Friday, 14 November 2025

bihar election 2025

 bihar election 2025

The 2025 Legislative Assembly election in the Indian state of Bihar was held in two phases (6 and 11 November 2025) for all 243 constituencies of the Bihar Vidhan Sabha.  This election was not only crucial for Bihar’s governance but also had important implications for national politics given Bihar’s size, its socio-economic challenges and its strong place in India’s Hindi-heartland.

In what follows, I will structure the discussion under three major points as you asked: (1) when and how the election unfolded; (2) how many people and infrastructure were involved; (3) who the key players, alliances and stakeholders were. I will also add contextual background, major issues, results/outcomes and what this means going forward.


2. When It Started / Timeline

2.1 Previous term & election cycle

The previous Bihar Assembly election was held in 2020, covering all 243 seats.  The term of the then‐17th assembly was coming to an end in 2025; hence the election was scheduled in keeping with the constitutional requirement for a fresh mandate.

2.2 Announcement & schedule

The election schedule for 2025 was formally announced by the Election Commission of India (ECI). Polling was conducted in two phases: first on 6 November, and second on 11 November.  The results were scheduled for 14 November 2025
The two-phase structure allowed the state election machinery to manage logistics across a large and diverse geography with many remote polling booths, and to ensure adequate security and polling infrastructure.

2.3 Polling days and counting

On 6 November, the first phase of polling was conducted. Then on 11 November the second phase covered the remainder of seats. After the completion of these two phases, vote counting was conducted on the designated result‐day (14 November), when trends and final results were declared. The polling and result sequence made this election relatively compact in time compared to some earlier multi-phase state polls in India.

2.4 Special features & reforms

Ahead of the 2025 election, several electoral reforms and innovations were introduced in Bihar:

  • The ECI noted that polling stations were reorganised and in many cases voter lists underwent a “Special Intensive Revision” (SIR) to clean up the rolls.

  • The state became the first in India to enforce a cap of 1,200 electors per polling station, aimed at reducing crowding and improving accessibility. 

  • Web-casting and live monitoring of polling booths were emphasised to ensure transparency and prevent malpractices.

2.5 Why the timing mattered

The timing of the election had significance beyond Bihar. It came at a moment when national political dynamics were shifting, as the ruling alliance at the Centre sought to consolidate its strength in state-level elections. Observers viewed the Bihar poll as a bellwether for upcoming contests in other large states. 


3. How Many People Are Connected / Scale of Involvement

3.1 Voter base / electorate

The electorate in Bihar is very large, given Bihar’s population (over 100 million) and the fact that it is one of India’s most populous states. According to the Wikipedia summary, the turnout was about 67.1% in 2025.
While I do not have the exact number of registered voters in the 2025 election in the sources I accessed, previous data from 2020 indicated the registered electorate numbered around 71.8 million. 
Thus, we can infer that tens of millions of eligible voters participated in 2025.

3.2 Voter turnout & participation

According to official data, the 2025 election recorded strong turnout and was declared peaceful with no ­repolls for the first time in recent memory. The ECI stated that “record voting, zero repolls and peaceful voting” characterised the election. 
Further, reports indicated that the high turnout was aided by the reduction in electors per polling station and improved infrastructure. For instance, Phase 1 recorded around 64.7% turnout, a record for the state. 

3.3 Polling infrastructure

  • The number of polling stations in Bihar rose significantly. As per one report, the total moved to 90,712 polling stations ahead of the 2025 election, after adding over 12,817 new stations. 

  • The cap of 1,200 electors per station meant more booths and smaller elector-loads per booth, improving access in rural and remote areas.

  • Electoral roll revisions removed many inactive or invalid entries. The SIR process removed large numbers of electors due to death, relocation or duplication. 3.4 Candidates and seats

All 243 assembly seats were contested in the election.  The number of candidates contesting across the seats numbered in the thousands (for example, the 2020 election had over 1,600+ candidates). Though I do not have the exact 2025 figure, it would be of similar scale (multiple candidates per constituency).
Each constituency thus saw a large number of voters, polling stations, election staff, counting staff, security personnel and administrative officials engaged.

3.5 Engagement of other stakeholders

  • Political parties, alliances, and their grassroots organisations engaged heavily with voters through campaigns, rallies, public meetings, door-to-door outreach, social media and local networks.

  • Civil society, media, observers and polling officials were involved in monitoring the process, ensuring transparency and fairness.

  • The large scale of Bihar – both demographically and geographically – meant that logistics (transport of polling materials, electronic voting machines [EVMs], security deployment, backup power and booths in remote areas) were a substantial operational challenge.

3.6 Summary of “connected people”

In sum, the 2025 Bihar election involved:

  • Millions of eligible voters (tens of millions) across 243 constituencies.

  • Approximately 90,000 polling stations (90,712 as per one count) to service the electorate.

