Today's Top Tech Headlines - January 12, 2026
A curated roundup of the most important tech news stories today.
TechFeed24
Today's Top Tech Headlines: AI Benchmarks, Defense Funding, and Smartphone Surprises
The tech world is buzzing today with major moves in Artificial Intelligence testing, significant startup funding aimed at African defense autonomy, and surprising shakeups in the mobile hardware space. From ensuring Large Language Models (LLMs) are telling the truth to potential cancellations of highly anticipated foldable phones, here is your essential digest of what moved the needle in technology today.
🤖 AI & Machine Learning Breakthroughs
The race for better, more reliable AI is heating up, not just in training models but in rigorously testing their output. We’re seeing new tools designed to keep these powerful systems honest.
FACTS Benchmark Suite Introduced to Evaluate Factual Accuracy of LLMs
A crucial new tool, the FACTS Benchmark Suite, has launched to systematically test how factually accurate today’s Large Language Models (LLMs) truly are. As AI models become integrated into critical decision-making processes, objective evaluation for truthfulness—not just fluency—is paramount for user trust. Source: InfoQ | Read more
Quantizing LLMs Step-by-Step: Converting FP16 Models to GGUF
For developers and enthusiasts running powerful LLMs locally, memory constraints are a constant battle. This technical guide walks through the process of quantization, specifically converting models from the standard FP16 format to the more efficient GGUF format to drastically reduce the required VRAM. Source: Machine Learning Mastery | Read more
Supervised Learning: The Foundation of Predictive Modeling
While the spotlight shines on deep learning, this article serves as a vital refresher on Supervised Learning, the bedrock technique for most predictive modeling tasks. Understanding these foundational concepts is key to appreciating how modern AI systems are initially built and trained. Source: Machine Learning Mastery | Read more
🏢 Business & Startup Ecosystem Shifts
Venture capital is flowing into sectors focused on national security and revenue diversification, highlighting strategic shifts among established tech players.
These Gen Zers just raised $11.75M to put Africa’s defense back in the hands of Africans
The defense technology startup Terra has successfully emerged from stealth mode with a significant $11.75 million funding round led by 8VC. This investment signals strong backing for building indigenous defense capabilities across the African continent, aiming to reduce reliance on external suppliers. Source: TechCrunch | Read more
Torq Raises $140 Million at $1.2 Billion Valuation
Security automation platform Torq has achieved unicorn status, securing $140 million at a $1.2 billion valuation. This massive infusion of capital is earmarked for accelerating platform adoption, particularly targeting expansion within the lucrative federal government market. Source: Security Week | Read more
inDrive turns to ads and groceries to diversify revenue
Ride-hailing and mobility service inDrive is making a significant pivot to stabilize its business model by introducing advertising and exploring grocery delivery services in its top 20 markets. This strategy reflects a broader industry trend where platform companies must look beyond core transaction fees for sustainable growth. Source: TechCrunch | Read more
📱 Mobile & Device Drama
The smartphone world is full of rumors, and this week brings both exciting camera improvements for future Samsung devices and disappointing news for OnePlus fans.
OnePlus might have cancelled two eagerly anticipated flagships
Fans hoping for a sequel to the innovative foldable OnePlus Open may be disappointed, as leaks suggest the OnePlus Open 2 and another anticipated flagship have been shelved. This potential cancellation signals internal strategy shifts at OnePlus regarding their premium device roadmap. Source: Android Authority | Read more
The Galaxy S26 series might finally make 24MP photos worth using
A promising leak suggests that Samsung’s upcoming Galaxy S26 series will feature a new 24MP shooting mode that hits the sweet spot between detail and file size. This could finally provide users with a high-quality default setting, moving beyond the current 12MP or overly large 50MP/200MP options. Source: Android Authority | Read more
Galaxy S27 Ultra leak brings primary camera upgrade into focus
Looking further ahead, the Galaxy S27 Ultra is rumored to feature a substantial primary camera upgrade, potentially moving beyond incremental sensor changes. While it’s too early for the S26, these forward-looking leaks keep the pressure on Samsung to innovate its mobile optics year after year. Source: Android Authority | Read more
Galaxy S25 series is doing something Samsung phones almost never do
In a surprising sales trend, the Galaxy S25 series is reportedly exhibiting an unusual sales spike, bucking the typical pattern for Samsung flagships. While the exact reason isn't detailed, this suggests that whatever Samsung changed with the S25 lineup has resonated strongly with consumers. Source: Android Authority | Read more
💻 Software & Hardware Deep Dives
Beyond the major releases, the community is discussing niche software preferences and useful productivity gadgets.
Xfce is great
The enduring appeal of the Xfce desktop environment is sparking conversation across the developer community, reaffirming its status as a lightweight, stable, and highly customizable option. For users prioritizing speed and low resource usage over flashy aesthetics, Xfce remains a top choice. Source: Hacker News | Read more
I tested the Insta360 Wave - and this speakerphone proved to be a valuable asset in the office
The Insta360 Wave speakerphone is proving its worth beyond just audio playback, leveraging AI transcriptions and superior voice pickup for remote meetings. This device highlights how hybrid work environments are driving demand for smart, dedicated audio peripherals that outperform standard laptop mics. Source: TechRadar | Read more
Do I need a dehumidifier? Here's exactly what they can help with
While not strictly a tech gadget, understanding home environmental controls is crucial for protecting sensitive electronics. This guide breaks down the practical benefits of using a dehumidifier to manage dampness and condensation, which can prematurely age tech hardware. Source: TechRadar | Read more
🎮 Gaming & Entertainment Updates
A quick look at what’s hitting screens, from budget flight sim gear to animated returns.
AU Deals: Turning and Burning on a Budget With the Moza AB6 Base, MHG Flightstick, and MTQ Throttle Panel
Flight simulation enthusiasts on a budget have new options, with the Moza AB6 Base and related flight controls offering a strong value proposition. This gear proves you don't need the highest-end peripherals to enjoy immersive simulation experiences. Source: IGN | Read more
Primal Season 3 Premiere Review
Genndy Tartakovsky is back with the premiere of Primal Season 3, delivering high-stakes animation even with fan-favorite character Fang temporarily absent. The episode reportedly introduces bold new concepts, keeping the visually stunning series fresh. Source: IGN | Read more
What to Watch 👀
Today’s headlines emphasize a maturing tech landscape where optimization and validation are as important as raw innovation. We saw major funding aimed at self-sufficiency in defense tech, signaling a move toward localized, sovereign solutions. Keep a close eye on the adoption rates of the FACTS Benchmark Suite—if it becomes the industry standard, it will directly influence how we trust and deploy the next generation of AI tools.
Stay tuned for more analysis as these funding rounds mature and smartphone rumors solidify!
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Last verified: Jan 12, 2026- 1Original Reporting by TechFeed24Verifiedprimary source
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