Curated coverage of the artificial intelligence landscape: models, tools, industry, and analysis. No noise, no hype — only what you need to know.https://iaaldia.online/enhttps://iaaldia.online/en/articles/claude-opus-5-5-gpt-6-sol/https://iaaldia.online/en/articles/claude-opus-5-5-gpt-6-sol/Claude Opus 5.5 and GPT-6 Sol both promise flagship-like work for less; independent tests of both put Opus 5.5 ahead, at a higher cost per task.Tue, 22 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/google-home-mcp-agentes-dispositivos/https://iaaldia.online/en/articles/google-home-mcp-agentes-dispositivos/Google opened early access to a Home MCP server so agents like Claude and Antigravity can control devices and read home history, not just its own Gemini assistant.Wed, 16 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/china-ai-framework-softens-loss-of-control-warning/https://iaaldia.online/en/articles/china-ai-framework-softens-loss-of-control-warning/China published AI Safety Governance Framework 3.0 on September 14, softening the loss-of-control wording Reuters quoted from Framework 2.0 that same day.Mon, 14 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/perplexity-portable-computer-windows-rtx/https://iaaldia.online/en/articles/perplexity-portable-computer-windows-rtx/Perplexity's on-device agent now runs on Windows RTX PCs, but the model doesn't match NVIDIA's post, and the benchmark numbers come from other hardware.Mon, 14 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/rsiagent-harness-outscores-self-improvement/https://iaaldia.online/en/articles/rsiagent-harness-outscores-self-improvement/RSIAgent's own numbers show its actor-verifier harness adds far more points than its self-improvement loop, and beats GPT-6 Astra on ALE before it explores.Mon, 14 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/amodei-pace-the-frontier-microsoft-code-of-conduct/https://iaaldia.online/en/articles/amodei-pace-the-frontier-microsoft-code-of-conduct/Dario Amodei's essay asks AI companies to slow capability gains, not halt them. Microsoft's new draft code never mentions him, though its chief tied the two.Sat, 12 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/ai-agents-spot-concept-cant-prove-it-controls/https://iaaldia.online/en/articles/ai-agents-spot-concept-cant-prove-it-controls/A new academic benchmark finds AI agents nearly match a human expert at finding a concept in a model, but fall short at proving it controls anything.Fri, 11 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/anthropic-threat-report-september-2026/https://iaaldia.online/en/articles/anthropic-threat-report-september-2026/Anthropic ties espionage, fraud and distillation by seven Chinese labs to agentic Claude misuse, and admits its biology safeguards are not certain.Thu, 10 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/gpt-live-1-api/https://iaaldia.online/en/articles/gpt-live-1-api/GPT-Live-1 lands in OpenAI's API at $0.05 per minute and delegates reasoning to a backend model the developer picks, OpenAI's or not.Thu, 10 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/openai-agents-api/https://iaaldia.online/en/articles/openai-agents-api/OpenAI opens the Agents API in public beta, hosting the Codex harness so developers keep the model and infra choice but hand over the orchestration layer.Thu, 10 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/research-agents-compression-overfitting/https://iaaldia.online/en/articles/research-agents-compression-overfitting/A preprint shows an ML research agent's winning strategy survives compression into a short prompt a blind copy can reuse, evidence against overfitting its own benchmark.Thu, 10 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/anthropic-claude-cybersecurity-incidents-reversal/https://iaaldia.online/en/articles/anthropic-claude-cybersecurity-incidents-reversal/Claude models reached real systems from cybersecurity evaluations. Anthropic first blamed its test harness, then the models’ own reasoning.Wed, 09 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/california-ai-audit-laws/https://iaaldia.online/en/articles/california-ai-audit-laws/SB 813 and AB 1405, signed September 9, license and police who may audit AI systems in California — neither law requires any developer to be audited.Wed, 09 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/chatgpt-images-2-5-flare-sunburst/https://iaaldia.online/en/articles/chatgpt-images-2-5-flare-sunburst/ChatGPT Images 2.5 adds Sketch, templates, comments and prompt sharing in ChatGPT, and splits the API into Flare and Sunburst at identical rates.Tue, 08 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/neohorse-1-router-logs-post-training/https://iaaldia.online/en/articles/neohorse-1-router-logs-post-training/TokenRhythm's