Open-Source Framework LEO Uses Rules and Roles to Fix AI Coding Agents' Memory Gap

A developer building autonomous AI coding agents on real SaaS platforms repeatedly observed the same class of production bugs resurfacing weeks apart in different files, despite syntactically correct, test-passing code. The core issue was identified not as poor code generation but as architectural amnesia: fixes applied in one session never generalized into standing rules carried forward to future sessions or agents. To address this, the developer built a structured system comprising 41 codified laws, 22 specialist roles, and a file-based memory layer that logs every rule and its rationale persistently. This approach prevented recurring defects — such as non-atomic rate limiters, zombie heartbeat workers, and orphaned database locks — from quietly reappearing on a cyclical schedule. The entire framework is being released as an open-source project called LEO, framing AI agent reliability as an engineering-process problem rather than a prompting or model-quality problem.

Shahbaz, Gharami tons power East Zone to innings win over North East Zone

East Zone secured a dominant innings victory over North East Zone to advance to the semi-finals of the tournament. Shahbaz Ahmed and Sudip Kumar Gharami both scored centuries, providing East Zone with a commanding batting total. The bowlers then stepped up, with Abhijit Sarkar and Anukul Roy each claiming five-wicket hauls to dismantle the North East Zone lineup. The combined efforts of bat and ball ensured East Zone wrapped up the match comprehensively without needing to bat again.

How to Build a Polymarket Paper Trading Bot in Python Using Public APIs

A paper trading bot for Polymarket lets developers test signal logic, order handling, and position accounting using real market data without risking actual funds. The architecture separates data ingestion, strategy execution, simulated order fills, and portfolio accounting into distinct layers, ensuring the strategy engine cannot distinguish between simulated and live orders. Polymarket's public Gamma API enables market discovery without authentication, while its CLOB REST endpoint and WebSocket channel provide real-time order-book data. A key design principle is that the paper execution engine must realistically simulate fill conditions — accounting for price executability, available liquidity, and partial fills — rather than assuming instant execution. Once validated in simulation, the same architecture can be graduated to a live production bot by swapping in real execution credentials.

Easy Job Applications Are Overwhelming Hiring — And Hurting Everyone

Applying for jobs has become easier than ever due to one-click application tools and AI-assisted submissions. At the same time, the number of available job openings has been shrinking, intensifying competition for fewer roles. The combination of low-effort applications and reduced opportunities is flooding employers with unfiltered candidate volumes. This surge is making it harder for hiring teams to identify qualified applicants efficiently. Experts suggest that the frictionless application process may ultimately be doing more harm than good for both job seekers and recruiters.

South Dakota's Former Gold Mine Reinvented as America's Deepest Science Lab

A historic gold mine in South Dakota has been repurposed into a cutting-edge underground research facility. The Homestake Mine, which once yielded around 41 million ounces of gold and 9 million ounces of silver, now serves science instead of industry. Known as the Sanford Underground Research Facility, the site sits approximately 4,850 feet below the surface. Researchers there investigate dark matter, neutrinos, and rare radioactive decay, alongside studies in microbiology, geology, and geothermal energy. The facility stands as a notable example of how exhausted mining sites can be given new life through scientific exploration.

CRPF, Manipur Police Recover Weapons and Bulletproof Vests in Joint Operation

Security forces conducted a joint operation in Manipur, seizing firearms, ammunition, and bulletproof vests. The operation was led by Central Reserve Police Force units with support from CoBRA and RAF commandos, alongside Manipur Police. The action forms part of an ongoing de-weaponisation drive being carried out across the state. Authorities have been intensifying such operations in the region amid continued efforts to curb illegal arms proliferation.

Michigan township halts utility expansion for 6 months to review nuclear data center plan

Ypsilanti Township in Michigan has imposed a six-month moratorium on major electric utility infrastructure for new high-energy facilities. The pause is intended to allow local authorities time to study the electrical demands of a proposed large-scale data center. Officials plan to assess potential noise impacts and effects on existing power customers during this period. The data center project is backed by the University of Michigan and Los Alamos National Laboratory. Township officials have raised concerns over inadequate communication and possible environmental consequences of the development.

Gadkari's Office Clarifies 'Can't Work As Before' Remark Was Context-Specific

Union Minister Nitin Gadkari's office has issued a clarification regarding his recent 'can't work as before' statement. The office stated that the remark was made specifically in the context of the Laxmanrao Mankar Trust and not as a general comment. Officials emphasized that the statement had been taken out of its original context, leading to misinterpretation. The clarification came after the remark drew attention and sparked speculation about its broader implications.

Deadline for ITR forms 3, 4: Which form to choose?

Kriti Sanon pushes back at Kangana over outfit criticism in Rakhi ad

Kriti Sanon has responded to remarks made by Kangana Ranaut criticising her outfit in a Rakshabandhan advertisement. Sanon argued that the spirit of Rakhi lies in emotions and sentiment, not in what a person chooses to wear. She questioned the broader social habit of judging women by their clothing, asserting that cultural values reside in the heart rather than in attire. The actress emphasised that traditions should not be reduced to dress codes imposed on women.