  • Thousands of candidates across political parties and independents.

  • Huge numbers of administrative, security and election personnel engaged in organisation, staffing, monitoring, counting.

  • Millions more engaged indirectly — via campaign volunteers, party workers, informers, media, observers and the wider electorate in discussion and decision-making.

Thus it was not merely a political contest but a massive logistical and democratic exercise.


4. Who Is Included / Stakeholders, Alliances & Key Players

The election included a wide array of actors: political parties and alliances, individual leaders, voters from different communities, interest groups, regional formations, and also new entrants. Below I outline the major alliances and players, followed by some emerging forces and community dynamics.

4.1 Major Political Alliances

4.1.1 National Democratic Alliance (NDA)

The NDA in Bihar is the ruling coalition. Its core constituents include:

  • Janata Dal (United) (JD(U)), led by Nitish Kumar (the incumbent Chief Minister).

  • Bharatiya Janata Party (BJP).

  • Other supporting regional parties such as the Lok Janshakti Party (Ram Vilas) (LJP-RV), Hindustani Awam Morcha (Secular) (HAM(S)) and Rashtriya Lok Morcha (RLM).
    The NDA thus constitutes the pro-incumbent, governance-oriented alliance seeking re-mandate in the 2025 election. According to early results, NDA was poised for a decisive victory. 

4.1.2 Mahagathbandhan (MGB) / Opposition Alliance

The primary opposition alliance is the Mahagathbandhan (Great Grand Alliance) in Bihar, including:

  • Rashtriya Janata Dal (RJD), led by Tejashwi Yadav.

  • Indian National Congress (INC).

  • Left-leaning parties such as Communist Party of India (Marxist–Leninist) Liberation (CPI(ML)L), Communist Party of India (Marxist) (CPI(M)), and other smaller regional formations.
    This alliance sought to unseat the incumbents by weaving together caste, class, community and regional discontent. However, as media analysis shows, the MGB experienced a historic loss in this poll. 

4.1.3 Grand Democratic Alliance (GDA) – Third Front

A newer entrant in the 2025 election was the Grand Democratic Alliance (GDA), formed ahead of the election. Its features:

  • Founded in October 2025 by entities such as All India Majlis‑e‑Ittehadul Muslimeen (AIMIM), Azad Samaj Party (ASP), and Apna Janata Party (AJP). 

  • The GDA aimed to contest at least 64 of the 243 seats, presenting itself as an alternative to the two main bloc politics.

  • Though small compared to the major alliances, third-fronts like GDA often play spoiler roles or fragment vote-pools in key constituencies especially among minority, OBC, Dalit or regional communities.

4.2 Key Individual Leaders

Some of the prominent leaders in the 2025 election:

  • Nitish Kumar (JD(U), NDA): A veteran politician and long‐time Chief Minister of Bihar, he remains central to Bihar’s politics, bridging development rhetoric and social coalition building. 

  • Tejashwi Yadav (RJD, MGB): The youthful face of the opposition alliance, son of former CM Lalu Prasad Yadav. He sought to project change and mobilise youth and backward communities. 

  • Other leaders: Party heads, regional figures, local leaders across castes and districts also played important roles though their names are too many to list here.

4.3 Who the Voters Are / Social Segments

The election included the full spectrum of Bihar’s electorate:

  • Women: As in many parts of India, women’s turnout and vote-behaviour matter greatly. Reports suggested that women voters formed a decisive bloc and that recent welfare payments to millions of women by the central/state government may have had influence. 

  • Youth / First-time voters: The youth vote is substantial. Young voters care about jobs, migration, education, and governance.

  • Backward classes / OBC / Dalits / Mahadalits: Bihar’s politics historically revolves around caste coalitions. Both alliances focused on mobilising EBCs (Extremely Backward Classes), non-Yadav OBCs, Dalits and Mahadalits. 

  • Minority communities (Muslims, etc.): These communities are significant in many constituencies and thus targeted by alliances both for outreach and representation.

  • Migrants / absentees: A large number of Biharis work outside the state. Their interests, absentee voting, family votes at booth etc factor into the calculations.

  • Rural vs urban: Much of Bihar remains rural; issues vary between villages, small towns and district headquarters.

4.4 Who Else is Included

  • Election administration: The Election Commission, Chief Electoral Officer’s office of Bihar, district and block election staff, booth-level officers, security forces, polling staff, and counting teams.

  • Civil society / media: Observers, monitors, NGOs, media houses and citizen groups who monitor and report on fairness, turnout, violence or malpractice.

  • Campaign infrastructure: Party workers, volunteers, social media operatives, local influencers across districts and panchayats.

  • Logistics / suppliers: Vendors supplying EVMs, polling material, transport, security equipment, etc.

  • Voters’ families and communities: The voting decision is often influenced by families, kinship networks, caste/community ties, local economic conditions, etc.