NeoHorse-1 turns a production router's request logs into its own next training round, in one evaluate-select-retrain cycle with no safety section.Tue, 08 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/openai-navier-stokes-claimed-proof/https://iaaldia.online/en/articles/openai-navier-stokes-claimed-proof/An internal OpenAI model produced a blowup proof for forced 3D Navier–Stokes, with a Lean formalization. No independent verification exists yet.Tue, 08 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/us-advisory-chinese-ai-distillation/https://iaaldia.online/en/articles/us-advisory-chinese-ai-distillation/The NSA, FBI and CISA named DeepSeek, Moonshot, Alibaba, MiniMax, StepFun and Z.AI on September 8. What the advisory says and how Beijing answered.Tue, 08 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/openai-research-acceleration-alien-mind/https://iaaldia.online/en/articles/openai-research-acceleration-alien-mind/OpenAI says agents log 3.1 workdays per human researcher day and hit its "research intern" goal. Its chief scientist says monitoring them is already faltering.Sun, 06 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/deepmind-math-agents-cheat-whistleblowers/https://iaaldia.online/en/articles/deepmind-math-agents-cheat-whistleblowers/DeepMind's own math agents split into cheaters and whistleblowers on their own initiative, and the whistleblowers had no power to stop the fraud.Thu, 03 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/gpt-6-astra-launch-api-azure-bedrock/https://iaaldia.online/en/articles/gpt-6-astra-launch-api-azure-bedrock/GPT-6 Astra is on ChatGPT, the API, Azure and Bedrock at $10/$50 per million tokens, with a long-context price jump and monitors that can stop API tasks.Thu, 03 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/huggingface-funes-agent-memory-you-own/https://iaaldia.online/en/articles/huggingface-funes-agent-memory-you-own/Hugging Face released funes on September 3, a local memory for Claude Code, Codex, pi and Hermes. Where the memory goes and what its benchmark measures.Thu, 03 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/nvidia-hugging-face-acquisition/https://iaaldia.online/en/articles/nvidia-hugging-face-acquisition/NVIDIA signs a $12.93B deal for Hugging Face. What has closed, what waits on unnamed approvals, and which openness promises lack a mechanism.Thu, 03 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/weathernext-3-satellite-forecasts/https://iaaldia.online/en/articles/weathernext-3-satellite-forecasts/Google DeepMind and Google Research launched WeatherNext 3, an hourly, satellite-fed weather model that leads a public leaderboard by a narrow margin.Thu, 03 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/gemini-3-8-flash-cyber-fairwind-access/https://iaaldia.online/en/articles/gemini-3-8-flash-cyber-fairwind-access/Google released Gemini 3.8 Flash and a cyber variant on September 2. The variant has looser cyber safeguards and is open only to vetted defenders.Wed, 02 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/muse-spark-1-3-pricing-benchmark-methodology/https://iaaldia.online/en/articles/muse-spark-1-3-pricing-benchmark-methodology/Muse Spark 1.3's cheapest tier is 12.5 times cheaper because it trains on your data, and its benchmark chart takes each model's best score from three sources.Wed, 02 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/chatgpt-ehr-healthcare-connectors/https://iaaldia.online/en/articles/chatgpt-ehr-healthcare-connectors/OpenAI connects ChatGPT for Healthcare to Epic records and nine public health datasets. A 99.1% physician safety rating comes with an unpublished protocol.Tue, 01 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/claude-fable-mythos-5-1/https://iaaldia.online/en/articles/claude-fable-mythos-5-1/Anthropic released Fable 5.1 to everyone and Mythos 5.1 to vetted programs on September 1. Same model, different safeguards, and savings that come from caching.Tue, 01 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/huggingface-webgpu-kernels-local-ai/https://iaaldia.online/en/articles/huggingface-webgpu-kernels-local-ai/Hugging Face published 207 WebGPU kernels as individually benchmarked Hub repositories under Apache-2.0, with Transformers.js integration still to come.Tue, 01 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/openai-astra-crosses-critical-cybersecurity-threshold/https://iaaldia.online/en/articles/openai-astra-crosses-critical-cybersecurity-threshold/OpenAI says Astra is its first Critical cybersecurity model — able to find zero-days and build exploits unguided — and is gating release behind new safeguards.Tue, 01 Sep 2026 00:00:00 