SShortSingh.
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ProgrammingDEV Community ·

Backtest of 15,900 A-Share Stock-Days Finds Volume Confirmation Rule Unreliable

A developer backtested the popular Chinese retail trading rule '量价配合' (price-volume confirmation) using daily data from 584 liquid Shanghai and Shenzhen stocks, generating 15,900 stock-days without paid data vendors. The study found that while the rule appeared to hold in aggregate — strong-volume up days outperforming weak-volume up days — the edge collapsed when results were split by calendar month. Across three consecutive months in 2026, key setups including limit-up days and high-volume breakouts flipped between positive and negative returns, sometimes dramatically. The baseline next-day return across all stock-days was -0.063%, a benchmark most retail backtests omit, masking illusory edges. The author concludes that narrow, theme-driven market conditions — like the one observed on September 10, 2026, where only 20.7% of stocks advanced — are precisely when momentum rules appear most reliable yet are most likely to fail going forward.

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IndiaNDTV ·

Revanth Reddy Orders Probe Into Speaker Abuse, BRS Clashes and KCR Purification Row

Telangana Chief Minister Revanth Reddy has ordered a comprehensive investigation into multiple recent controversies involving BRS. The probe covers alleged abuse of Assembly Speaker G Prasad Kumar, physical clashes between BRS MLAs and police, and a controversial reported 'purification' ritual at BRS chief K Chandrashekar Rao's farmhouse. Revanth Reddy also called for a social boycott targeting KCR in connection with these incidents. The series of events has intensified the political conflict between the ruling Congress government and the opposition BRS party in Telangana.

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ProgrammingDEV Community ·

Beginner Developer Seeks Guidance on Breaking Into AI Engineering

A beginner developer has posted on DEV Community asking for advice on how to get started in AI engineering. The individual is confused about the scope of the field and whether concepts like RAG, LoRA, fine-tuning, and LLMs represent its core areas or just a subset. They also have a background in low-level development, having studied C++, C, Assembly, and PostgreSQL. The developer is weighing whether to focus on AI, deepen their low-level skills, or pursue a combination of both. They are seeking guidance from experienced developers on how to prioritize their learning path given how rapidly AI is evolving.

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ProgrammingDEV Community ·

Developer Open-Sources FastAPI Router to Unify Multiple LLM Provider APIs

A developer has released an open-source FastAPI template called fastapi-multi-llm-starter, designed to simplify integration with multiple large language model providers including Anthropic, OpenAI, Google, and DeepSeek. The tool exposes a single POST endpoint that accepts a unified request payload and returns standardized Server-Sent Events covering reasoning tokens, response text, tool calls, and stream completion. Model configurations are managed via an external JSON file, allowing new models to be added without modifying backend code. The project includes a built-in browser-based testing playground, pytest coverage, and Pydantic v2 validation schemas. It is available on GitHub under the MIT License, with users required to supply their own API keys.

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IndiaTimes of India ·

Chidambaram questions tangible gains from BRICS summits ahead of India's 2026 hosting

Senior Congress leader P. Chidambaram has raised doubts about the value of India's participation in the BRICS grouping as the country prepares to host the 2026 BRICS Summit in New Delhi. Speaking to ANI, he stated that the last two or three BRICS summits had not produced tangible benefits or results for India. Chidambaram also noted that India is part of several major international groupings but questioned whether any had delivered concrete gains. His remarks drew criticism from the BJP, which took exception to his comments ahead of a high-profile diplomatic event on Indian soil.

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IndiaTimes of India ·

Anthropic Researcher Forfeits Vested Stock Over AI Superintelligence Safety Fears

Jacob Coxon, a 27-year-old researcher at Anthropic and former OpenAI employee, resigned two months before his equity was set to vest, forfeiting his shares entirely. His departure came amid concerns that both Anthropic and OpenAI are racing toward the development of self-improving superintelligence. The forfeited shares were reported by Axios, with Anthropic reportedly heading toward a $2 trillion IPO. Anthropic's own alignment lead, Evan Hubinger, publicly echoed similar concerns, estimating more than a 10 percent chance of AI causing human extinction within the decade. Anthropic has not issued any public response to either resignation or the safety concerns raised.

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IndiaTimes of India ·

Spanish Intel Warned of Mass Ceuta Crossing a Day Before 70,000 Migrants Arrived

Spanish intelligence officials issued warnings about a potential large-scale migrant crossing into Ceuta just one day before the event occurred. Declassified documents revealed that authorities had identified social media campaigns actively encouraging people to breach the border. Despite these alerts, government representatives later stated they were unaware of the full scale of the incoming influx. The disconnect between intelligence warnings and the official response has since sparked significant political controversy in Spain.