5. Historical & Political Background

To understand the 2025 election, one must consider Bihar’s political history and socio-economic context.

5.1 Bihar in India’s political landscape

Bihar is one of India’s most populous states; its politics matter not only at the state level but nationally. It sends a large number of members to the Lok Sabha (national lower house), and its electoral trends often reflect broader Hindi-belt currents.
In recent decades, Bihar witnessed social coalitions of backward classes, Dalits, minorities, and intensive politics around caste, identity, migration, development, governance and law & order.

5.2 Previous assembly elections

In the 2020 assembly election, the Mahagathbandhan (MGB) and the NDA fought a close contest. The constant churn of alliances (JD(U) switching between partners, Lalu’s RJD strength, BJP’s national role) meant politics remained fluid. 
Governance issues such as development, infrastructure, migration, law & order (“jungle raj” phrase often employed), rural distress, unemployment and social welfare have been perennial.

5.3 Major socio-economic issues

Some of the deep-seated issues that shape Bihar elections include:

  • Migration of labour: Many young Biharis migrate to other states/metros for work. That leads to absenteeism, left-behind families, and electoral dynamics shifted by migration.

  • Unemployment and under-employment: Youth employment remains a major concern. In one report, nearly 9.9% of those aged 15-29 were unemployed in 2023-24. 

  • Rural distress, agriculture, land holdings: Agriculture remains dominant; small holdings, debt, fragmentation, monsoon risk, irrigation gaps affect the mood.

  • Development/Connectivity: Road infrastructure, power supply, digital access, urban-rural linkages are big issues.

  • Law & order, corruption, governance: Long-standing phrase “jungle raj” refers to poor law-and-order and governance deficits in Bihar’s history; improvement in these fields is a contested promise.

  • Caste, community and identity politics: Bihar’s social fabric features caste divisions (Yadavs, non-Yadav OBCs, Dalits, Mahadalits), religious minorities, and regional/ethnic sub-regions (e.g., Seemanchal in north-east Bihar). Mobilising these groups remains a key electoral strategy.

  • Electoral fairness & roll revision: In 2025, the SIR process (removal of ineligible/duplicated electors) was contested by opposition as potentially disenfranchising weaker sections. 

5.4 Significance of 2025 election

Given the above, the 2025 election was significant because:

  • It would determine the next government for 5 years in Bihar and thus influence policy on migration, jobs, social welfare and development in a state often labelled as one of India’s laggards.

  • It would send a political message to national parties and alliances about the mood in the Hindi-heartland. For the ruling NDA at the Centre, retaining Bihar strengthens their national footprint. For the opposition, gaining Bihar would bolster momentum.

  • It marked a test of reforms such as reduced voters per booth, improved polling infrastructure, higher turnout, web-casting of booths — in short, the health of democracy at the grassroots.

  • The outcome has implications for upcoming state elections elsewhere (e.g., West Bengal, Assam, Tamil Nadu) and for the next national election (2029).


6. Major Issues and Campaign Themes

In the lead-up to the 2025 election, several key issues dominated the discourse and campaigns of parties and alliances.

6.1 Employment & migration

Youth unemployment and migration of labour from Bihar to other states remain major concerns. Many young people leave to find work elsewhere, which affects family structures and local economies. In the pre-election discourse, this issue was highlighted. 
Parties promising government jobs, skill-development programmes and return migration support used this as a campaign focus.

6.2 Development, infrastructure and connectivity

Bihar’s rate of development has been slower compared to many Indian states. Issues like poor road connectivity, electricity supply, digital access, health & education infrastructure were prominent. Government and opposition both made promises in these domains.
The ruling alliance emphasised recent gains — road projects, bridges, rural electrification — while the opposition argued that much was yet to be done.

6.3 Governance, law & order, “jungle raj” narrative

The term “jungle raj” has long been used in Bihar politics to describe weak law & order and governance failure. The NDA camp claimed that their government had improved matters and that this election was a chance to take further progress forward. The opposition challenged the pace and depth of that improvement.
Transparency, ease of doing business, police reforms, and social welfare delivery featured in campaign discourse.

6.4 Electoral reforms, polling infrastructure & voter roll revision

As noted earlier, the 2025 election saw substantial reforms in polling logistics and electoral roll revision (SIR). The cap of 1,200 electors per booth, addition of many polling stations, and web-casting of booths were intended to improve the democratic process. Some opposition leaders however alleged that the roll revision process might disenfranchise marginalized voters. 
This issue of trust in the electoral process became a campaign theme itself.

6.5 Caste and community mobilization

Electoral strategies in Bihar continue to depend on caste/community mobilisation.

  • The NDA, under Nitish Kumar, has historically tried to build a coalition of non-Yadav OBCs, EBCs, women, Mahadalits and minorities. 