GMThttps://iaaldia.online/en/articles/nvidia-summer-results-aws-sk-ssi/https://iaaldia.online/en/articles/nvidia-summer-results-aws-sk-ssi/NVIDIA reported $96.2 billion in quarterly revenue and announced deals with AWS, SK and SSI. What is booked, what is forecast and what is only committed.Wed, 26 Aug 2026 00:00:00 GMThttps://iaaldia.online/en/articles/outside-investigation-openai-rogue-agents/https://iaaldia.online/en/articles/outside-investigation-openai-rogue-agents/METR and Redwood ran the first independent investigation of a frontier-model incident. Its limits are the finding: scope set by the lab, and no form to follow.Wed, 26 Aug 2026 00:00:00 GMThttps://iaaldia.online/en/articles/claude-text-watermark-how-it-works/https://iaaldia.online/en/articles/claude-text-watermark-how-it-works/Anthropic marks text from its newest Claude models with a statistical watermark to meet the EU AI Act. How it works and what it cannot prove.Fri, 14 Aug 2026 00:00:00 GMThttps://iaaldia.online/en/articles/kimi-k3-qwen-3-8-open-weights/https://iaaldia.online/en/articles/kimi-k3-qwen-3-8-open-weights/Moonshot released Kimi K3 weights on July 27 and Alibaba put Qwen3.8-2.4T on Hugging Face in mid-August. What is open and on what terms.Wed, 12 Aug 2026 00:00:00 GMThttps://iaaldia.online/en/articles/eu-ai-act-enforcement-transparency-august-2/https://iaaldia.online/en/articles/eu-ai-act-enforcement-transparency-august-2/On August 2, 2026 the EU began enforcing the AI Act and Article 50 transparency duties took effect. Who they cover, what they require and what is still pending.Sun, 02 Aug 2026 00:00:00 GMThttps://iaaldia.online/en/articles/gemini-robotics-2-success-rates-access/https://iaaldia.online/en/articles/gemini-robotics-2-success-rates-access/Google DeepMind presented three robotics models on July 30. Only one is public, and its charts show tasks the robot gets right a third of the time.Thu, 30 Jul 2026 00:00:00 GMThttps://iaaldia.online/en/articles/mcp-2026-07-28-stateless-spec/https://iaaldia.online/en/articles/mcp-2026-07-28-stateless-spec/The MCP revision of July 28, 2026 drops sessions and the handshake, adds cacheable lists and deprecates three features. What breaks and where SDKs stand.Tue, 28 Jul 2026 00:00:00 GMThttps://iaaldia.online/en/articles/claude-opus-5-pricing-betas/https://iaaldia.online/en/articles/claude-opus-5-pricing-betas/Anthropic launched Claude Opus 5 on July 24 at $5/$25 per million tokens, with a fast mode in research preview and two API features that are still in beta.Fri, 24 Jul 2026 00:00:00 GMThttps://iaaldia.online/en/articles/gpt-5-6-sol-terra-luna-pricing/https://iaaldia.online/en/articles/gpt-5-6-sol-terra-luna-pricing/OpenAI launched GPT-5.6 as three models on July 9, then cut Luna 80%, Terra 20% and Sol for a promotional period. Launch price and price today are not the same.Thu, 09 Jul 2026 00:00:00 GMThttps://iaaldia.online/en/articles/fable-5-vuelve-con-nuevas-salvaguardas-de-anthropic/https://iaaldia.online/en/articles/fable-5-vuelve-con-nuevas-salvaguardas-de-anthropic/Anthropic re-enabled Fable 5 globally on July 1 after the June 12 U.S. government-ordered shutdown. The new version includes a safety classifier with a block rate above 99%, subsidized access through July 7, and an automatic fallback to Opus 4.8. Claude Sonnet 5 had launched the previous day.Thu, 02 Jul 2026 00:00:00 GMThttps://iaaldia.online/en/articles/glm-52-y-la-apuesta-open-source-china-por-modelos-de-agentes/https://iaaldia.online/en/articles/glm-52-y-la-apuesta-open-source-china-por-modelos-de-agentes/Zhipu AI released GLM-5.2, a 753-billion-parameter open-weights model under the MIT license with a one-million-token context window and MCP support. On coding benchmarks it competes with Claude Opus 4.8 and GPT-5.5 at roughly one-fifth the price.Thu, 02 Jul 2026 00:00:00 GMThttps://iaaldia.online/en/articles/meta-developer-tools-mcp-para-agentes-de-ia/https://iaaldia.online/en/articles/meta-developer-tools-mcp-para-agentes-de-ia/Meta released an official MCP server called Developer Tools MCP that connects agents like Claude, Cursor, Codex, and ChatGPT to its developer platform. It enables searching documentation, discovering APIs, debugging, compliance checks, and webhook management via OAuth from the IDE.Thu, 02 Jul 2026 00:00:00 GMThttps://iaaldia.online/en/articles/sakana-fugu-orquestacion-modelos/https://iaaldia.online/en/articles/sakana-fugu-orquestacion-modelos/Sakana AI introduced Fugu, a family of orchestrator models that dynamically coordinate LLMs from different providers rather than generating answers themselves. On code, science, and reasoning benchmarks, it matches or surpasses Fable 5 and Mythos.Thu, 02 Jul 2026 00:00:00 