How to Build a Career in AI: 3 Distinct Pathways
Three orientations, three different skill maps, and how to find the one that fits where you actually stand.

Three orientations, three different skill maps, and how to find the one that fits where you actually stand.

Today on Decoder, I’m talking with Robert Hart, The Verge’s London-based AI reporter, about what AI is doing to the field of mathematics and the existential crisis many lead mathematicians are having about it. OpenAI just published a set of solutions to longstanding problems in math that went off like a bombshell in the field. […]


Researchers at MIT have developed an LLM-based system that learns recurring patterns from weeks of a person's real conversations, to predict their likely next conversational behavior. If AI could really get access to your life, and could really be allowed to get to know you over an extended or even ongoing period of time, it could likely learn to predict your actions, decisions – and even the next thing you are likely to say; all based on what it has assimilated from thousands of hours of…

A hands-on guide to fine-tuning LLMs for the real world The post How to Fine-Tune an LLM: An End-to-End Guide appeared first on Towards Data Science .
HMRC insists latest deal followed fair and competitive procurement
Micron Technology announced on August 20, 2026 that it is standing up Micron Research Labs, a U.S.-based long-horizon research institution headquartered in Boise, Idaho, backed by a planned $10 billion investment over the next decade. In its announcement, the company describes the hub as the first dedicated memory research institution of its kind in the U.S., built to pursue work beyond current technology roadmaps across memory technologies, advanced memory and compute architectures, packaging…

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Robotics startup Generalist AI has unveiled GEN-1.5, an AI model that teaches robots new tasks from a single demonstration. The article GEN-1.5: Generalist AI teaches robots new tasks from a single demo appeared first on The Decoder .

Agtonomy has added autonomous multi-point turning and enhanced field data collection to its commercial off-road platform. The post Agtonomy releases new autonomous multi-point turning features appeared first on The Robot Report .

Slack on August 20, 2026 launched Slack Code, a feature that gives teams dedicated channels for building software alongside AI coding agents, available on any Slack plan from the same day. Rather than delegating a task to an assistant in a private chat, a team tags a coding agent such as Anthropic's Claude Code or Cognition's Devin into a conversation, and the agent opens a project-specific code channel where everyone can follow the work, review its output, and sign off before anything ships…

Turing Award winner Richard Sutton calls synthetic data a "big mistake" for scaling large language models. The world is infinitely complex, and any simulation of it is "microscopic," with human expertise acting as a bottleneck that blocks real scaling. Sutton's alternative is agents that learn continually from their own experience instead of relying on frozen models. The article KI-Pioneer Sutton calls synthetic data a "big mistake" in the face of an infinitely complex world appeared first on Th

The company said that the dictation feature works across all apps, just like other tools such as Wispr Flow, Superwhisper, and Monologue.
SWE-bench, Terminal-Bench, SlopCodeBench, ProgramBench, and more. Explore the top 10 open-source benchmarks for evaluating AI coding agents.

Incogni researchers analyze 13 AI platforms and the potential risks they each pose to your privacy. The larger the platform, the bigger the risk - with one exception.
Why retrieval quality should be a property of the system, not of the question's wording? Rebuilding knowledge layer with graph traversal on every query, bitemporal edges, and two-threshold entity resolution. The post Making the Knowledge Layer a Graph You Actually Traverse appeared first on Towards Data Science .
Slack is introducing dedicated channels where teams can vibe-code together with AI agents instead of jumping between different tools and conversations. The Slack Code launch includes open, project-specific code channels with dedicated user tabs, alongside features that compare coding changes and preview HTML output before the project is shipped. "With Slack Code, when you have […]

From AI fundamentals to data analysis and app building, Google's certificate covers quite a lot. And there's a way to avoid paying anything to earn your credential.
For most of the last decade, running a powerful AI model meant sending your data to someone else's infrastructure and hoping that infrastructure would perform. But that arrangement is breaking down as a trust dilemma grows between model owners, data owners and infrastructure providers. Organizations across finance, healthcare, government, and defense increasingly want to run the model inside their own walls, under their own controls, without losing access to whatever made the model strong in…

<!-- SC_OFF --><div class="md"><p>Hi everyone. So I built a CNN modle using MobileNetv3 then converted it into TFLite. It performed well during training but once I integrated it into my application, it is making large errors. From flutter, the camera stream sends frames and those are processed before the model makes predictions, but it is still quite large. Is there any way I can solve this? This is my code to preprocess and resize the image (224 x 224 x RGB):</p> <pre><code>import 'package:came
Affected users say support cannot restore their previous approval or override the new decision
In March 2026, an internal AI agent at Meta triggered a “Sev 1” incident after sensitive company and user data was exposed to employees who weren’t authorized to access it. The incident began when a Meta employee posted a technical question on an internal forum. An engineer used an approved AI agent to analyze it, but the agent posted its response publicly without approval. The employee