  • The opposition (RJD + allies) emphasised Yadav-Muslim alliance, backward class upliftment, and promised more inclusive governance.

  • The third front (GDA) tried to appeal to minority, Dalit and regional interests (such as Seemanchal region). 
    Campaigns were laced with promise of beneficiaries and targeted community appeals (“one government job per family”, doubling of allowances for panchayats, etc.).

6.6 Welfare & women’s issues

Welfare schemes, especially targeting women (migrant families, households headed by women, self‐help groups), were heavily featured. Reports suggested that women voters might play a decisive role. 


Issues such as maternal health, child nutrition, housing, toilets, and village infrastructure also came up.

6.7 Regional issues and remote areas

Bihar is diverse – the Seemanchal region (north‐east Bihar) has its own dynamics: large minority population, under-development, cross‐border migration, riverine terrain, flood and erosion issues. Some parties specifically targeted these regional fault-lines.
Local issues such as flood management, river erosion, land rights, rural unemployment all factored in.


7. The Results and Outcomes

7.1 Overall outcome

According to results trends and official data, the ruling NDA achieved a decisive victory — reported leads for NDA were over 200 seats out of 243.

 One official source summarised: “NDA poised for landslide … as results emerge for all 243 seats. The NDA has won 153 seats and was leading in 49. The RJD-led MGB was trailing far behind, having won 22 seats and leading in 13.” 
Wikipedia summarises the seat distribution for the 18th assembly (post-2025 election) as: NDA together – BJP (89), JD(U) (85), LJP(RV) (19), HAM(S) (5), RLM (4) = 202 seats; MGB – RJD (25), INC (6), CPI(ML)L (2), CPI(M) (1), IIP (1) = 35 seats; GDA – AIMIM (5) seats; Others – BSP (1) seat. 
Thus, the NDA secured an overwhelming majority, enabling them to form the government comfortably and continue in power.

7.2 Key winners, losers and emerging patterns

  • Winner: The NDA’s clear majority indicates that the incumbent alliance’s message resonated with a majority of voters.

  • Loser: The Mahagathbandhan, despite high expectations and strong mobilising, failed to convert those into seats. Analysts noted “historic loss” for MGB. 

  • Emerging pattern: Women voters and higher turnout seem to have aided the incumbents; vote fragmentation in certain constituencies (with third-front role) may have diluted opposition strength.

7.3 What this victory implies

  • For Nitish Kumar and JD(U): Reinforcement of their long-standing position in Bihar’s politics, and continuing leadership of the state government.

  • For BJP: Strengthening of the party’s footprint in Bihar and their role as the dominant partner in the NDA coalition.

  • For opposition (RJD, Congress): Need for reassessment of strategy, alliance coherence, leadership style, and outreach into non-traditional voter segments.

  • For third-front politics: Though small in seats, the presence of GDA suggests fragmentation of the bipolar contest, potential for future re-alignment.

  • For governance: The strong mandate provides the ruling alliance latitude to pursue its development agenda, but also raises expectations among voters for performance.

Voter turnout and democratic health

The election was characterised by high participation, improved infrastructure and more accessible polling stations. The fact that there were no repolls and that the ECI heralded a “festive atmosphere” and peaceful voting indicates a positive sign for electoral governance. 
The increased turnout (e.g., ~64.7% in phase 1) indicates voter engagement. While turnout by itself doesn’t guarantee quality, it suggests that the electorate was motivated.


8. Analysis: Why Did the Results Turn Out This Way?

Several factors likely contributed to the outcome seen in Bihar.

Incumbency and governance record

The ruling alliance (NDA) was able to campaign on a track-record of governance, development projects, improved infrastructure, and promises of further progress. Nitish Kumar has built a reputation for relative stability and combining social engineering with development appeals. Analysts noted:

“What makes Nitish Kumar such an unshakable force in Bihar? His success lies in a rare blend of social engineering — uniting EBCs, Mahadalits and non-Yadav OBCs — and deep goodwill among women…”
Thus, the incumbents' advantage, combined with organisational strength and welfare initiatives, gave them a strong foundation.

8.2 Voter turnout, women participation, polling infrastructure

The improved polling infrastructure (more booths, fewer electors per booth, web-casting, roll revision) likely improved voter access and reduced logistical frustration. The greater participation of women voters (and leveraging of welfare schemes targeting women) also contributed. For example one report said:

“Winning Bihar is crucial because … political analyst … said women voters across India had turned out in greater numbers … The NDA secured 48.5% of the female vote …” 

 

In other words, improved administrative design + targeted schemes + political mobilisation = stronger turnout for the incumbents.

 Opposition’s weaknesses and fragmented vote

The opposition alliance, despite expectations, faced multiple handicaps:

  • Unity and coherence: Big alliances often face internal contradictions. The MGB encompassed many parties with distinct identities and interests.