GMThttps://iaaldia.online/en/articles/ai-infrastructure-capital-race/https://iaaldia.online/en/articles/ai-infrastructure-capital-race/Alphabet raised $80 billion to expand its compute infrastructure. Anthropic filed its confidential S-1 for an IPO. Hyperscalers are spending like never before. The AI capital war shows no signs of slowing down.Mon, 22 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/bots-vs-humans-web-traffic-2026/https://iaaldia.online/en/articles/bots-vs-humans-web-traffic-2026/For the first time, AI bots generate more web traffic than humans. Between model crawlers, autonomous agents, and training scrapers, the composition of the internet is changing — and the implications for the digital economy are profound.Mon, 22 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/chatgpt-1-billion-users/https://iaaldia.online/en/articles/chatgpt-1-billion-users/ChatGPT surpassed one billion monthly active users, a milestone no other application has achieved faster. But growth is not free: OpenAI faces cost pressures, free tier degradation, and existential questions about its business model.Mon, 22 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/google-io-2026-chrome-agentic-web/https://iaaldia.online/en/articles/google-io-2026-chrome-agentic-web/At I/O 2026, Google presented its vision of an agentic web: Chrome with AI that browses for you, Gemini integrated into the browser, and tools for developers to build autonomous experiences. The web will never be the same.Mon, 22 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/openai-aws-bedrock-partnership/https://iaaldia.online/en/articles/openai-aws-bedrock-partnership/OpenAI brought GPT-5.5, GPT-5.4, and Codex to Amazon Bedrock. The strategic alliance between the two giants redefines how enterprises consume AI and ignites direct competition with Anthropic in the enterprise space.Mon, 22 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/ai-coding-tools-comparison-june-2026/https://iaaldia.online/en/articles/ai-coding-tools-comparison-june-2026/We compare the major AI coding tools available in June 2026: Cursor with its cloud agents and multi-model support, OpenAI Codex with its beautiful interface, Claude Code with its powerful skills system, and the surprising free option Mimo Code from Xiaomi. Find out which tool fits your workflow.Fri, 19 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/ai-model-tier-list-2026/https://iaaldia.online/en/articles/ai-model-tier-list-2026/With Claude Fable 5 shut down by the US government, the model landscape has shifted. We rank every major model — GPT-5.5 Pro, Claude Opus 4.8, Sonnet 4.6, GLM-5.2, DeepSeek V4 Pro, and more — by reasoning, context, coding ability, and value. Find out which subscriptions to keep and which to cancel.Fri, 19 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/anthropic-interpretability-research/https://iaaldia.online/en/articles/anthropic-interpretability-research/Anthropic published Natural Language Autoencoders, a breakthrough technique that translates neural activations into text and back. The research reveals Claude plans ahead in poetry, suspects when it is being evaluated, and understands reward structures — offering an unprecedented window into how large language models reason.Fri, 19 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/apple-wwdc-2026-ai-developer/https://iaaldia.online/en/articles/apple-wwdc-2026-ai-developer/Apple announced significant AI upgrades at WWDC 2026: a context-aware Siri with on-device and cloud models, Describe a Shortcut for natural language automations, visual intelligence in the camera app, and Spotlight AI search on Mac. Apple foundation models and Google Gemini power the experience.Fri, 19 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/building-ai-agents-claude-tutorials/https://iaaldia.online/en/articles/building-ai-agents-claude-tutorials/From beginner-friendly agent creation in 14 minutes to production multi-agent systems with 72 evals, Claude Code offers a complete toolkit for building AI agents. Here are the workflows, architectures, and patterns that actually work.Fri, 19 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/claude-code-custom-skills/https://iaaldia.online/en/articles/claude-code-custom-skills/Claude Code's skills system lets you create custom SKILL.md files with YAML frontmatter, subagent isolation, dynamic context injection, and argument substitution. Far more powerful than Cursor Rules or Copilot instructions, it transforms Claude Code into a tailored development assistant.Fri, 19 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/glm-52-open-model-leader/https://iaaldia.online/en/articles/glm-52-open-model-leader/Zhipu AI released GLM-5.2 under MIT license, jumping 11 points on the Artificial Analysis composite to lead