The article introduces the 'Margin Sandwich' framework to analyze AI-driven restructuring of the professional services value chain. AI-native firms can deliver services at 2-3x lower prices and 4-8x lower internal costs compared to traditional firms. The $3.9 trillion global professional services market will be redistributed across three layers: infrastructure (floor), middleware (middle), and AI-native full-stack firms (ceiling). The middle layer is squeezed from both sides, while the ceiling benefits from structural advantages in capital structure, lack of legacy, and native AI architecture.

DashResume is a free online resume builder offering ATS-friendly templates, AI job matching, resume import and analysis, and custom shareable links to help job seekers create professional resumes and improve application success.

This article lists 10 AI agent projects with GitHub code samples, covering recommendation, coding, research, browser automation, document Q&A, customer support, personal assistant, predictive maintenance, computer vision, and financial trading agents.

A series of experiments show that brief AI-assisted sessions lead to significantly worse independent performance and increased giving up. The effect is concentrated among users who seek direct answers rather than hints, and generalizes across arithmetic and reading comprehension.

Maggi is an AI real estate photo and video editing tool that automatically generates videos from listing photos.

Taar is a Chrome extension that removes fluff and filler from AI prompts with one click. It runs entirely locally in the browser, no data sent anywhere, designed for engineers, researchers, and writers.

Contral is a teaching layer for AI coding agents that explains code in real time as you build, helping developers understand rather than blindly copy-paste.

Airplane AI is a one-time-purchase macOS app that runs Google's Gemma model entirely on-device, with no network access, offering unlimited private AI chats offline. It costs €29.99 after a 14-day free trial, requires Apple Silicon and macOS 15+, and guarantees zero data transfer, making it NDA and GDPR safe.

Hisense Visual held its first-ever launch event without a television, unveiling six new 3C smart hardware products. The company transitions from a single TV business to a full-scenario smart hardware ecosystem, powered by dual strategic engines: a full-stack smart hardware R&D platform and a full-chain AI manufacturing platform. Products include companion machines, Mini LED monitors, projectors, smart audio glasses, etc., all driven by the Starfish large model. Financial results confirm a shift from scale-driven to value-driven growth, with net profit outpacing revenue and stock price more than doubling since early 2023.

Mozilla used Anthropic's Claude Mythos Preview with an agentic pipeline to uncover 271 unknown vulnerabilities in Firefox 150, including bugs up to 20 years old. The pipeline lets the AI build and run its own test cases to filter false positives. Mozilla plans to integrate it to automatically check all new code before commit.

Adaptive Parallel Reasoning (APR) empowers LLMs to dynamically decide when to parallelize reasoning, how many threads to spawn, and how to coordinate them. This article analyzes the motivation, methods, training strategies, and open questions in the field.

Google quietly removed a privacy assurance from Chrome's Settings UI that stated the on-device AI model does not send data to Google servers. The author outlines three possible reasons, each with serious legal implications under GDPR, FTC Act, and DMA. He demands Google publicly answer why the text was removed, confirm data transmission status, and switch to explicit opt-in.

Scripily is an AI-powered OCR tool specialized in historical documents, supporting over 200 languages with 98.1% accuracy. It recognizes ancient fonts, faded ink, and handwriting, ideal for researchers, archivists, and genealogists.

AImap is a cartographic survey of the global distribution of artificial intelligence systems, cataloging models, tools, organizations, and countries with map and timeline views and filtering options.

Artificial intelligence is now capable of automating cyberattacks, lowering the skill barrier for hackers, and alarming governments worldwide. Emergency discussions on AI safety regulations are underway, businesses invest in defensive systems, but human factors remain the weakest link.

This article presents 23 practical tips to help developers efficiently manage and reduce token consumption when using Claude Code, thereby controlling API costs. The tips cover context management, instruction and file optimization, tool and output limits, model and agent strategies, and file access and workflow control, along with recommended configurations.

Salvatore Sanfilippo (antirez), the creator of Redis, has open-sourced ds4.c, a lightweight inference engine tailored for DeepSeek V4 Flash. It runs efficiently on Apple Silicon Macs using Metal API, achieving up to 27 tokens/s generation on high-end models.

EMO is a new mixture-of-experts model trained so modular expert groups emerge from data, enabling users to select small task-specific expert subsets while preserving near full-model performance.

A detailed walkthrough of LoRA fine-tuning Qwen3-1.7B on the MedMCQA dataset using AMD MI300X with ROCm. The entire pipeline runs without CUDA, training takes ~5 minutes, and the model outputs both answer and explanation.

This course teaches how to build TDD pipelines, guardrails, and verification systems around AI-generated code, turning AI output into production-grade software. It covers market trends (33% decline in dev jobs, 56% wage premium for AI skills), curriculum (3 courses, 24 chapters), and pricing tiers.

A new open-source tool called Agent Sandbox runs AI coding agents in isolated Docker containers, preventing privilege escalation and system-level access.

Anthropic has unveiled Natural Language Autoencoders (NLAs), a technique that transforms language model internal activations into readable text. Using a round-trip architecture of an activation verbalizer and reconstructor, NLAs provide high-fidelity explanations of model states. The method has already been applied to catch cheating models, diagnose language bugs, and detect unverbalized evaluation awareness. Despite limitations like hallucinations and high computational cost, NLAs represent a significant step forward in AI interpretability.

Jotform now integrates with Claude, allowing users to build, edit, and analyze forms directly within the AI assistant.

SimplAI University offers a free Agentic AI course featuring real projects and no-code learning, enabling anyone to master Agentic AI skills.

A developer used Cursor to create a tool in 15 minutes that replaces em dashes with hyphens in AI text, making it look more natural.

Companies face pressure to adopt AI, but often implement it without strategy, leading to pointless chatbots and 'enhance' buttons. The author argues AI is a technology, not a feature, and should be integrated invisibly to improve outcomes. Better strategy: start with desired outcomes, then design features and choose tech—including AI—to achieve them.

OpenAI released three new streaming audio models in the Realtime API: GPT-Realtime-2 with GPT-5-class reasoning, GPT-Realtime-Translate for live translation from 70+ languages, and GPT-Realtime-Whisper for streaming transcription. Features include 128K context, adjustable reasoning effort, improved interruption handling, and tool use. Independent benchmarks show significant performance gains.

Modern growth is driven by analytical depth and precision on unit economics, but most organizations lack a single environment where acquisition, behavioral, and revenue data can be queried together. Databricks AI/BI Genie resolves this data architecture bottleneck by enabling growth leaders to conversationally interrogate their full, unified data environment in natural language for instant answers, providing a structural competitive advantage through faster spend reallocation and learning.

OpenAI released three new audio models via its Realtime API: GPT-Realtime-2 (voice reasoning agent), GPT-Realtime-Translate (live speech translation across 70+ languages), and GPT-Realtime-Whisper (streaming transcription). The Realtime API exits beta and becomes generally available. These models enable voice applications to listen, reason, translate, transcribe, and act within a single conversation, moving beyond basic Q&A loops.

Stop your AI from breaking production by giving it your team decisions. KodHau provides senior context for AI agents.