  • Messaging and outreach: Analysts pointed to the opposition’s failure to convert promises into credible votes in many constituencies. 

  • Strategic disadvantage: With a strong incumbent strategy, and the third-front (GDA) present, the vote-split effect may have hurt opposition in key seats.

  • Caste/community shifts: Some voters from traditional opposition-leaning communities may have shifted allegiance due to development aspirations or other appeals.

Thursday, 13 November 2025

Google

  Google

Google LLC is one of the world’s largest technology companies, primarily known for its search engine, which organizes information from across the web and makes it universally accessible. Google operates under its parent company, Alphabet Inc., and offers a wide range of services — from search and advertising to artificial intelligence, cloud computing, mobile operating systems, and smart devices.

  • Founded on: September 4, 1998

  • Headquarters: Mountain View, California, United States

  • Founders: Larry Page and Sergey Brin

  • Current CEO: Sundar Pichai (since 2015)

  • Parent Company: Alphabet Inc. (formed in 2015)

Tuesday, 11 November 2025

pakistan vs sri lanka

 

pakistan vs sri lanka


the Pakistan women’s national cricket team (PAK W) and the South Africa women’s national cricket team (SA W) from the recent series. While the request was to cover also a match with the Sri Lanka women’s national cricket team, full detailed score-cards for a Pakistan vs Sri Lanka vs South Africa triangular match aren’t available; instead I have drawn from the available Pakistan vs South Africa match and also referenced a Sri Lanka vs South Africa match. If you like, I can fetch full detailed scorecards for all three teams in a triangular series. For now, here is a detailed ten-page (narrative length) style write-up of the Pakistan vs South Africa women’s match.

Friday, 7 November 2025

mumbai city vs kerala blasters

 mumbai city vs kerala blasters



Mumbai City FC and Kerala Blasters FC are two prominent clubs in the Indian Super League (ISL) with a strong and competitive rivalry. Key information about this fixture includes:

  • Teams: Mumbai City FC (The Islanders) vs Kerala Blasters FC (The Tuskers).

  • Stadiums: Mumbai plays at the Mumbai Football Arena, while Kochi's Jawaharlal Nehru Stadium is the massive home of Kerala Blasters.

  • Fan Bases: Mumbai has a growing, passionate fan base. Kerala is famous for having one of the largest and most vocal fan bases in all of Indian football, creating an incredible atmosphere.

  • Style of Play: Mumbai is often a possession-based, attacking team. Kerala typically employs a high-pressing, counter-attacking style.

  • Significance: Their matches are high-intensity affairs, fueled by the clash of a metropolitan club against a club representing a football-crazy state. Games are often closely contested and pivotal in the ISL league standings.


Version 2: More Descriptive and Narrative

The fixture between Mumbai City FC and Kerala Blasters FC is a classic modern rivalry in the Indian Super League, embodying a clash of cultures and footballing philosophies.

Mumbai City FC (The Islanders): Based in the country's financial capital, Mumbai represents a metropolitan, ambitious project. They are known for a stylish, possession-oriented brand of football and have been a consistently strong force, even winning the League Winners' Shield.

Kerala Blasters FC (The Tuskers): Hailing from the football-passionate state of Kerala, the Blasters are a people's club. They are renowned for their incredible home support at the packed Jawaharlal Nehru Stadium in Kochi and a thrilling, high-energy style of play centered on aggressive pressing.

When these two teams meet, it's more than just a game. It's a battle between Mumbai's structural, attacking prowess and Kerala's relentless, emotion-driven spirit. The matches are almost always eventful, fiercely competitive, and play a significant role in the race for the ISL playoffs, making it one of the most anticipated fixtures each season.

In essence, both versions convey that this is a major ISL clash between a powerful, metropolitan club (Mumbai) and a giant, community-driven club (Kerala), known for exciting and significant matches.

The history between these two sides is filled with memorable encounters:

  • The 6-Goal Thriller (ISL 2021-22): A match that epitomizes their clashes. Kerala Blasters took a 3-0 lead, only for Mumbai City to stage an incredible second-half comeback, scoring three goals in 13 minutes to draw 3-3. It was a rollercoaster of emotion.

  • The "Bipin" Final (ISL 2022 Final): While the final was between Kerala Blasters and Hyderabad FC, it was Mumbai City's Bipin Singh who scored a 90th-minute winner against Kerala in the semi-final of the 2020-21 season, a moment of heartbreak for the Manjappada that added a personal edge to the rivalry.

  • Playoff Battles: Their meetings in the knockout stages are always high-stakes, nerve-wracking affairs that add another layer to their competitive history.

4. Key Players in the Rivalry (Past and Present)

  • For Mumbai: Players like Ahmed Jahouh (the midfield maestro), Lallianzuala Chhangte (the pacy winger), and Apuia have been central to their battles against Kerala.

