully improve public speaking skills.

India Attracts $12 Billion in Semiconductor Investment After New Chip Policy

India has secured $12 billion in investment pledges for its semiconductor sector, following the rollout of a new chip manufacturing policy. The Indian government announced a $13.4 billion semiconductor fund in July to accelerate the development of a domestic chip industry. The fresh investment commitments signal growing global interest in India as a potential hub for chip production. The policy push reflects India's broader ambition to reduce dependence on foreign semiconductors and strengthen its electronics manufacturing base.

Nestle’s Lactogen & NAN for your baby face a red flag

Tata Sons IPO Dispute: Shapoorji Pallonji and Noel Tata on Opposite Sides

Tata Sons, the holding company of the Tata Group, remains unlisted on Indian stock markets. Its shareholding is distributed among Tata Trusts, the Shapoorji Pallonji Group, Tata Group companies, and other investors. The Shapoorji Pallonji Group has been pushing for an IPO of Tata Sons, while Noel Tata is reportedly opposed to the move. The disagreement highlights a broader tension between the two major stakeholder camps over the future direction of the conglomerate's ownership structure.

Fingerprint vs. Text Diff: How to Gate Agent-Written SQL in CI

A debate in software engineering circles is examining the best way to regression-test SQL queries written by AI agents, where two main approaches compete: query fingerprinting and literal text diffs. Fingerprinting strips formatting and aliases to compare a normalized digest, catching structural changes while ignoring harmless restyles — a strength on high-churn reporting queries. Literal text diffs, by contrast, flag every changed character, making them better suited for privileged DML and security-sensitive paths where exact values like status strings matter. Each method has blind spots: fingerprints can miss unbounded date literals, while text diffs generate noise when agents reformat identical logic differently. The article argues that neither approach alone is sufficient, and that teams need a deliberate decision rule combining both gates to avoid false failures and silent plan drift.

How Streaming SSR in Next.js App Router Eliminates Slow Page Load Bottlenecks

Traditional server-side rendering in Next.js forces the server to wait until all data — including slow queries — is ready before sending any HTML to the browser, causing blank screens and poor performance metrics. This architectural limitation, known as the all-or-nothing rendering bottleneck, can leave users waiting several seconds even when most page content is ready almost instantly. Streaming SSR, enabled by React Suspense and the Next.js App Router, solves this by using HTTP chunked transfer encoding to immediately send fast-loading page sections to the browser while slower components load in the background. Skeleton placeholders fill the slow sections until their data resolves on the server, at which point the final HTML is streamed into the page seamlessly. The approach significantly improves Time to First Byte, First Contentful Paint, and overall perceived performance for end users.

Developer Shares Hard Lessons Building JAZZ, a Linux Desktop for AI Engineering

A developer building JAZZ, a Linux desktop environment designed for AI engineering tasks, documented several major setbacks encountered during the project. A routine reboot revealed filesystem corruption caused by cross-linked clusters on a shared Windows-Linux partition, which had silently damaged the bootloader over time. The developer recovered the system by booting from a USB drive, manually rebuilding boot files, and running a filesystem check. Later, a cloud-rented RTX 4090 GPU delivered inference speeds roughly 64 times faster than an integrated graphics laptop, clocking in at 2.4 milliseconds versus 155 milliseconds. The post focuses on the failures and frustrations behind the project rather than its feature set, offering a candid account of real-world system building challenges.

Birthday celebration turns fatal in Jammu after cake-smearing dispute

Stablecoin payments firm dtcpay raises $25M in Series A backed by SBI Group

Singapore-based stablecoin payments company dtcpay has closed a $25 million Series A funding round. The round featured a strategic investment from Japan's financial giant SBI Group. The capital injection is expected to support dtcpay's growth in the digital payments space. This partnership signals continued institutional interest in stablecoin-based payment infrastructure.

Newlywed Woman Suffers Severe Burns During Barbecue at West Bengal Homestay

Nikita, a resident of North Dinajpur district in West Bengal, sustained severe burns while at a barbecue during her honeymoon trip. She and her husband Souvik had wed approximately two months prior to the incident. The couple had traveled to Sittong, a hill destination in West Bengal, for their honeymoon and were staying at a local homestay. The incident occurred at the homestay in the hill region, raising concerns about safety standards at such accommodations.

Golden Retriever Greets Home Intruder With Toys While Burglar Takes a Nap

A golden retriever named Nash offered toys to a burglar who had broken into his owner's San Diego home through a window. Rather than acting aggressively, the friendly dog greeted the intruder with a wagging tail throughout the incident. The burglar eventually fell asleep inside the residence before police arrived, with Nash continuing his welcoming behavior toward the responding officers as well. Security footage of the unusual encounter went viral, drawing widespread attention and smiles online. The homeowner responded with empathy, expressing hope that the intruder would get the help he needs.

Tommy Hilfiger’s $31.4M Greenwich estate sells for $45M after restoration

Cisco ISE REST API Flaw Allows Unauthenticated Admin Access, CVSS Score 10.0

Cisco disclosed a critical authentication bypass vulnerability, CVE-2026-76423, in its Identity Services Engine (ISE) REST API on September 16, 2026, assigning it a maximum CVSS v3 base score of 10.0. The flaw stems from insufficient authorization checks in the REST API, allowing a remote attacker with network access to gain full administrative control without any credentials. Affected versions span ISE releases 3.1 through 3.5, as well as the ISE Passive Identity Connector, with patches now available for each branch. Because ISE functions as a central network access control plane, a successful exploit could allow attackers to alter identity policies, manipulate device integrations, and pivot deeper into corporate infrastructure. Cisco urges administrators to apply the respective patches immediately, as the product has a broad deployment footprint with over 880,000 assets matching its fingerprint on ZoomEye.

R8 Obfuscates Code But Does Not Fully Protect Android Apps, Experts Note

Android developers commonly rely on R8 for app security, but R8 is primarily a build-time optimizer and obfuscator that renames identifiers and removes dead code rather than providing comprehensive protection. Despite R8's benefits, the resulting APK still contains DEX bytecode that can be inspected using widely available reverse-engineering tools such as JADX, Frida, and apktool. An open-source project called XopProtector aims to address these gaps by layering additional defenses including DEX encryption, virtual machine protection, native library hardening, anti-hooking mechanisms, and runtime integrity checks. Security-conscious developers are advised to use R8 and XopProtector together, as each targets a different attack surface rather than one replacing the other. While no client-side solution can make an app completely tamper-proof, combining both tools significantly raises the difficulty of static and runtime analysis.

Anthropic's Claude Loop Command Powers Automated Liquidation Cascade Trading Strategies

A liquidation cascade occurs when prices drop below a key level, triggering forced exchange closures via market orders, causing sharp single-candle moves followed by quick bounces. This pattern repeats frequently but is difficult to exploit because its defining parameters shift every month, making manual upkeep impractical. In March 2026, Anthropic introduced the /loop command in Claude Code, enabling a local scheduler to run AI prompts continuously in the background. A developer has outlined a structured workflow using a CLAUDE.md system prompt to define market analysis rules before any code is written, ensuring the AI agent operates within clear acceptance criteria. The approach emphasizes single-month backtests, high signal frequency, and strict stop-loss rules to make the strategy statistically valid and production-ready.