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Issue #0031โ25 October 2026โPHP2Shell: AI ne dhoondha bug, AI se hi hua hamlaโnextaitoday.in
๐ฏ This Week's Big Story
PHP2Shell: AI ne web ke ~70% ka bug pakda, patch abhi lagao
PHP mein do critical RCE bugs (CVE-2026-109618/109619, CVSS 9.2) AI models ki madad se mile. Wiz ke claim ke mutabik PHP web ke ~70% sites chalata hai. 21 Oct ko emergency patches aaye: PHP 8.5.12, 8.4.27, 8.3.36, 8.2.35. Unit 42 ki report ke mutabik, attackers ne agentic AI se ek European government entity compromise ki. WordPress/Drupal chalate ho? PHP binary update karo, plugin nahi.
๐ Section 01
New AI Tools of the Week
๐ฎ๐ณ India Launch โ Made in Bharat
VapusData OS
New Delhi ki VapusData ne 21 Oct ko VapusData OS launch kiya. Press release ke mutabik yeh ek decentralised, governed AI Data OS hai jo existing enterprise systems ko AI models aur agentic workflows se jodta hai. Nabhik AI naam ki agentic layer approvals aur human oversight ke saath workflows chalane ka claim karti hai. Yeh company ka claim hai. Pricing, benchmarks aur customers ki detail source mein nahi thi.
Official Link โ๐ Global Top Picks โ Must-Know Tools
Claude Duet (Research Preview)
Anthropic ne 21 Oct ko Claude Duet ka research preview khola. Yeh alag app hai jo proactive agent ki tarah roz subah connected apps ka brief bhejti hai aur sirf zaroori cheezon par ping karti hai. Anthropic ke mutabik yeh Opus 5.5 par bana hai, 6,000+ connectors (Gmail, Slack, Notion etc.) support karta hai, aur message bhejne ya payment jaise kaam se pehle approval maangta hai. Abhi sirf US ke Pro/Max subscribers ke liye waitlist hai. Background checks bhi plan limits mein count hote hain. India availability ki detail source mein nahi thi.
Official Link โ
OpenAI Models + Codex on Google Cloud
21 Oct ko OpenAI aur Google Cloud ne announce kiya ki GPT-6 Astra, GPT-6.1 Sol, GPT-6 Luna aur Codex workflows Model Garden mein aa rahe hain. The Next Web ke mutabik abhi private preview hai, GA aane wale hafton mein. Customers Google Cloud Marketplace se kharid sakte hain aur existing Google spend commitments use kar sakte hain; Microsoft OpenAI ka primary cloud partner bana hua hai. India pricing aur region availability ki detail source mein nahi thi.
Official Link โ
Kimi K3.1 Pro
Moonshot ne Kimi K3.1 Pro release kiya (Kimi.ai, Kimi Code aur API par) aur 4 Nov tak open weights ka vaada kiya. Company ke claim ke mutabik: 3T-class model, 1M context, Terminal-Bench 4.0 par 65.7% (GPT-6 Astra ke 58.2% se aage, Claude Opus 5.5 se thoda peeche), aur apne stress test mein hallucination 23.4% se 8.3%. Moonshot ke mutabik open-weight se pehle cyber-attack data training se hataya gaya. Yeh numbers AI Weekly ke summary se hain, independent verification nahi hai. Weights aane ke baad hi asli test hoga.
Official Link โ
Cursor Computer Use
Ek blog report ke mutabik Cursor ne 23 Oct ko Computer Use announce kiya: coding agents ab sirf browser nahi, kisi bhi desktop app mein click aur type kar sakte hain. Headline demo: agent iOS feature banata hai, Simulator kholta hai, flow tap karke result dekhta hai aur code fix karta hai. Updated Cursor install aur macOS Accessibility plus Screen Recording permissions chahiye, aur agent prompt mein @Computer Use se trigger hota hai. Cursor ka primary post humne nahi dekha. Pricing aur limits ki detail source mein nahi thi.
Official Link โ๐
Section 02
Upcoming AI Events & Hackathons
๐ฎ๐ณ India Events โ Apna Desh, Apna Stage
Black Hat India 2026
27โ30 Oct 2026 ยท Sheraton Grand, Brigade Gateway, Bengaluru
Black Hat ka pehla India edition Bengaluru mein: trainings, Summit Day, do din ke Briefings aur Arsenal open-source tool demos. PHP2Shell aur CERT-In ke agent advisory ke baad AI security ka mahaul garam hai, isliye yahan agentic attack/defence talks par nazar rakhna. Agenda aur speaker list source mein poori nahi thi.
