AWS Guide: Route LLM Requests Dynamically Using AppConfig Without Redeploying Code

Developers using Amazon Bedrock face frequent disruptions as new AI model versions from Anthropic, Amazon, and Meta release every few months, often requiring code changes and redeployments to switch models. A new hands-on tutorial demonstrates how to decouple model selection from application code by storing routing logic in AWS AppConfig feature flags. In this architecture, an API Gateway and Lambda function read configuration at runtime, directing requests labeled 'fast', 'cheap', or 'open' to Claude Haiku, Nova Micro, or Llama respectively. Because the model ID lives in AppConfig rather than in code, swapping or rolling back a model requires only a configuration deployment with no redeploy needed. AWS AppConfig supports versioned history, gradual rollout strategies, and efficient runtime polling, making it well-suited for managing live LLM routing in production environments.

India Home Prices Rise 6% in Q1 FY27, Delhi and Chennai Lead Gains

Residential real estate prices in India increased by 6% during the first quarter of FY2027, according to a recent report. The growth was primarily driven by key urban markets including Delhi, Noida, Greater Noida, and Chennai. These cities outpaced other regions in price appreciation during the period. The rise reflects sustained demand in major metropolitan and satellite city markets across the country.

Indian Army raises first Baaz drone battalion along western border

The Indian Army has established its first dedicated drone unit, named the Baaz Battalion, positioned along the western front. The battalion will operate under the Vajra Corps, which oversees sensitive border regions in northern Punjab. The unit is designed to handle roles ranging from border surveillance to deep strike operations. As part of a broader modernisation push, the Army is integrating drones across multiple branches, including combat and support functions. Infantry battalions are set to receive Ashni platoons, while artillery units will induct specialised Divyastra batteries.

BJP constitutes team for Gen Z outreach programme

Mid-size SUVs gain share as Indian buyers go bigger

Developer builds REST API to audit GitHub repos and score issue complexity with AI

A developer has launched RepoAudit, a REST API that audits any public GitHub repository and returns a data quality report alongside AI-powered complexity scores for individual issues. The tool addresses a common pain point for open source maintainers — disorganised issue trackers with missing labels, stale tickets, and no effort estimates for contributors. Built with TypeScript and Express, the API separates deterministic quality checks from AI scoring via Groq's Llama 3.3 70B model, ensuring partial results are still returned if the AI layer fails. Key lessons during development included capping AI scoring at 20 issues per full-repo audit to reduce latency, and configuring proxy trust settings on Render to fix IP-based rate limiting. The API is live with a free tier of 10 audits per day, alongside paid plans at $9 and $29 per month.

Apple may make more than iPhones in India: Govt

MCP Tasks Extension Enables Background Tool Calls But Schema Is Still Evolving

The Model Context Protocol (MCP) has introduced a Tasks extension to handle long-running operations — such as CI pipelines or human-approval steps — that cannot complete within a standard request-response cycle. Instead of blocking the client connection, a server immediately returns a task handle containing a taskId and status, while the actual output must be retrieved separately via a tasks/result request. A key source of confusion is that the task object itself holds only status metadata and never carries the result directly. Diffing two versions of the official TypeScript SDK from March and July 2025 revealed breaking changes, including altered ttl field validation and a new extensions field, with SDK comments explicitly flagging these APIs as experimental. A browser-based validator has been released at bracketly.pages.dev to check task objects against the current SDK schema, covering common mistakes like misplaced result fields and incorrect capability flag formats.

GetBirthChart Astrology Engine Now Available as Python Package on PyPI

The calculation engine behind GetBirthChart, an astrology platform, has been packaged and published to PyPI as gbc-astro, installable via pip. Previously, using the open-source engine required cloning the repository and configuring the environment manually. The package wraps the same underlying engine — powered by Swiss Ephemeris — without introducing separate astrology logic, covering planetary positions, house systems, aspects, and retrograde states. A key design feature is its handling of unknown birth times: rather than substituting a default value, the library omits time-dependent outputs like the Ascendant and houses. Optional API dependencies for FastAPI integration are available separately, keeping the core package lightweight.

Why Storing Config Snapshots at Write Time Prevents Silent Data Corruption

A software design flaw can cause applications to silently rewrite history when configuration values change after a record is created. When a system re-resolves a destination or route from current config during a read, it may pair a valid new value with an old reference, producing an instruction that never actually existed. The recommended fix is to persist the exact output shown to the user or downstream system at the moment of record creation, rather than storing only a config key. When adding such snapshot fields to an existing database table, nullable columns via a non-breaking migration are advised, since backfilling old rows with current config values would fabricate historical facts. Legacy records lacking a snapshot should be handled conservatively in the UI, prompting users to create a fresh instruction rather than re-displaying potentially incorrect historical data.