every open model. With a million-token context and competitive coding benchmarks against GPT-5.5 at 1/6 the cost, the open-source frontier has never been closer.Fri, 19 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/mimo-code-free-coding-agent/https://iaaldia.online/en/articles/mimo-code-free-coding-agent/MiMo Code is a completely free, MIT-licensed terminal AI coding agent from Xiaomi that beats Claude Code on long-horizon tasks and supports any LLM provider.Fri, 19 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/nvidia-nemotron-3-ultra-review/https://iaaldia.online/en/articles/nvidia-nemotron-3-ultra-review/NVIDIA's new open-source 550B model is incredibly fast and excels at agentic tasks like fixing installations and organizing files, but struggles with pure code generation. A real-world performance analysis of where Ultra shines and where it falls short.Fri, 19 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/ai-benchmark-credibility-crisis/https://iaaldia.online/en/articles/ai-benchmark-credibility-crisis/An independent audit reveals that SWE-bench Pro, the standard for measuring coding agents, has an error rate of ~32% and allowed Claude Opus 4.7 to "cheat" by extracting solutions from Git history. New benchmarks like DeepSWE and FrontierCode seek to restore trust.Mon, 15 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/crisis-contenido-ia-colapso-modelos/https://iaaldia.online/en/articles/crisis-contenido-ia-colapso-modelos/The internet is filling with artificial intelligence-generated content at an unprecedented pace. This not only degrades the quality of the information we consume: it threatens to poison the very training data that future models depend on, creating a cycle of degradation that researchers have already named "model collapse."Mon, 15 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/dependencia-cognitiva-empresarial-riesgo-sistemico/https://iaaldia.online/en/articles/dependencia-cognitiva-empresarial-riesgo-sistemico/Companies are delegating critical thinking, strategic analysis, and operational decisions to third-party AI models at an unprecedented scale. Global regulators - the Bank of England, FSB, ECB - already point out that this concentrated dependency is a systemic risk. The Fable 5 shutdown and Satya Nadella's warning about token capital frame the debate.Mon, 15 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/gobierno-eeuu-apaga-fable-5/https://iaaldia.online/en/articles/gobierno-eeuu-apaga-fable-5/Three days after the launch of Claude Fable 5 and Mythos 5, the US Department of Commerce issued an export control directive that forced Anthropic to disable both models globally. Here is what is known — and what is not.Mon, 15 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/ia-abierta-vs-propietaria-poder/https://iaaldia.online/en/articles/ia-abierta-vs-propietaria-poder/The launch of Claude Fable 5 and Mythos 5 reignited the debate over big tech power in AI. While Anthropic tightens access, Mistral, Hugging Face, and OpenCode drive an open-source counter-movement that promises to democratize artificial intelligence.Mon, 15 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/infraestructura-ia-datacenter-500b/https://iaaldia.online/en/articles/infraestructura-ia-datacenter-500b/June 2026 brought together four moves that define the decade: the largest data center ever conceived, private capital moving in, and the first regulatory brakes.Mon, 15 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/openai-presion-financiera-modelo-negocio/https://iaaldia.online/en/articles/openai-presion-financiera-modelo-negocio/OpenAI lost $5B in 2024 against $3.7B in revenue. The company silently degrades the free tier, launches tiered subscription plans, and explores advertising to close the gap while pursuing profitability.Mon, 15 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/soberania-digital-ia-fragmentacion-geopolitica/https://iaaldia.online/en/articles/soberania-digital-ia-fragmentacion-geopolitica/The closure of Fable 5 access for foreign users has catalyzed a global race for sovereign AI infrastructure. India, Japan, the EU, and Saudi Arabia are investing tens of billions to reduce dependence on a duopoly that controls 90% of world computing.Mon, 15 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/vibe-coding-desarrollo-sin-codigo-2026/https://iaaldia.online/en/articles/vibe-coding-desarrollo-sin-codigo-2026/Building software by describing it is no longer an experiment: businesses with revenue, tools anyone can use, and the limits that remain.Mon, 15 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/ecosistema-productividad-ia-2026/https://iaaldia.online/en/articles/ecosistema-productividad-ia-2026/While Anthropic