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IndiaTimes of India ·

Apple iPhone Duo launches in India starting at Rs 2.99 lakh, pushes prices past Rs 4 lakh

Apple has introduced its first foldable smartphone, the iPhone Duo, in India with a starting price of Rs 2,99,900. The device features a 7.6-inch inner display and a 5.4-inch outer panel, offering flexible usage options. Alongside the Duo, the iPhone 18 Pro and Pro Max have also received upward price revisions. Combined, these models push Apple's smartphone pricing in India beyond the Rs 4 lakh mark. The broader price increases are attributed to rising memory chip costs affecting the industry.

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ProgrammingDEV Community ·

Why 3 AI Agents Likely Beat 264 for Most Software Tasks

A source review of the Agency Agents GitHub repository — which hosts 264 specialized AI agent definitions and has amassed around 151,000 stars — argues that deploying large numbers of agents rarely improves outcomes. The reviewer found that the repository's real value lies in its MIT-licensed role library and selective installer, which allows users to pick a single role or a small subset rather than the full catalog. Key design principles from the project's own contribution guide stress that each agent must have a narrow specialization, concrete deliverables, and measurable success criteria, with near-duplicate roles explicitly rejected. The article recommends a minimal three-agent setup — a change engineer, a code reviewer, and a security auditor — each with restricted access and clear handoff rules, as sufficient for most software changes. The author cautions that role labels do not create real process isolation, and that agent count should be validated against actual correctness, cost, and latency benchmarks rather than assumed to scale with team size.

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IndiaTimes of India ·

Ramayana Shifts Australia Release to Nov 5, 2026 to Avoid Godzilla Clash

The international release of the upcoming Indian epic Ramayana has been rescheduled to November 5, 2026, giving it a one-day advantage over Hollywood monster film Godzilla Minus Zero. Godzilla Minus Zero is set to open in international cinemas on November 6, following its Japanese premiere. Meanwhile, Ramayana Part 1 will have its domestic Indian release on November 8, timed to coincide with the Diwali festival. The strategic scheduling shift appears aimed at minimising box office competition between the two high-profile films. A second installment, Ramayana Part 2, is planned for release during Diwali 2027.

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ProgrammingDEV Community ·

Separating OTP and Order Notification Ownership Improves Seller Login Security

A governance framework for marketplace platforms recommends assigning login OTP templates exclusively to authentication teams, while keeping order notification templates under marketplace team ownership. The approach prevents accidental data crossover — such as seller-supplied product titles leaking into login codes — by enforcing strict template ownership rules in code. Rather than ranking SMS over email universally, the framework advises basing channel selection on which contact detail is already verified for a given seller account. Deliverability metrics like email opens or SMS transport states are flagged as unreliable success signals; only a confirmed verified-code event constitutes a meaningful outcome. The article also cautions that neither SMS nor email OTPs are phishing-resistant, recommending cryptographic authenticators when stronger security is required.

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IndiaTimes of India ·

Delhi PG Collapse: Trapped Student Rescued, Family Identifies Him via Rakhi on Wrist

A 19-year-old student was rescued from the rubble of a collapsed building in Satya Niketan, Delhi. During the ordeal, the young man used his phone to share his live location with friends, aiding rescue efforts. His family, watching news coverage from Jammu, identified him by a rakhi tied on his wrist. He is currently in critical condition and receiving treatment at AIIMS in Delhi. Authorities are investigating the cause of the building collapse.

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IndiaTimes of India ·

Exam Reform Panel Head Nandan Nilekani Listed in SIR 'No-Mapping' Category

Nandan Nilekani, 71, co-founder and chairman of Infosys, has been named in the Socio-Economic Review's 'no-mapping' category despite heading an exam reform panel. The Bengaluru-based tech veteran previously served as the founding chairman of the Unique Identification Authority of India, which oversees the Aadhaar card system. He held the position with Cabinet minister rank under the Congress-led government between 2009 and 2014. In January 2023, he was appointed co-chair of the G20 Task Force on Digital Public Infrastructure for Economic Transformation, Financial Inclusion, and Development.

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IndiaNDTV ·

Jagan Mohan Reddy to Launch Statewide Padayatra in 2027 Ahead of Elections

Former Andhra Pradesh Chief Minister YS Jagan Mohan Reddy has announced plans to undertake a statewide padayatra around 2027. The foot march is intended to help him reconnect with people across Andhra Pradesh. The initiative is seen as a strategic move ahead of the 2029 state assembly elections. Jagan indicated the padayatra would commence in approximately a year from the announcement.

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