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Why Checking Is Cheaper Than Knowing
Extra thinking only becomes extra intelligence where answers can be checked cheaply. The map of cheap verification is the map of where AI will advance fastest.
Read article// Newsroom · Dhadi Sai Praneeth ReddyNews, build logs and ideas.
About this newsroom
This is where I keep the record: what I've won, launched and been recognized for, alongside the technical writing and videos behind the work.
- News
- 19
- Wins
- 4
- Articles
- 4
- Videos
- 2
- Minutes to read & watch
- 74
Latest
00Featured
The highlights.
Stories about the work and the people who noticed it.
Solo architectLaunchEagle Force Telangana: India's first AI-enabled law enforcement platform, launched by the DGP
At 20, I architected the official website and AI platform of EAGLE Force, Telangana Police, as a solo developer: 26 modules and three AI engines (SAHAY AI, SHIELD AI, MITRA-TG), launched by DGP Shri B. Shivadhar Reddy, IPS.
EAGLE Force, Telangana Police · 31 Mar 2026
Read story
Consolation PrizeRecognitionRecognized by the Chief Minister of Telangana for an AI-made anti-drug short film
On the International Day Against Drug Abuse, I received the Consolation Prize in TG ANB's state-level short film competition from Hon'ble Chief Minister Shri Anumula Revanth Reddy, for an animated anti-drug film I made with AI-based visual storytelling.
Government of Telangana · Telangana Anti Narcotics Bureau (TG ANB) · 26 Jun 2025
National FinalistHackathonNational Finalist, HackIndia 2025 Grand Finale: top 30 in India
Of 100+ teams from 250+ universities across 18 states, I reached the top 30 at the HackIndia 2025 Grand Finale in Web3 and AI, and received the National Finalist trophy from Dr. Ben Goertzel, founder of SingularityNET.
HackIndia · 26 Sept 2025
Best Startup 2025–26StartupAtlas AI Labs wins the CSI Hyderabad Best Startup Award 2025–26, six months after founding
Computer Society of India (CSI), Hyderabad Chapter · 13 Jul 2026
1st placeHackathon1st place at Gen AI Hackathon 2025 with QwiX CV, an AI resume optimiser
Dept. of CSE, Vasavi College of Engineering · SmartBridge · nasscom · FutureSkills Prime · 9 Mar 2025
Solo architectLaunch
Eagle Force Telangana: India's first AI-enabled law enforcement platform, launched by the DGP
At 20, I architected the official website and AI platform of EAGLE Force, Telangana Police, as a solo developer: 26 modules and three AI engines (SAHAY AI, SHIELD AI, MITRA-TG), launched by DGP Shri B. Shivadhar Reddy, IPS.
EAGLE Force, Telangana Police · 31 Mar 2026
Read story- Consolation PrizeRecognition
Recognized by the Chief Minister of Telangana for an AI-made anti-drug short film
On the International Day Against Drug Abuse, I received the Consolation Prize in TG ANB's state-level short film competition from Hon'ble Chief Minister Shri Anumula Revanth Reddy, for an animated anti-drug film I made with AI-based visual storytelling.
Government of Telangana · Telangana Anti Narcotics Bureau (TG ANB) · 26 Jun 2025
- National FinalistHackathon
National Finalist, HackIndia 2025 Grand Finale: top 30 in India
Of 100+ teams from 250+ universities across 18 states, I reached the top 30 at the HackIndia 2025 Grand Finale in Web3 and AI, and received the National Finalist trophy from Dr. Ben Goertzel, founder of SingularityNET.