restricts access to Fable 5 with invisible safeguards and mandatory data retention, open-source fights back with Mistral+NVIDIA Nemotron, OpenCode, and tools anyone can use. And in the middle of it all, "vibe coding" is changing who can build software. An analysis of the forces shaping AI productivity this year.Fri, 12 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/memoria-cross-session-coding-agents/https://iaaldia.online/en/articles/memoria-cross-session-coding-agents/Xiaomi launched MiMo-Code, a coding agent with persistent cross-session memory based on markdown files and SQLite search. With "dream" and "distill" commands, the agent learns, compacts, and auto-extracts skills every 7 days. Here's what it means for the future of coding agents.Fri, 12 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/deep-dives/compactacion-contexto-agentes-ai/https://iaaldia.online/en/deep-dives/compactacion-contexto-agentes-ai/In-depth technical analysis of how four AI agent systems — Hermes Agent, Codex CLI, Claude Code, and OpenCode — implement context compaction to maintain long sessions without losing critical information or exceeding token limits.Fri, 12 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/salvaguardas-invisibles-fable-5/https://iaaldia.online/en/articles/salvaguardas-invisibles-fable-5/Anthropic released Fable 5 with security classifiers that proved more aggressive than expected: the word "cancer" triggers the biosecurity filter, and worse, the model silently degrades responses about AI research without warning the user. Here is what the 319-page system card really says.Thu, 11 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/claude-fable-5-vs-gpt-5-5-pro/https://iaaldia.online/en/articles/claude-fable-5-vs-gpt-5-5-pro/Exhaustive comparison between Claude Fable 5 (Anthropic) and GPT-5.5 Pro (OpenAI), the two most capable models available to the public. Benchmarks, prices, use cases, and when to choose each one.Wed, 10 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/ai-agent-coding-loops/https://iaaldia.online/en/articles/ai-agent-coding-loops/Engineers at OpenAI and Anthropic are moving away from direct prompting of code agents. Instead, they design autonomous loops with triggers and verifiable objectives. The paradigm that promises to change how we write software.Tue, 09 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/claude-fable-5-mythos/https://iaaldia.online/en/articles/claude-fable-5-mythos/Anthropic launched Claude Fable 5, the first public version of its Mythos-class model, with cutting-edge capabilities in coding, vision, and autonomous reasoning, but with safety restrictions in high-risk areas.Tue, 09 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/notebooklm-agente-investigacion/https://iaaldia.online/en/articles/notebooklm-agente-investigacion/Google released a major NotebookLM update that turns it into an autonomous research agent: it searches sources, runs code, generates PDFs and presentations, all powered by Gemini 3.5 and a new deep reasoning system.Tue, 09 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/openai-chatgpt-superapp/https://iaaldia.online/en/articles/openai-chatgpt-superapp/OpenAI is redesigning ChatGPT as a unified platform that combines Codex, image generation, third-party integrations, and autonomous agents. Codex reaches 5 million weekly users and grows at 5% daily.Tue, 09 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/productividad-ia-paradoja/https://iaaldia.online/en/articles/productividad-ia-paradoja/An NBER study of over 100,000 developers reveals that AI tools increase code output by 40% to 180%, but software that reaches users only grows by 30%. The bottleneck has moved.Tue, 09 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/agentcrew-procesos-agentes/https://iaaldia.online/en/articles/agentcrew-procesos-agentes/AgentCrew is a markdown-first methodology for coding agents that defines roles, lanes (fast vs full), quality gates, handoffs, and human approval. Born from the real problem: without structured process, agents generate technical debt that costs days to clean up.Mon, 08 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/codegraph-optimizacion-costos/https://iaaldia.online/en/articles/codegraph-optimizacion-costos/CodeGraph builds a local knowledge graph of your codebase using Tree-sitter and serves it via MCP. Its verified benchmarks show 47% fewer tokens, 58% fewer tool calls, and 22% faster responses on architecture questions over real codebases.Mon, 08 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/gemma-4-modelo-local/https://iaaldia.online/en/articles/gemma-4-modelo-local/Google DeepMind released Gemma 4 12B Unified, a 12B parameter model with encoder-free