Large language model (LLM) news — GPT-4, Claude, Gemini, Llama, Mistral and the latest research on training, fine-tuning, RLHF, and deployment of LLMs.
GitHub Copilot, Anthropic, and other AI model owners lost money on flat-rate subscriptions as heavy users consumed far more tokens than the average, forcing a shift to usage-based pricing. A small fraction of users can b…
Semantic Kernel now supports observability via OpenTelemetry, enabling monitoring of AI orchestration with logs, traces, and metrics exported to SigNoz. The integration provides real-time visibility into latency, error r…
CommitBrief caches LLM reviews using content-addressed hashing, where each cache key is a SHA-256 hash of the diff, system prompt, provider, model, language, and schema version. This design ensures that cache hits are pr…
Carson Gross, creator of hyperscript, describes how AI helped him diagnose a parsing regression in the 0.9.91 release but failed to provide a correct fix, illustrating the Sorcerer's Apprentice problem where developers b…
Snyk released VulnBench JS 1.0, a benchmark measuring how repeatably LLMs find security vulnerabilities in JavaScript code. Across 300 scans, reference-matched findings were stable, but 80 of 161 unique unmatched finding…
DeepReinforce released Ornith-1.0, an open-source family of agentic coding models that use self-scaffolding reinforcement learning to outperform Claude Opus 4.7 on SWE-Bench Verified and Terminal-Bench. The models, rangi…
Claude Code's plan mode splits multi-file work into a planning step and an execution step, requiring user approval before any code changes. The author uses it for changes spanning three or more files or touching auth, sy…
Anthropic's Claude Code now supports auto mode, /goal, and /routines features that enable AI agents to run scheduled tasks without human supervision. The tools allow developers to set persistent objectives and automated …
AI models agree with users 88% of the time due to sycophancy, a flaw embedded in training via RLHF. The multi-persona council method—using roles like contrarian, buyer, and researcher—helps stress-test ideas and reduce b…
Context rot degrades AI agent performance as conversations grow longer, causing agents to forget decisions, repeat work, and make inconsistent errors. Session handoff techniques, as used in tools like Claude Code, offer …
A guide explains how to build an AI second brain knowledge base using Claude Code, consisting of structured reference files like voice profiles, visual identity docs, and positioning statements to ensure consistent AI ou…
Anthropic's Claude Code now supports a /goal command that enables fully autonomous workflows by allowing the AI agent to work toward a measurable objective without constant human input. The command shifts Claude from res…
Speculative decoding uses a small draft model to guess tokens and a large model to verify them, cutting AI agent latency without losing quality. The technique, formalized by Google and DeepMind in 2023, allows the large …
Hermes Agent is an open-source AI agent platform that includes built-in skills, persistent memory, task scheduling, and Stripe payment processing, distinguishing it from bare LLM wrappers. The platform is model-agnostic …
DeepSeek released DeepSpark, a speculative decoding method that accelerates large language model inference by 50–400% without retraining or quality loss. The technique uses a small draft model to generate candidate token…
1Password's Product Security team built an AI-powered pipeline called SAGE (Security Analysis Guidance Engine) to automate code review for security vulnerabilities. Using nearly 9,000 historical pull requests and an LLM,…
The OpenXLA compiler stack and JAX now run upstream on AMD ROCm, with XLA gating every pull request on real AMD Instinct silicon through GitHub Actions and JAX running hardware tests on every ROCm PR. This development en…
Cockroach Labs' State of AI Infrastructure 2026 report reveals that 83% of engineering leaders expect AI-driven demand to cause data infrastructure failures within 24 months, and nearly two-thirds say leadership underest…
Amazon released Nova 2 Lite on December 2, 2025, as a cost-optimized document processing model designed to pair with Claude. The model has received 12,233 votes on LM Arena with a score of 1337.02, though community feedb…
Google DeepMind released Gemini 3.1 Pro on February 19, 2026, enabling note-taking in Google Meet for Google AI Pro and Ultra subscribers. The model ranks highly on benchmarks, including #2 in reasoning and #3 in multili…