Niti Aayog Flags Poor Job Alignment Despite Training 7.67 Crore People

Niti Aayog has highlighted significant gaps in India's skilling outcomes despite having trained 7.67 crore individuals. Official data reveals that only 8.25% of graduates are working in jobs that match their qualifications. Graduate unemployment remains notably high at 13%, pointing to a disconnect between training and employment. The government think tank's findings suggest that large-scale skilling efforts have not translated into proportionate and relevant job placements.

Google Cloud-Based AI Engine Scores Enterprise Data Quality in Real Time

A new AI-powered solution called the Data Trust Score Engine has been designed to help enterprises measure and improve the reliability of their data using Google Cloud services including BigQuery, Data Catalog, and Vertex AI. The platform assigns each dataset a dynamic Trust Score between 0 and 100 by evaluating dimensions such as completeness, consistency, uniqueness, freshness, and AI-detected anomalies. Unlike traditional rule-based data quality frameworks, the engine combines metadata intelligence, large-scale analytics, and machine learning to detect complex and evolving data issues. It also functions as a governance platform, offering interactive dashboards, automated alerts, and REST APIs so that pipelines and AI systems can verify data trustworthiness before use. The solution aims to prevent poor business decisions, compliance risks, and unreliable AI outcomes caused by duplicate, missing, or corrupted data.

Xi Jinping to visit India for BRICS Summit with 400-member delegation

Chinese President Xi Jinping is expected to travel to New Delhi next month to attend the upcoming BRICS summit. He will be accompanied by a delegation of approximately 400 officials, a notably larger contingent than on previous visits. The visit carries significant diplomatic weight as both India and China seek to repair bilateral ties. Relations between the two nations have been strained in recent years due to border disputes, making this a pivotal moment in their engagement.

Circumcision: Ancient Origins, Religious Meaning, and Modern Medical Debate

Circumcision is among humanity's oldest documented surgical procedures, with archaeological evidence from ancient Egypt dating back to around 2300 BCE, predating Judaism by centuries. Historians believe the practice may have originated for reasons related to hygiene observation, rites of passage, social identity, or religious concepts of purity — possibly several reasons at once. Judaism gave the practice a distinct theological significance, framing it in Genesis 17 as a physical sign of the covenant between God and Abraham, formalized through the ceremony known as brit milah. Scholars suggest the Israelites may have adopted an existing regional practice and reinterpreted it with new religious meaning rather than originating it independently. In the modern era, circumcision continues to be debated on medical grounds, with research examining potential health implications alongside its enduring cultural and religious significance.

Turkish military flights to Pak raise India’s eyebrows

AI Agents Replace Rigid RPA Systems, Promising 40% ROI Gains for Enterprises

Enterprises have long relied on Robotic Process Automation to handle repetitive tasks, but its rigidity, high maintenance costs, and inability to manage unstructured data are increasingly limiting its value. A new framework called Adaptive AI Agent Orchestration proposes replacing static RPA bots with specialized AI agents that can collaborate, learn, and make autonomous decisions within complex workflows. The architecture combines an orchestration layer, large language model-powered agents, and retrieval-augmented generation to give systems real-time access to enterprise data from sources like CRMs and ERPs. Proponents argue this shift addresses key RPA shortcomings such as technical debt, poor agility, and human resource drain caused by constant bot maintenance. The approach is positioned as a strategic priority for C-suite leaders seeking measurable operational returns in an increasingly dynamic business environment.

Trump's Iran Trade Warning Puts China and India on Collision Course with US

US President Donald Trump has issued a stark warning over Iran's trade relationships, describing the situation as an 'economic D-Day.' The threat centers on new American measures targeting countries that continue trading with Tehran. Key Iranian trading partners, including China and India, could face significant pressure from Washington as a result. While the precise enforcement details of these measures have yet to be clearly outlined, the potential consequences remain serious. The development signals a possible diplomatic and economic standoff between the US and some of the world's largest economies.

Govt clears path for India Inc to get hands on DRDO missile tech; what it means

OpenAI Codex CLI Can Run Claude, Kimi and Other Models via One Config Block

OpenAI's Codex CLI, typically limited to OpenAI models, supports custom providers through a built-in configuration option that lets users route requests to alternative AI models. By editing a single config file at ~/.codex/config.toml and specifying a gateway that implements the Responses API, developers can run models such as Claude Opus or Kimi K3 directly inside the Codex CLI. The author demonstrates this using Opper, an EU-hosted API gateway offering access to over 700 models under one API key, which they disclose they work for. An optional Opper CLI tool can automate the entire setup, detecting and installing Codex if needed and writing the provider config block without overwriting existing settings. The approach is particularly relevant for developers who need specific models, cost-efficient long sessions, or data residency in regions like the EU for compliance reasons.

Junior Developer Builds Football Club API Using FastAPI, PostgreSQL, and Docker

A self-taught backend developer has published a new project — a Football Club API — built with FastAPI, PostgreSQL, and Docker, incorporating feedback received on their earlier Movie API. The developer explored database concepts such as B-tree indexing and the CITEXT type, and applied the Repository design pattern for the first time. The project also involved integrating an external API, which proved challenging when expected data was unavailable. Docker was used despite the developer's limited familiarity with it, and they have openly requested community feedback on code quality, project structure, and database design. The source code for both projects is publicly available on GitHub.