Solana Cuts Account Rent by 90% via SIMD-0437, Raising Value of Old Deposits

Solana's SIMD-0437 proposal, shipping with Agave 4.2, reduces the lamports-per-byte storage rate from 6,960 to 696 across five phased reductions, cutting the cost to open a standard token account from roughly 0.002 SOL to 0.0002 SOL. The change began rolling out on mainnet in late August 2026 and significantly lowers capital requirements for bulk account creation such as airdrops, which previously locked around 20 SOL for 10,000 recipients. Because the update is a relaxation rather than a forced adjustment, all accounts created before activation still return their original higher deposit when closed, making pre-activation accounts worth ten times more per close than new ones. This creates a finite, non-replenishing inventory of higher-value reclaimable SOL sitting in millions of empty token accounts, failed program deploy buffers, and leftover wrapped SOL accounts. Users and developers stand to recover meaningful SOL by closing these legacy accounts before they are forgotten entirely.

How Agent State, Memory, and Checkpointing Overlap in AI System Design

In AI agent development, state, memory, and checkpointing are distinct concepts that frequently overlap in practice, making their boundaries difficult to define cleanly. State tracks an agent's current execution context, while checkpointing persists that state so a process can resume after interruption. This persisted state functionally provides short-term memory within a conversation thread, but does not automatically create long-term memory. Long-term memory requires a deliberate selection step, where the application identifies which information from an interaction is worth retaining for future use. Systems like LangGraph reflect this architectural separation by using a checkpointer for thread-level state and a separate store for cross-thread persistent information.

Database Partitioning and Sharding Explained: Scaling Data Across Servers

As applications grow to serve millions of users, a single database server can become a performance bottleneck due to slow queries, high CPU usage, and storage limits. Vertical scaling — upgrading to a more powerful server — has physical and practical limits, making it insufficient for large-scale systems. Database partitioning addresses this by splitting large datasets into smaller chunks called partitions, using strategies such as range, hash, or list-based rules. Hash partitioning uses a hash function to distribute data evenly across partitions, while range partitioning divides data by value intervals such as user ID ranges or date periods. Sharding extends this concept further by distributing partitions across multiple independent database servers, enabling true horizontal scaling for massive datasets.

‘Bribe to suppress rape case’ allegation: Mann’s wife sends notice to ex-judge

Deepika Padukone exits Spirit film amid profit-share dispute, Triptii Dimri steps in

Bollywood actress Deepika Padukone has exited director Sandeep Reddy Vanga's upcoming film 'Spirit'. Reports indicate her departure was linked to a demand for a ten percent share in the film's profits. The development has sparked debate around gender bias in the Hindi film industry. Fans have expressed support for Padukone on social media platforms. Actress Triptii Dimri has since been brought on board to replace her in the project.

Sangakkara restores 120-year-old villa inside Sri Lanka's Galle Fort

Cricket legend Kumar Sangakkara and his wife have restored a historic villa located within Galle Fort, Sri Lanka. The property, which is approximately 120 years old, has been carefully renovated to preserve its weathered walls and layered patina while incorporating modern elements. The residence now features four bedrooms, courtyard gardens, and a rooftop pool. The restored villa offers guests an immersive experience of Galle Fort's rich architectural and cultural heritage.

Iran allows Iraqi oil tankers through Hormuz

Jaishankar to Visit Russia on Aug 23-24 for Trade and Scientific Talks

Indian External Affairs Minister S. Jaishankar is scheduled to visit Russia on August 23 and 24. The visit is expected to focus on bilateral trade and scientific cooperation between the two countries. The trip signals continued diplomatic engagement between India and Russia. Further details about the agenda or meetings have not been provided in the available information.

Saab Unveils Stealthy Supersonic Combat Drone Designed to Fly Alongside Gripen E

Swedish defense company Saab has revealed a concept for a stealthy, supersonic unmanned combat aircraft intended to operate alongside its Gripen E fighter jets. The autonomous drone is designed to carry out a range of combat missions while maintaining a low radar signature. Two technology prototypes, designated A1 and A2, are currently undergoing testing to advance the aircraft's flight systems. The program aims to establish an effective human-machine teaming model to enhance overall battlefield performance.

WordPress Plugin CVE-2026-13736 Exposes Member PII to Unauthenticated Users

A medium-severity vulnerability, CVE-2026-13736, has been identified in the NewPath WildApricotPress Member Directory WordPress plugin up to and including version 1.0.0. Discovered by cybersecurity researcher Huynh Kien Minh, the flaw stems from a publicly accessible REST API endpoint that lacks proper access controls. Because the backend serializes raw member data without filtering restricted fields, unauthenticated visitors can retrieve private emails, phone numbers, and other members-only profile attributes. The vulnerability carries a CVSS 3.1 score of 5.3 (Medium) and is classified under CWE-284 and CWE-200, relating to improper access control and information exposure. Minh recommends immediate remediation through REST endpoint permission hardening, field-level privacy checks, and sanitization of JSON API responses.