  • For Kerala: Figures like Adrian Luna (the creative genius), Ivan Kaliuzhnyi, and the relentless work rate of Sahal Abdul Samad in past seasons have been crucial in breaking down Mumbai's system.

Why This Rivalry Matters:

  • Metro vs. State: It's the classic narrative of a major metropolitan city against a whole state united by its love for football.

  • System vs. Passion: The clash between Mumbai's structured, CFG-influenced model and Kerala's raw, fan-driven passion.

  • League Deciders: Matches between them often have a significant impact on the race for the League Winners' Shield and the playoff spots, making every encounter critical.

Thursday, 6 November 2025

west indies vs new zealan

 west indies vs new zealand.

The West Indies arrived in New Zealand for a full tour: five T20Is, three ODIs, and three Tests

The first match of that tour took place on 5 November 2025 at Eden Park in Auckland
Local time saw the toss and start in the evening, given the day-night schedule typical in New Zealand (evening start around 19:15 local time). 

The setup: the Black Caps (New Zealand) are playing at home, well-used to their conditions (swing, seam movement, maybe slower pitches under lights). West Indies, the visiting side, know they must adapt quickly—both in batting and bowling.

Squads: West Indies named a T20 squad for this series; notably, Matthew Forde returned from injury, while Gudakesh Motie was left out of the T20 squad for this series after a dip in form. 

For New Zealand, the home side will rely on their bowlers who typically operate well in these conditions, and their batters who know the local decks.

So, the stage is set: a visiting side looking to make early inroads in the series, and a home side keen to defend their turf.


Toss & early phases

In the match, New Zealand won the toss and chose to … (the specific decision isn’t detailed in all sources—but we know batting first was the option). What this means tactically: setting a target and having the cushion of scoreboard pressure.

Early overs would have seen both sides trying to read conditions. For West Indies, key bowlers would be called upon early to make impact (especially with the new ball or under lights). For New Zealand, openers would look to get set and rotate strike rather than blast away immediately, given the conditions.

The match unfolded such that West Indies posted a total of 164/6 in their 20 overs. (From the Times of India summary: “defended their total of 164/6”). 

That 164 becomes the benchmark for New Zealand to chase, under lights, in a top-of-the-tour clash.


Key batting performances

For West Indies:

  • The total of 164 suggests contributions across the board. While I don’t have full individual scores in my sources, one of the central performances was from West Indies’ batting depth to reach that number.

  • In these situations, a T20 score of 160-170 in New Zealand can be competitive under lights—especially if the bowling holds.

For New Zealand:

  • A standout individual was Mitchell Santner, who scored 55 off just 28 deliveries for New Zealand. 
    That sort of strike-rate (55/28) is damage-limiting from the visitor’s perspective, but the back-up from the rest of the batting might not have been sufficient.

  • The fact that New Zealand still lost despite that fast fifty underlines the importance of full-team contributions.


Bowling & fielding drama

West Indies’ bowlers and fielders deserve credit:

  • They defended 164, which means they held their nerve in key phases: middle overs (6-15) and death overs (16-20) when batsmen try to accelerate.

  • New Zealand were “contained” in the chase: the Windies’ bowling unit did a “crucial job”. From New Zealand’s side, despite Santner’s blitz, others did not deliver enough.

Fielding under pressure (at night, chasing) is often the difference: West Indies likely took catches, saved runs in the deep, and applied pressure with disciplined lines.


The turning points

Several moments likely swung the game:

  • Santner’s 55 gave New Zealand a match-winning opportunity, but momentum was not sustained.

  • Possibly, a partnership from West Indies set the foundation, then middling scores from New Zealand meant they always had to play catch-up.

  • In T20s under lights, the later overs matter hugely. If the chasing side falters at the death (say last 4-5 overs), even a moderate target becomes tricky. West Indies likely exploited that.

  • New Zealand might have lost quick wickets, or the run‐rate pressure built up such that they could not fully unleash their batting.


Final result & what it means

Result: West Indies edged home by seven runs

What does this result mean?

For West Indies:

  • A great start to the tour. Winning on foreign soil in the T20 format gives them confidence.

  • Demonstrates that their bowling unit (often the weaker link) can step up in New Zealand conditions.

  • Sets a tone for the rest of the series: they will believe they can win away from home.

For New Zealand:

  • A setback. Losing at home, especially when they had a key player like Santner firing, means there are question marks.

  • They may need to regroup: adjust bowling changes, batting strategies, maybe reassess death-over plans.

  • But the margin is narrow – seven runs – so this isn’t catastrophic, it’s a fine margin. They still have time in the series.


Players to keep an eye on moving forward

West Indies

  • The bowlers who defended under pressure: perhaps their spinners or seamers held up well.