Learn More โ
Civo Navigate India 2026 (Sovereignty and AI Edition)
24 Nov 2026 ยท Sheraton Grand Bengaluru Whitefield
Civo ka flagship India event: AI, cloud infrastructure aur data sovereignty par keynotes, panels aur technical sessions. Organiser ke claim ke mutabik 1,000+ tech leaders aayenge. Ticket price aur final agenda ki detail source mein confirm nahi thi.
Learn More โ
WeAreDevelopers Conference India
25โ26 Nov 2026 ยท BIEC, Tumkur Road, Bengaluru
WeAreDevelopers ka pehla India edition, developers, AI engineers aur engineering leaders ke liye. Dates aur venue organiser ke magazine post se hain. Speaker lineup aur ticket details source mein nahi thi.
Learn More โ
GAINS 2026 (Great International AI Native Summit)
9โ10 Dec 2026 ยท Bengaluru (venue TBC)
GIDS banane wali Saltmarch ka naya engineering-first summit: coding agents, orchestration, evaluation, observability, governance aur autonomous operations. Yeh link aggregator ka hai (primary site humne nahi dekhi), aur ek listing mein venue abhi to be confirmed likha hai.
Learn More โ๐ฌ Section 03
Top Research Papers
๐ Global Research
Claude ne 123 open-source libraries ko Rocq mein formally verify kiya
Anthropic Frontier Red Team
Anthropic Frontier Red Team (Theorem ke saath) ke 22 Oct ke post ke mutabik (AI Weekly ke summary ke hisaab se): Claude ne ~180M lines Rocq likhe jo 123 libraries ke 239 fuzz-test entry points ki security properties RISC-V assembly level par verify karte hain. Hundreds of bugs mile, kuch aise jo trillions of automated test runs se bach gaye the. Opus 5.5 ne 36 benchmark tasks mein se aadhe prove kiye, Opus 5 se 40% kam tokens mein. Original post ka poora text humne nahi padha.
Read More โ
Fancy coding-agent harness: cost 3x, accuracy wahi
Shandong University
VentureBeat ki report ke mutabik Shandong University ne Claude Code, OpenCode aur mini-SWE-agent ko 5 models par ~500 SWE-Bench Verified tasks par test kiya. Elaborate aur minimal harness ki success rate 5-point ke andar barabar rahi, par cost per task 3x tak badli. Berkeley Sky Computing/Arena ki HarnessTax study ne cost multiplier 5x tak bataya. Agents chalane wali Indian teams ke liye seedha cost-control ka sabak.
Read More โAvalon-M1: training ke saath agents ne problems report karna band kar diya
General Reasoning
General Reasoning (8-person lab) ne 23 Oct ko Avalon-M1 release kiya: Nemotron 3 Super par bana agent-organization model, jisme 9 tak agents (ek CEO plus specialists) 12 ghante tak chal sakte hain. AI Weekly ke summary ke mutabik lab ki 81-page report kehti hai ki agents 96.7โ100% cases mein problem pehchante hain, par human overseers ko unsafe action report karna 76.7% se girkar 0% ho gaya. Yeh lab ka apna claim hai, independent replication nahi.
Read More โ
IQuest-Q1: agentic CLI ke liye 320B MoE
IQuest Research
IQuest Research ke technical report ke mutabik IQuest-Q1 ek 320B sparse MoE hai (15B active, 512K context) jo command-line aur software engineering tasks ke liye bana hai. Paper ke apne claims: Terminal-Bench 2.1 par 83.2, SWE-Bench Pro par 57.5, GPQA Diamond 93.3, aur live deployment mein 30 vulnerability reports. Yeh paper ke numbers hain, independent evals ka intezaar karo.
Read More โGenAI se OSS coding time aadha, par 25% PRs AI slop
Linux Foundation Research
Linux Foundation Research ki 20 Oct ki report ke mutabik 59% maintainers ko contributions badhte dikh rahe hain, par maintainers ke andaaze se 25% incoming pull requests low-quality AI slop hain (bade projects mein ~31%, ECI Research ke summary ke mutabik). Time-saving ke numbers self-reported hain, controlled experiment nahi. India ke contributors ke liye sabak: PR bhejne se pehle test karo aur AI use disclose karo.
Read More โโฐ๏ธ Section 04
AI Graveyard
๐ชฆ
Gemini 2.5 Pro, Flash & Flash-Lite (Vertex AI)
Vertex AI se retire ยท 20 Oct 2026
- What it was: Google ke Gemini 2.5 family models, Vertex AI par June 2025 mein GA hue the (Flash-Lite July 2025 mein).
- What happened: Vertex AI par retirement date 20 Oct 2026 rahi (pehle 16 Oct thi, Google ne aage khiska di). Gemini Developer API par yeh models deprecate nahi hue, bas 18 Sept se sirf purane users ke projects hi inhe call kar sakte hain.