HackIndia · 26 Sept 2025
- Best Startup 2025–26Startup
Atlas AI Labs wins the CSI Hyderabad Best Startup Award 2025–26, six months after founding
Computer Society of India (CSI), Hyderabad Chapter · 13 Jul 2026
- 1st placeHackathon
1st place at Gen AI Hackathon 2025 with QwiX CV, an AI resume optimiser
Dept. of CSE, Vasavi College of Engineering · SmartBridge · nasscom · FutureSkills Prime · 9 Mar 2025
01
Hackathon Wins4
WinnersHackathonWinners of Innovasia 2025 with an AGI conceptual prototype
Dept. of CSE, Vasavi College of Engineering · Innovasia 2025, national-level hybrid hackathon
- National FinalistHackathon
National Finalist, HackIndia 2025 Grand Finale: top 30 in India
HackIndia · HackIndia 2025 Grand Finale
1st placeHackathonChampion No. 1 at HackIndia 2025 Spark 6, the Hyderabad regional at CBIT
HackIndia, hosted at Chaitanya Bharathi Institute of Technology (CBIT) · HackIndia 2025 Spark 6 (Hyderabad regional)
- 1st placeHackathon
1st place at Gen AI Hackathon 2025 with QwiX CV, an AI resume optimiser
Dept. of CSE, Vasavi College of Engineering · SmartBridge · nasscom · FutureSkills Prime · Gen AI Hackathon 2025
- View all 4 in Hackathon Wins
02
Startup & Awards3
- Best Startup 2025–26Startup
Atlas AI Labs wins the CSI Hyderabad Best Startup Award 2025–26, six months after founding
Computer Society of India (CSI), Hyderabad Chapter · CSI Annual Excellence Awards
Best Startup 2025StartupBest Startup 2025: CSI Hyderabad Chapter award for founding QwikZen Group India
Computer Society of India (CSI), Hyderabad Chapter · CSI Avensis 2K25 Regional Convention
Best Poster AwardAwardBest Poster Award from TGANB for Shield AI, and the launch of QwiXShield
Telangana Anti-Narcotics Bureau (TGANB) · Inter-Collegiate Competition on Anti-Drug Awareness
- View all 3 in Startup & Awards
03
Recognition & Honours2
Selected, ~5% of applicantsRecognitionSelected for Amazon ML Summer School 2025: about 3,000 from 60,000+ applicants
Amazon · Amazon Machine Learning Summer School 2025
- Consolation PrizeRecognition
Recognized by the Chief Minister of Telangana for an AI-made anti-drug short film
Government of Telangana · Telangana Anti Narcotics Bureau (TG ANB) · State-Level Short Film Competition, International Day Against Drug Abuse and Illicit Trafficking
- View all 2 in Recognition & Honours
04
Launches & Milestones2
- Solo architectLaunch
Eagle Force Telangana: India's first AI-enabled law enforcement platform, launched by the DGP
EAGLE Force, Telangana Police · Official launch of the Eagle Force website and AI platform
VerifiedSource linked - View all 2 in Launches & Milestones
05
In the Press4
Cover story panellistPressJuly 2026 cover story: AI in Pharma, Pharmaceutical Ingredients Review, with the ANCOVE framework
Pharmaceutical Ingredients Review · AI in Pharma, July 2026 cover story
VerifiedSource linked
Published op-edPressFrom Coders to Architects: my article on India and the agentic AI era, in Press Media English Daily
Press Media English Daily
VerifiedSource linked
1 of 36 globallyPublication1 of 36 globally: QwiXGenie featured in the India AI Impact Summit 2026 Compendium
India AI Impact Summit 2026 Compendium: Real-World Impact of AI in Education
VerifiedSource linked
Patent publishedPublicationPatent published: AI-based AQI prediction and monitoring system for urban environments
QwikZen Group India (XpeditionR) · Dept. of CSE, Vasavi College of Engineering · Indian patent application publication
- View all 4 in In the Press
06
Talks & Panels3
SpeakerTalkSpeaker at Metamorphosis'26, T-Hub Hyderabad: building agent platforms that survive production
Metamorphosis'26 · Metamorphosis'26, AI × Web3 conference
PanellistTalkPanellist at AI in Pharma: trustworthy AI for pharmaceutical supply chains with the ANCOVE framework
Pharmaceutical Ingredients Review (Pharma India Magazine) · AI in Pharma expert panel
VerifiedSource linked
Guest lecturerTalkGuest lecture at Lords Institute on NP-completeness, and the launch of Atlas Academy
Lords Institute of Engineering & Technology (Autonomous), Hyderabad · Guest lecture: Understanding NP-Completeness Through Reductions, a Problem-Centric Approach
- View all 3 in Talks & Panels
07
Networking & Events1
Founder & CTO, QwikZenNetworkingRepresenting QwikZen Group India at BizHack 2025, T-Hub
BizHack 2025 · Two-day business marathon
- View all 1 in Networking & Events
06Blogs
Build logs and deep dives.
- Part 3 of 3
The Price of Thought
Why Checking Is Cheaper Than Knowing
- The Price of Thought
- AI Verification
- Generation Vs Verification
7 min readAdvanced - Part 2 of 3
The Price of Thought
The Machine That Doesn't Know When to Stop
- The Price of Thought
- AI Overthinking
- Metareasoning
8 min readAdvanced - Part 1 of 3
The Price of Thought
Intelligence Has a Meter Now
- The Price of Thought
- Test-time compute
- AI reasoning cost
10 min readAdvanced - Part 1 of 1
AGI research
The Day My AI Said Mitochondria Produce Oxygen
- AGI
- QwiXAGI
- Cognitive architecture
11 min readIntermediate - More articles
07Vlogs
Videos and explainers.
08Series