  • The batting supporting acts aside from the big hitters: building partnerships rather than just hitting out.

  • Any new inclusions (like Forde returning) who can change the pace of the game.

New Zealand

  • Mitchell Santner obviously with that 55/28 shows he is capable of changing the game quickly.

  • The rest of the batting: need to step up.

  • Perhaps their bowling strategy at the death: can they contain good hitters in the West Indies line-up?


Looking ahead in the series

Given this is the first T20I of a five-match series (5 T20Is, then 3 ODIs, then 3 Tests) between West Indies & New Zealand. 
The implications:

  • West Indies now have momentum; New Zealand will want to respond immediately in the 2nd T20I (scheduled the next day on 6 November also at Eden Park) to keep the home crowd engaged.

  • Over the series, failing to build early wins can cost big in limited-overs formats; thus both teams will review their strategies.

  • The pitch and conditions may vary as the tour moves to other venues (Nelson, Dunedin) for later T20Is — adaptation is key.

  • This result serves as a barometer: which side handles pressure better in the foreign conditions?


Why this match matters

Beyond just one win, this match holds significance:

  • For West Indies: touring New Zealand has always been challenging (different conditions, bowling-friendly surfaces). A win underlines progress.

  • For New Zealand: losing at home opens up questions about their ability to close out tight games in T20s — something which is increasingly important in modern white-ball cricket.

  • The T20 format, being dynamic and short, magnifies small errors. Fielding lapses, death-over bowling, missed runs—all are punished.

  • With the 2026 T20 World Cup on the horizon, both teams will be using this series to fine-tune combinations, strategies, and player fitness.


Key take-aways

  • A score of 164 by West Indies was defendable but not overly daunting; their bowlers earned the victory.

  • New Zealand’s Santner made the difference with the bat, but cricket is a team game and one player, however brilliant, can’t win alone.

  • The margin (seven runs) was slim — emphasising how critical every over, every extra, every catch is in T20.

  • Momentum is now with West Indies — they will look to consolidate. New Zealand must respond fast to avoid sliding in the series.

  • Conditions matter: night games, foreign pitches, pressure of expectation—each factor played its role.


Conclusion

This opening T20I between West Indies and New Zealand set the tone for a compelling tour. West Indies, often the under-dogs in New Zealand conditions, took early advantage by combining sensible batting, disciplined bowling and sharp fielding. New Zealand, for their part, had flashes of brilliance but ultimately came up short in the clutch moments.

For fans and analysts alike, what stands out is how teams under modern pressures must perform across all facets — batting, bowling, fielding, mental composure. A seven-run win may look narrow, but in T20 this is comfortable; it suggests the winning side got the big moments right.

As this tour rolls on with more T20s, followed by the ODIs and then the Test matches, both sides will reflect, adjust and aim to sharpen. For West Indies, it’s a statement of intent; for New Zealand, a wake-up call.

Tuesday, 4 November 2025

ChatGPT

 what is ChatGPT

1. Introduction


ChatGPT is one of the most influential and advanced artificial intelligence (AI) chatbots ever created. It is designed to understand human language, generate natural responses, and assist with a wide range of tasks—from answering questions and writing essays to programming and research assistance. ChatGPT was developed by OpenAI, an AI research and deployment company based in San Francisco, California.

This report explores how ChatGPT was created, who was involved, how many people and jobs were part of its development, where the organization operates globally, and how this groundbreaking technology continues to shape the future of AI.


2. The Origins of ChatGPT

ChatGPT is built on a technology known as the Generative Pre-trained Transformer (GPT). The concept of the GPT model originated from a research breakthrough in 2017, when a team of Google researchers introduced the Transformer architecture — a new way of processing sequences of words more efficiently than older methods.

OpenAI adopted and expanded this idea to create GPT models that could learn from vast amounts of text data and produce human-like text.

  • GPT-1 (2018): The first version, a proof of concept.

  • GPT-2 (2019): A larger model capable of producing coherent paragraphs.

  • GPT-3 (2020): Containing 175 billion parameters, it revolutionized natural language processing.

  • GPT-3.5 (2022): Enhanced reasoning and chat capabilities, used in early ChatGPT versions.

  • GPT-4 (2023): Multimodal (text and image) model with improved reasoning.

  • GPT-5 (2025): Current version, representing significant progress in contextual understanding and long-term memory.

These versions reflect years of continuous improvement, experimentation, and scaling of AI systems by the OpenAI research team.


3. The Founders and Key Figures Behind ChatGPT

OpenAI was founded in December 2015 by several well-known entrepreneurs, researchers, and technology leaders. The organization’s mission was (and remains) to ensure that artificial general intelligence (AGI) benefits all of humanity.

The main founders and leaders include:

  • Sam Altman – CEO of OpenAI; provides strategic direction and leadership.