<!-- SC_OFF --><div class="md"><p></p> <p>I'm working on a system to estimate whether code committed to a repository was generated with AI coding tools.</p> <p>My current approach is based on Git/commit-level signals such as AI-related commit trailers, commit metadata, LOC changes, number of files changed, addition/deletion patterns, etc.</p> <p>The problem I'm running into is confidence and calibration.</p> <p>For example, a commit containing 500+ new lines isn't necessarily AI-generated. A de
The food and beverage (F&B) industry has never faced more competing pressures. Consumers expect healthier products, cleaner labels, and more sustainable ingredients. Retailers want faster innovation cycles. Regulatory requirements continue to evolve across global markets. Meanwhile, ingredient costs and supply chains remain unpredictable. For research and development (R&D) teams, these challenges rarely exist in isolation. New product development (NPD) decisions require balancing dozens of…

A supervised model does not learn the world; it learns the labels a team of annotators assigned to pixels. If those labels disagree with each other, blur a category boundary, or skip the hard frames, the model absorbs that confusion as fact. This is why quality-focused data labeling, not the raw count of labeled images, sets the upper bound on what a computer vision (CV) model can achieve. Training longer and adding parameters will not outrun the ceiling those labels defined. The Ceiling Is Set…

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On August 14, 2026, Anthropic announced that Claude AI models will produce text containing an invisible statistical watermark. This… Continue reading on UX Planet »

Why making the human behind the machine visible changes what we call morally right, and its effect on the alignment of AI with human values. Continue reading on UX Collective »

Analysts warn of disruption to long-established tech activity
Anthropic uses an unpublished AI model internally that is more powerful than any publicly available version of Claude. The article Anthropic's most capable model, codenamed "Model 2," is for internal use only appeared first on The Decoder .
Wondering how to get more eyes on your Instagram carousels and posts without creating extra content? Curious which of Instagram's latest features can help small businesses reach new audiences? In this article, you'll discover how to use Instagram's newest updates, including the TV app, AI-powered story effects, audio swapping, and adding music to carousels for […] The post New Ways to Expand Reach and Engagement on Instagram appeared first on Social Media Examiner .

Binance, the crypto exchange that reports more than 300 million registered users, on August 20, 2026 launched Agent OS, a developer platform that connects AI agents to its trading, payments, and wallet infrastructure, letting software built on tools like ChatGPT, Claude Code, and Cursor read markets, manage portfolios, and place trades on users' behalf. Agent OS bundles the exchange's existing agent-facing pieces (its APIs, the Wallet Agentic Hub, the x402 payments integration, and its Skill…

Article URL: https://lwn.net/Articles/1087134/ Comments URL: https://news.ycombinator.com/item?id=49372390 Points: 6 # Comments: 0
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Binance's Agent OS works with tools such as ChatGPT, Claude Code, and Cursor.
<p>‘Emma’ the Rotherham chatbot has 17 languages says AI firm – but health watchdog says system struggling with local ‘twangs’</p><p>Patients in a South Yorkshire town are frustrated by an AI GP receptionist not understanding their “broad accents”, a health watchdog has said.</p><p><a href="https://healthwatchrotherham.org.uk/">Healthwatch Rotherham</a>, a local health and social care watchdog, said a number of practices in the area had introduced a new AI receptionist called Emma.</p> <a href="

As of Aug. 20, the Segway Navimow i110N robot lawn mower has returned to its lowest-ever price at Amazon of $788, a 28% discount from its list price.

Unitree Robotics rose 460 percent in its Shanghai IPO, hitting a valuation of around $50 billion. But an FT report shows much of the demand for its robots comes from state-backed training centers that buy the machines and sell the resulting data back to the manufacturers, a circular business model that echoes the Nvidia criticism in the US. The article China now has its own AI circular financing scheme appeared first on The Decoder .

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Lithuanian AI startup Guideless has raised €1 million in pre-seed funding as it looks to rethink one of the less glamorous but persistent problems inside software-driven organizations: documenting how work actually gets done. The round was led by Superhero Capital, with participation from FIRSTPICK VC and angel investors Thomas Plantenga, Group CEO of Vinted; Vytautas Atkočaitis, CEO of Vinted Go; and Vinted co-founder Mantas Mikuckas. Founded by Evaldas Bieliūnas and Dovydas Remeika, Guideless…
