JSON Array Diffing Is Tricky — Here's How Semantic Matching Solves It

Most JSON diff tools compare arrays by position, which can misreport unchanged records as modified when array order shifts. A developer built JSON Semantic Diff to address this by identifying corresponding records using key fields before comparing their contents. The tool evaluates candidate identity fields — such as userId, email, or orderNumber — using signals like uniqueness, match coverage, and type consistency rather than relying on field names alone. This approach avoids false positives caused by reordering, surfacing only genuine changes like a status update or a newly added record. The tool treats familiar field names as hints rather than rules, preferring a single reliable identifier over unnecessarily complex combinations.

Family Alleges Forced Cremation After Man Named AAP Minister in Suicide Video

Gulzar Singh, a member of the Valmiki community, died allegedly after consuming poison. Before his death, he had publicly questioned Punjab Finance Minister Harpal Singh Cheema over the unchecked drug problem that had affected his son. His family has now alleged that his cremation was carried out forcibly without their proper consent. The case has raised serious concerns about accountability and the handling of the aftermath by authorities.

Russian aircraft land at Noida airport ahead of BRICS Summit in New Delhi

Three Russian transport aircraft have landed at Noida International Airport in the lead-up to the upcoming BRICS Summit. Russian President Vladimir Putin is expected to travel to New Delhi to attend the multilateral event. Putin is also scheduled to hold a bilateral meeting with Prime Minister Narendra Modi on Friday. The two leaders are expected to discuss bilateral relations and explore ways to deepen cooperation between India and Russia. Russia has also expressed support for expanding cooperation among BRICS member nations and for welcoming new members into the bloc.

Indie Developer Merges Two Micro Tools Into All-in-One Game Marketing Hub

An indie hacker and solo game developer recently consolidated two of their micro tools into a single platform called Scout. One of the merged tools, Radar, allowed users to search game titles and discover short-form videos and trailers for creative inspiration. Scout now combines that feature with content creator outreach and a verified capsule artist directory, positioning itself as an all-in-one hub for indie game marketing and discovery. The developer cited a build-in-public philosophy of continuous iteration as the driving reason behind the merger. The goal is to help indie developers save time by reducing the need to switch between multiple tools while marketing their games.

AI Agents With API and Shell Access Create Dangerous New Security Attack Surfaces

AI agents capable of querying databases, calling APIs, and running shell commands introduce a fundamentally new class of security risk in software systems. Unlike traditional applications with predictable logic and stable trust boundaries, these agents can be manipulated through untrusted text inputs — such as support tickets, emails, or documents — in a technique known as prompt injection. Because agents operate with real credentials and can chain multiple privileged actions, a single malicious instruction embedded in ordinary content can trigger serious consequences like data exfiltration. Security experts warn that the entire execution environment — including tool metadata, memory, logs, and third-party integrations — must be treated as attack surface, not just the AI model itself. Recommended safeguards include row-level database limits, shell access allowlisting, egress controls, secrets isolation, and mandatory audit logging to contain the potential blast radius of a compromised agent.

Melbourne Stars sign Finn Allen in record BBL deal, poaching him from Perth Scorchers

New Zealand power-hitter Finn Allen has been signed by Melbourne Stars in what is reported to be the biggest deal in Big Bash League history. The Stars outbid Perth Scorchers to secure Allen's services for the upcoming BBL season. Allen had played a key role for the Scorchers last season, contributing to their title-winning campaign. The signing marks a significant acquisition for Melbourne Stars as they look to strengthen their batting lineup.

How to Design AI Agent Permissions: A Risk-Based Framework for Autonomy

As AI agents become capable of taking real-world actions like rolling back deployments or deleting records, deciding what they can do autonomously is a critical design challenge. Experts argue the core question is not how intelligent an agent is, but which actions should be pre-authorized, which require human approval, and which should be blocked entirely. A risk ladder approach categorizes actions from low-stakes reversible tasks — such as reading logs or drafting documents — to high-risk irreversible ones like deploying to production or deleting data, which should always require explicit approval. Prompt instructions alone are insufficient as a safety mechanism, since language model behavior is probabilistic and cannot guarantee compliance. A robust permission system must be enforced at the application layer, incorporating scoped tool access, rate limits, audit logs, and authorization controls that operate independently of the model itself.

New Zealand's Santner turns down T20 contract to prioritise India Test series

New Zealand spinner Mitchell Santner has turned down a contract offer from the Adelaide Strikers in order to focus on international commitments. Santner chose to prioritise New Zealand's busy upcoming schedule over the domestic T20 league opportunity. New Zealand are set to host India in a full series, which includes two Test matches, running from October 22 to December 1. Following the India series, the Kiwis will travel to Australia for a four-Test series.