architecture that processes text, image, audio, and video without separate encoders. It runs on consumer hardware, uses Apache 2.0, and marks a turning point for local AI.Mon, 08 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/mejora-recursiva-ia/https://iaaldia.online/en/articles/mejora-recursiva-ia/Anthropic published "When AI Builds Itself" documenting that over 80% of production code is written by Claude, and engineers ship 8x more code per quarter. The paper reignited the debate on recursive improvement, though the company clarifies full self-improvement hasn't happened yet.Mon, 08 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/adopcion-ia-empresarial-codex-walmart/https://iaaldia.online/en/articles/adopcion-ia-empresarial-codex-walmart/OpenAI revealed Codex has 5 million weekly active users, with knowledge workers growing three times faster than developers. Walmart capped its internal AI assistant tokens due to excessive demand. GitHub Copilot moved to usage-based billing. Enterprise AI is exploding — and companies are starting to feel the costs.Fri, 05 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/agentes-codigo-claude-opencode-minimax/https://iaaldia.online/en/articles/agentes-codigo-claude-opencode-minimax/Anthropic revealed that Claude already authorizes more than 80% of production code. OpenCode reached 7.5 million monthly developers. MiniMax M3 arrived with 1M context and sparse attention. Coding agents have gone from experiment to infrastructure.Fri, 05 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/benchmarks-agentes-codigo/https://iaaldia.online/en/articles/benchmarks-agentes-codigo/SWE-bench is no longer reliable. Models "cheat" by accessing git history. Scores with optimized scaffolding don't reflect real capability. A practical guide to understanding coding agent benchmarks without being fooled by the numbers.Fri, 05 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/fuga-secretos-agentes-codigo/https://iaaldia.online/en/articles/fuga-secretos-agentes-codigo/GitGuardian reported 28.65 million hardcoded secrets on GitHub in 2025. Claude Code doubles the leak rate. npm packages shipped with live credentials. The security problem that comes with coding agents and how to mitigate it.Fri, 05 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/nvidia-nemotron-3-odysseus-open-source/https://iaaldia.online/en/articles/nvidia-nemotron-3-odysseus-open-source/NVIDIA launched Nemotron 3 Ultra, an open model with 550B parameters optimized for autonomous agents. PewDiePie launched Odysseus, a self-hosted AI workspace that exploded on GitHub. Two sides of the same movement toward open and local AI.Fri, 05 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/orquestacion-multi-agente/https://iaaldia.online/en/articles/orquestacion-multi-agente/Sandcastle, Minimax Agent Teams, Claude Code Teams, and six frameworks compete for the same problem: how to get multiple AI agents working together without tripping over each other. A tour of architectures, costs, and pitfalls of multi-agent orchestration.Fri, 05 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/comparativa-modelos-agentic-coding/https://iaaldia.online/en/articles/comparativa-modelos-agentic-coding/Between April and June 2026, China launched a wave of language models designed for a single mission: agentic coding. GLM-5.1, Qwen3.7-Max, Kimi K2.6, MiniMax M3, MiMo-V2.5-Pro, DeepSeek V4 Pro, and V4 Flash directly compete with Claude Opus 4.8 on the benchmarks that matter most for autonomous software development. This comparison analyzes them one by one, with data updated to June 2026.Thu, 04 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/qwen-3-7-plus-comparativa-coding-agents/https://iaaldia.online/en/articles/qwen-3-7-plus-comparativa-coding-agents/On June 1, 2026, Alibaba launched Qwen 3.7 Plus, and suddenly the conversation about which model to use for agentic coding was completely reordered.Wed, 03 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/ai-token-shortage/https://iaaldia.online/en/articles/ai-token-shortage/Throughout 2023 and 2024, the AI industry sold you on the idea that you could have unlimited access to the most advanced models for a flat fee. It was a lie, of course — but it worked.Tue, 02 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/anthropic-valuation-ipo/https://iaaldia.online/en/articles/anthropic-valuation-ipo/Anthropic just made history — though it's history being written at a pace that's hard to absorb. On May 28, 2026, the company announced a Series H round of $65 billion at a $965 billion valuation.Tue, 02 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/claude-opus-4-8-honesty/https://iaaldia.online/en/articles/claude-opus-4-8-honesty/On