Independent AI news for builders
Short briefs, source trails, and deeper explainers from a visible publishing pipeline — not a generic technology news feed.
ID-V2V has been introduced—a system for changing scenes and lighting in videos while preserving the character's facial features and micro-expressions. It solves the problem of the lack of paired data for training video models by using a relighting inversion technique to create training sets from existing videos.
Public structure
Use the news feed for quick updates, explainers for context, the blog for working notes, and projects to inspect the systems behind the publication.
English index for translated briefs. The current live source feed is visible under /ru/news/.
Selected stories rewritten as clean longform articles with context, source trail, and related links.
Evergreen answers about the publishing system, quality gates, and story model without duplicating daily news.
Personal thinking about agents, editorial infrastructure, product design, and open-source work.
TG-NEWS, Task-Plan v2 Dashboard, MCP experiments, and other systems with status and repositories.
TG-NEWS interaction
News desk
The US government will provide GlobalFoundries with $300 million under the CHIPS Act to develop silicon photonics technologies for AI chips. The advancement of silicon photonics and CPO will help overcome bandwidth limitations in inter-chip data transmission, which is essential for scaling AI clusters and reducing energy consumption.
The main obstacle to AI adoption in companies is not a lack of technology, but organizational structure and processes. A shift in focus from software to creating organizational infrastructure and re-engineering processes.
Researcher Vincent Schmalbach tested using the logit_bias parameter to reduce the use of characteristic AI words in texts. He emphasizes the need for hybrid methods (prompting + bias) to manage generation style, as pure token manipulation disrupts text logic.
![South Korea's AI Bubble Just Popped [video]](/assets/tg-news-media-thumbs/0437c431d660cc63cf4c58db.webp)
The South Korean stock market (KOSPI) experienced a sharp crash due to the collapse of the AI sector and the high concentration of tech giants within the index. This demonstrates the systemic fragility of markets dependent on a single trend.
![I Gave Claude One Tool to Edit, Master and Transcribe All My Audio [video]](/assets/tg-news-media-thumbs/ead63ad0f91fc92e823ab872.webp)
The audio-transcriber skill (v2.0.0) has been introduced for Claude Code, enabling local audio and video processing. This accelerates the transition of agentic interfaces toward multimodal work tools capable of executing task chains (audio -> text -> visual analysis) locally.
The Cross-Vendor Semantic Void Matrix study revealed that top-tier models, such as GPT-5.2 and Claude Opus 4.6, instantly cease generation when encountering ontologically impossible concepts. This indicates a convergence in frontier model behavior and potential shared architectural limitations in training methods (alignment).
Introducing Perihelion (peri) — a lightweight coding agent built in Rust, compatible with Claude Code tools. It demonstrates the possibility of creating efficient AI tools using systems languages (Rust) with a minimal footprint.
The Trump administration is considering the creation of an independent agency, similar to FINRA, to oversee the safety of leading AI models. Moving from ad-hoc regulation to a structured oversight model could establish clear safety and compliance standards, but will also impose new obligations for auditing models before their release.
The Textideo platform has introduced a tool for automatically creating advertising videos from text and images using Google Veo 3.1, Kling AI, and Runway models. This democratizes video production by orchestrating existing models instead of building a proprietary architecture.
Perplexity AI has released Numbat, a tool for monitoring and protecting the activity of AI agents on endpoints. This creates a specialized 'Agent Detection and Response' segment to control autonomous systems at the operating system level.
AI-based dynamic pricing algorithms are radically changing the air travel market, making it nearly impossible to find good deals. The implementation of hyper-reactive AI algorithms shifts the focus of airlines from mass coverage to maximizing the margin of each passenger segment.
The San Francisco Standard criticizes Silicon Valley's excessive focus on achieving AGI, which ignores structural barriers in the real sector. A breakthrough in models does not guarantee implementation in the real sector without reform of the regulatory environment and patent law.
Longform layer
Explainers collect what happened, why it matters, what changed, source links, related stories, and language editions in one readable page.
A new framework allows for changing the environment and lighting in videos while preserving the character's facial expressions and features based on a single keyframe.
As part of the CHIPS Act, the US government is awarding GlobalFoundries $300 million to develop silicon photonics and co-packaged optics (CPO) technologies to enhance AI data center efficiency.
The technical foundation for AI implementation is already mature, but organizational barriers are hindering real efficiency.
Project lab
These projects show how the news pipeline, planning tools, MCP integrations, QGIS tooling, video-editor copilot work, and deployment experiments are built in public.
Telegram-first AI news pipeline with discovery, story mapping, publication transactions, and channel output.
Dashboard for structured multi-agent task plans, implementation gates, review state, and execution visibility.
Two Agent Skills for validating image layers and building a soft cursor-trail canvas reveal hero with tuning controls and browser checks.
Public repositories for QGIS agent workflows, OpenCut copilot work, Telegram and Threads MCP servers, research search, and model deployment experiments.
Community
About
I build AI news infrastructure, Telegram automation, local knowledge workflows, and agentic developer tools. mlllm.io is the public surface for that work: a news desk, article archive, blog, project index, and collaboration profile in one coherent system.
The goal is simple: keep useful public pages, visible source trails, related projects, and multilingual editions in one place readers and agents can understand.