  • Greg Brockman – President and co-founder; responsible for engineering and company structure.

  • Ilya Sutskever – Chief Scientist; one of the world’s leading AI researchers.

  • Elon Musk – Co-founder and early investor (no longer active at OpenAI).

  • John Schulman and Wojciech Zaremba – Senior researchers and co-founders.

These individuals and their teams of scientists, engineers, ethicists, and data specialists made ChatGPT possible.


4. How ChatGPT Was Built

4.1 Data Collection

To train ChatGPT, OpenAI used massive datasets composed of publicly available text, licensed materials, and data created by human trainers. These datasets included billions of words from books, articles, websites, and other sources.

4.2 Machine Learning Process

The GPT models are trained through a process called unsupervised learning — where the AI predicts the next word in a sentence based on previous words. Over time, the model learns grammar, facts, reasoning patterns, and writing styles.

4.3 Reinforcement Learning from Human Feedback (RLHF)

A key innovation in ChatGPT’s training was RLHF, a technique where human reviewers rank AI-generated responses. The model learns which kinds of responses users prefer, improving its helpfulness, accuracy, and tone.

4.4 Hardware and Computation

Training these models requires vast computing power. OpenAI used thousands of NVIDIA GPUs running on Microsoft Azure, one of the largest cloud computing infrastructures in the world. The process can take weeks or months of continuous computation.


5. The Team Behind ChatGPT

OpenAI’s workforce is diverse and multidisciplinary. While the exact number of people directly involved in creating ChatGPT is not public, estimates suggest hundreds of professionals contributed to its research, design, and deployment.

Key roles include:

  • AI Researchers and Data Scientists – Develop and test models.

  • Software Engineers – Build and maintain infrastructure.

  • Product Designers – Create the user interface and experience.

  • Ethicists and Policy Experts – Ensure responsible use of AI.

  • Security and Safety Teams – Protect data and prevent misuse.

As of 2025, OpenAI employs more than 1,000 people across its research and product divisions.


6. OpenAI’s Branches and Global Presence

OpenAI’s headquarters are located in San Francisco, California, in the United States. However, it also has additional offices and partnerships around the world.

Known or affiliated locations include:

  • Seattle, Washington (USA) – Research and engineering hub.

  • London, United Kingdom – European research and partnership office.

  • Remote Global Teams – Employees and collaborators located in various countries.

  • Partnerships with Microsoft (Redmond, Washington) – Integration through Microsoft Azure and Copilot technologies.

This global structure allows OpenAI to collaborate internationally, recruit top talent, and ensure that AI research benefits people worldwide.


7. Jobs Created by ChatGPT and the AI Industry

The rise of ChatGPT has created thousands of new jobs in both direct and indirect ways.

7.1 Direct Jobs at OpenAI

OpenAI employs:

  • AI researchers

  • Data engineers

  • Product managers

  • Ethics and safety specialists

  • Customer success and support staff

7.2 Indirect Job Creation

Beyond OpenAI, ChatGPT has fueled growth in:

  • Education technology – AI tutors, writing tools, learning assistants.

  • Software development – AI coding helpers and documentation tools.

  • Customer service – Chatbots powered by GPT models.

  • Content creation – Marketing, journalism, and creative writing industries.

Globally, AI tools like ChatGPT have helped create tens of thousands of new positions in technology, communication, and education.

While it’s difficult to predict the exact number of future jobs, experts anticipate millions of new roles emerging in AI development, training, ethics, and oversight in the coming decade.


8. Ethical Considerations and Responsible AI

As ChatGPT grows more powerful, OpenAI prioritizes safety, transparency, and ethical use.
Some major areas of focus include:

  • Preventing misinformation

  • Avoiding harmful or biased responses

  • Ensuring user data privacy

  • Promoting fair access to AI technology

OpenAI works with external partners, governments, and independent researchers to make sure its models are used safely and ethically.


9. Future Development of ChatGPT

ChatGPT continues to evolve rapidly. Future goals include:

  • Improved reasoning and factual accuracy

  • Long-term memory to maintain context across conversations

  • Enhanced voice and multimodal capabilities (understanding text, images, and video)

  • Integration with more software and services for real-world assistance

As of 2025, OpenAI’s GPT-5 powers ChatGPT with state-of-the-art performance in natural language understanding and creativity.


10. Conclusion

ChatGPT represents a major milestone in artificial intelligence research. Created by OpenAI and led by innovators like Sam Altman, Greg Brockman, and Ilya Sutskever, it brings together the work of hundreds of researchers and engineers around the world.

From its humble beginnings as a research experiment to a global AI platform, ChatGPT has reshaped how humans interact with technology. It has also created thousands of jobs, opened new industries, and inspired countless innovations.

As AI continues to develop, ChatGPT stands as both a tool and a symbol of what responsible and collaborative AI development can achieve.

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