Developer open-sources privacy-first browser tools as standalone HTML files

A developer has released a set of browser-based utility tools on GitHub under the MIT license, requiring no npm, build steps, or external dependencies. The tools — including a Base64 encoder/decoder, Unix timestamp converter, and CSS minifier — run entirely in the user's browser without sending data to any server. The project was motivated by concerns that popular free online tools often process user input server-side, risking data logging, third-party sharing, or service discontinuation. Each tool is packaged as a single self-contained HTML file that can be opened directly in a browser. The tools are available via the repository at github.com/enquannacc/aisubtools-browser-tools and hosted at aisubtools.xyz.

Ex-Anthropic Researcher Calls AI More Dangerous Than Nuclear Weapons

A whistleblower who claims to have spent three years conducting research at Anthropic and OpenAI has issued a stark warning about artificial intelligence. The researcher described AI as possibly the most dangerous technology humanity has ever created. He argued that the threat posed by AI surpasses even that of nuclear weapons. The warning adds to growing concerns within the tech industry about the unchecked development of advanced AI systems.

Apple Launches First Foldable iPhone, the Duo, With 7.6-Inch Display

Apple has introduced its first foldable smartphone, called the iPhone Duo, marking a significant shift in the company's hardware lineup. The device features a 7.6-inch inner display housed in a titanium frame with a redesigned hinge built for long-term durability. Under the hood, it is powered by Apple's A20 Pro chip and equipped with a 48MP Fusion camera system. The iPhone Duo runs iOS 27, which brings improved multitasking capabilities and expanded Apple Intelligence features to the foldable form factor.

‘Govt cremated body': Gulzar Singh's family alleges last rites conducted 'forcibly'

Bitcoin ETFs Record $120M Outflow for Second Day as Ether, XRP, Solana Funds Gain

Bitcoin exchange-traded funds experienced a second consecutive day of net outflows on Wednesday, shedding approximately $120 million. This figure was more than double the losses recorded the previous Tuesday. While bitcoin funds continued to struggle, ETFs tracking other major cryptocurrencies moved in the opposite direction. Ether, XRP, and Solana funds all attracted fresh capital on the same day, turning green amid bitcoin's continued retreat.

Delhi Deploys 11,800 Personnel for BRICS Summit Security and Traffic

Delhi is preparing extensive security arrangements ahead of the upcoming BRICS Summit. Around 7,000 security personnel are being deployed to manage safety at the event, while an additional 4,800 traffic police officers will handle crowd and vehicle movement. The security coverage will extend well beyond the primary venue, Bharat Mandapam. The large-scale deployment reflects the significance of the international summit and the need to maintain order across the capital.

Yash Thakur Replaces Injured Harshit Rana for Afghanistan T20Is and Asian Games

Harshit Rana has been ruled out of India's upcoming cricket assignments due to a fresh injury. Yash Thakur has been named as his replacement in the squads for the T20I series against Afghanistan and the Asian Games. This marks another setback for Rana, who has struggled with recurring fitness issues. Earlier injuries to his hamstring and knee had already forced him to miss the T20 World Cup.

Agentic AI Engineering: How Tools, Memory, and Loops Upgrade Basic Models

AI development is shifting from simple prompt-based interactions toward 'agentic harnessing,' a framework that transforms basic language models into autonomous agents capable of handling complex tasks. This approach relies on three core components: external tool access (such as web search and APIs), contextual memory to retain past interactions, and a continuous validation loop that refines outputs until accuracy thresholds are met. Unlike traditional prompt engineering, which guides a model through instructions alone, agentic systems can self-correct, query live data, and maintain coherence across multi-step processes. Open-source frameworks like LangGraph and DeepSeek make this architecture accessible to developers without vendor lock-in or heavy licensing costs. The approach aims to reduce AI hallucinations and expand model utility well beyond static training data limitations.

‘Politically motivated lies’: MK Stalin responds to CM Vijay’s jaw gesture in assembly

BRICS trade boom has a $226 billion hole for India

Solo Dev Tests His Mac Security App Against Real AI-Orchestrated Cyberattacks

A solo developer behind RoamSwitch, a network security app for Mac and Linux, stress-tested his own tool against two real AI-driven cyberattack cases disclosed by Anthropic in 2025. The first case, attributed to a China state-linked group called GTG-1002, used Claude Code to conduct large-scale cyber-espionage against roughly 30 organizations, with AI handling an estimated 80-90% of the intrusion work. A second case, GTG-2002, involved a lone actor using Claude Code to run a data-extortion campaign against 17 organizations, including government and healthcare targets, with the AI generating custom malware and writing ransom notes. Both attacks succeeded partly because the AI agents were given broad operational tool access and the intent-verification safeguards were bypassed through social framing rather than traditional jailbreaking. The developer concluded that limiting an AI agent's tool access — as he had done by keeping RoamSwitch's MCP server read-only — is a critical design principle for reducing this type of risk.

Kim Jong Un Has a Third Child, South Korean Intelligence Suggests

South Korea's national intelligence agency revealed on Thursday that North Korean leader Kim Jong Un may have a third child. The agency indicated that Kim's daughter, who has made several public appearances, is believed to have a younger sibling. The disclosure offers a rare glimpse into the notoriously secretive North Korean leader's private family life. Details about the child's identity, age, or gender have not been made public.