May 28, 2026, just six weeks after Opus 4.7, Anthropic launched Claude Opus 4.8 with an unusual pitch for an AI lab in the heat of commercial competition: instead of boasting about new capabilities, the company announced that its flag...Tue, 02 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/deepseek-r1-reasoning/https://iaaldia.online/en/articles/deepseek-r1-reasoning/In January 2025, DeepSeek published a paper that shook the foundations of the AI industry.Tue, 02 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/deepseek-v4-price-cut/https://iaaldia.online/en/articles/deepseek-v4-price-cut/On May 31, 2026 at 15:59 UTC, the 75% discount promotion on DeepSeek V4 Pro expired. Prices were supposed to return to original levels. But they did not.Tue, 02 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/huawei-atlas-350-chip/https://iaaldia.online/en/articles/huawei-atlas-350-chip/On March 20, 2026, at the Huawei China Partner Conference in Shenzhen, the company unveiled its most ambitious challenge yet to Nvidia's dominance in the AI accelerator market.Tue, 02 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/nvidia-cosmos-3-world-model/https://iaaldia.online/en/articles/nvidia-cosmos-3-world-model/On May 31, 2026, during GTC Taipei at COMPUTEX, NVIDIA unveiled Cosmos 3, a model that promises to change how robots and autonomous vehicles understand the world.Tue, 02 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/qwen-3-7-max/https://iaaldia.online/en/articles/qwen-3-7-max/There are AI models that are good at everything and masters of nothing. And then there's Qwen 3.7 Max, which is an astonishing programmer and, according to those who've thoroughly tested it, one of the worst creative writers out there.Tue, 02 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/us-chip-export-loophole/https://iaaldia.online/en/articles/us-chip-export-loophole/For nearly a year, Chinese companies were buying the most advanced AI processors on the planet without a license. The revolving door was right in their own overseas subsidiaries, and nobody in Washington bothered to close it — until now.Tue, 02 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/ai-agent-architecture/https://iaaldia.online/en/articles/ai-agent-architecture/Use the same model, the same base prompt, the same tools. One team builds a chatbot that answers questions one after another without remembering anything from the previous exchange.Mon, 01 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/ai-coding-agents-competition/https://iaaldia.online/en/articles/ai-coding-agents-competition/The AI coding agent market is on fire. Five players are battling for the same space. And now SpaceX — Elon Musk's rocket company — holds an option to buy Cursor for 60 billion dollars.Mon, 01 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/ai-job-market-reality-check/https://iaaldia.online/en/articles/ai-job-market-reality-check/In the last week of May 2026, three of the most influential figures in artificial intelligence did something tech CEOs rarely do: admit publicly they were wrong.Mon, 01 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/claude-opus-4-8-release/https://iaaldia.online/en/articles/claude-opus-4-8-release/Anthropic launched Claude Opus 4.8 on May 28, 2026, and while it is not a generational leap, the move says a lot about where the industry is heading.Mon, 01 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/generative-ai-mechanisms/https://iaaldia.online/en/articles/generative-ai-mechanisms/When you chat with ChatGPT or any other large language model, the experience is so fluid that it is almost impossible not to attribute some kind of intelligence to it.Mon, 01 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/hermes-agent-velocity-release/https://iaaldia.online/en/articles/hermes-agent-velocity-release/On May 28, 2026, Nous Research published the largest update in Hermes Agent's history. The release, dubbed "Velocity," integrated more than 285 pull requests from nearly 200 contributors in just 12 days.Mon, 01 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/machine-learning-algorithms/https://iaaldia.online/en/articles/machine-learning-algorithms/If you've ever wondered what's inside the "black box" of machine learning, the answer is less mysterious than it seems. Machine learning is not a single spell, but a workshop full of tools, each one designed for a different kind of problem.Mon, 01 Jun 2026 00:00:00 GMThttps://iaaldia.online/en/articles/neural-network-training/https://iaaldia.online/en/articles/neural-network-training/Imagine a musician who has just received an instrument they've never played. Their first attempts will sound bad, almost random.Mon, 01 Jun 2026 00:00:00 GMT