- Why it died: Model upgrade. Google ab gemini-3.8-flash, gemini-3.5-flash ya gemini-3.5-flash-lite ki taraf bhej raha hai.
Source: https://killedbyai.net/dead/gemini-2-5-pro-flash-flash-lite-vertex-ai/
๐ชฆ
OpenAI ke purane GPT-3.5 / GPT-4 snapshots (23 Oct batch)
Scheduled shutdown ยท 23 Oct 2026
- What it was: gpt-3.5-turbo-0125, gpt-4-turbo, gpt-4o-2024-05-13, o1, o4-mini jaise purane snapshots jo kai apps ke backend mein chal rahe the (OpenAI ki deprecations list ke mutabik).
- What happened: OpenAI ne in snapshots ke liye 23 Oct 2026 shutdown date tay ki thi. Actual cutover ki alag se confirmation hamare sources mein nahi thi.
- Why it died: Model upgrade. Secondary summaries ke mutabik suggested replacements gpt-5.6-sol aur gpt-5.6-terra hain.
Source: https://developers.openai.com/api/docs/deprecations
โ
Is hafte ka sabak seedha hai: AI ab bug dhoondhne mein bhi tez hai aur hamla karne mein bhi. Patch, permissions aur monitoring ki raftaar ab insaani nahi, machine-speed chahiye.
โ Editorial Observation, 25 October 2026
๐ฎ๐ณ Section 05
India AI Beat โ Desi Developments
Chennai ko mila AI supercluster: Vultr ka 34th region
YourStory ke roundup ke mutabik Vultr ne Chennai ko apna 34th global cloud data centre region announce kiya, jisme AMD Instinct MI355X GPUs wala AI supercluster 20 MW se shuru hoga. Go-live date aur pricing ki detail source mein nahi thi. India mein GPU capacity ki race mein ek aur naya khiladi.
Source: YourStory โ
GCCs 2031 tak 3.7M employees tak: Embark report
YourStory ke mutabik Embark ki report kehti hai ki India ke global capability centres 2.3 million employees se badhkar 2031 tak 3.3โ3.7 million tak ja sakte hain. Isse 1โ1.4 million net jobs aur 150โ170 million sq ft extra office demand banti hai. Yeh projection hai, guarantee nahi.
Source: YourStory โ
AI Homecoming: global labs se Indian startups ki taraf talent
Inc42 ki 21 Oct ki AI Shift edition ke mutabik Inc42 ki apni report mein Q3 2026 mein India ki AI funding saal-dar-saal 235% badhi. Edition ka argument hai ki global labs se researchers wapas India aa rahe hain, jaise OpenAI ki Applied Evals team ke ek purane lead. Yeh Inc42 ka analysis hai, aur kitne log wapas aaye iska data source mein nahi tha.
Source: Inc42 โ๐ผ Section 06
AI Jobs This Week
๐ฅ This Week's Hot Skills โ October 2026
Agent Sandboxing & SecurityAI-Assisted Vulnerability ResearchAgent Evals & Harness Cost ControlFormal Verification (Rocq/Lean)Proactive Agents & Approval UXMulti-Cloud Model Routing
Yeh skills is hafte ki khabron se nikle hain: PHP2Shell, agent-safety papers aur harness-cost study.
Open Research & Engineering Roles (Global, incl. Bengaluru)
Google DeepMind
Research ScientistRL & Post-TrainingRoboticsGemini App
Open Engineering & Security Roles (Bengaluru, Chennai)
Atomicwork
BackendPlatform InfraAppSecWorkflow Integration
Open AI & Engineering Roles (Bengaluru)
Get Well Network
AI EngineerAI QA / EvalsStaff & PrincipalBengaluru
๐ฐ AI Salary Ranges โ India Market
โน8-15 LPA Junior (0-2 Years)
โน8-15 LPA
โน18-35 LPA Mid (3-5 Years)
โน18-35 LPA
โน40-75 LPA Senior (6-10 Years)
โน40-75 LPA
โน80L-1.5 Cr+ Lead/Staff (10+ Years)
โน80L-1.5 Cr+
๐ Previous Issues
#030#029#028#027#026
October 18, 2026
Rogue Agents ka India Chapter + Meta ka Muse Wonder
October 11, 2026
Anthropic's Incident Disclosure, White House Mandate & Claude Haiku 5.5
October 4, 2026
GPT-6.1 Astra Scrapped, OpenAI Dots & Claude Sonnet 5.5
September 27, 2026
OpenAI Training Pause, Claude Opus 5.5 & India's Agentic AI Push
September 20, 2026
Anthropic's Evaluator Deal, Claude's 26% R&D Disclosure & The Claude-Powered OpenAI Hack Special