Large language model (LLM) news — GPT-4, Claude, Gemini, Llama, Mistral and the latest research on training, fine-tuning, RLHF, and deployment of LLMs.
Claude Skills are integrated into coding pipelines by passing a tools array in the API request with each skill's name, description, and JSON Schema input_schema, which makes Claude return a tool_use block that the develo…
AI coding assistants such as Claude 3.5 Sonnet and GPT-4o let anyone generate a working prototype in ten minutes, but the barrier to quality is unchanged, according to an analysis echoing Paul Ford's argument that AI mak…
A founding engineer at Fulcrum reported that computer use agents can serve as effective QA engineers, reducing the manual quality assurance he performs on the company's insurance brokerage SaaS platform. The setup gives …
Jacob Gold published an open letter on jacob.gold calling on Anthropic CEO Dario Amodei to back a law requiring any AI model offered to the public to be released as open weights, following Amodei's "We Must Pace the Fron…
A developer released CauterRule v0.3.0, an open-source sidecar that learns standing rules from repeated AI agent failures by extracting lessons from trajectories, replay-testing them, and promoting reusable guidance. The…
A developer outlined a fault-tolerant design pattern for autonomous AI agents that adapts traditional distributed-systems techniques—circuit breakers, retry with jitter, and bulkheads—to the non-deterministic failure mod…
A developer has published a learning repository containing 38 runnable notebooks that teach the Hugging Face stack by progressively removing abstractions, from high-level APIs through fine-tuning, PEFT, reasoning/RL, and…
A team led by Yi Duan at Shanghai Jiao Tong University published a survey on recursive self-improvement (RSI) that introduces a Headroom-Closed Index (HCI) to quantify how far existing large language models fall short as…
Infobip AI consultant Danijel Blazsetin told a WooCommerce Meetup that LLM-powered chatbots are "guessing machines" that are non-deterministic and cannot be fully predicted, and that Infobip red teams its own production …
On an episode of The Cognitive Revolution, hosts Nathan and Prakash Narionan discussed the architectural tipping points of GPT-6 Astra, the obsolescence of classic AI benchmarks, and the mechanics of autonomous agent swa…
A developer using Claude 3.5 Sonnet through Cursor spent four hours stuck in a "hallucination loop" generating Jest unit tests for a TypeScript payment gateway, because the model assumed standard jest.mock() behavior whi…
A developer argues that agentic coding tools still depend on human design, security maintenance, and strategic planning, and that without documented UI and integration tests, swarms of code-mutating agents cannot be trus…
Cognition released SWE-2, a coding model scoring 50% on FrontierCode 1.1 Main — within one point of Fable 5.1 — at 64% lower cost, built on a 2.8-trillion-parameter Kimi K3 base with RL post-training. Separately, the Rub…
A developer guide explains the distinction between agents and skills in Claude Code, describing subagents as isolated worker instances that run a plan-act-observe-repeat loop in their own context windows and can execute …
A developer argues that prompt injection is fundamentally a permissions problem rather than a model-alignment one, since a language model receives user instructions and untrusted document text as a single token stream wi…
GPT-6 Astra completed 7 of 100 tasks on the StationeryBench robotics benchmark using dual-arm robots, a 7% success rate that far exceeds MolmoAct2, which finished zero tasks on the same set. The results suggest the model…
A developer reported that Gemini 1.5 Flash, Gemini 1.5 Pro, DeepSeek v4 Flash, DeepSeek v4 Pro, and GitHub Copilot all failed to fix ESP-IDF component paths during a two-day refactor that moved project files into a `comp…
TokenDelivery.ai launched a preview of deterministic LLM inference for the open-weight Gemma 4 model, offering byte-for-byte identical answers on every call and free access with no credit card required during the preview…
A multi-agent framework reached 68% accuracy on the QUBOBench benchmark for automatically translating business problems into Quadratic Unconstrained Binary Optimization (QUBO) formulations, a 22% improvement over a stand…
A developer published a full-stack walkthrough for building a production-ready retrieval-augmented generation (RAG) chatbot that retrieves relevant passages from internal SOP documents and passes them to OpenAI's GPT-4 f…