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<rss version="2.0"><channel><title>TuliAI News Lab</title><link>https://worthit.tuliai.com/news/</link><description>Source-linked, AI-assisted briefs for builders.</description><language>en</language><item><title>Mattt introduces Swift packages for speech and typed decisions</title><link>https://worthit.tuliai.com/news/swift-speech-decision-packages-backend-boundaries.html</link><description>AnySpeechRecognizer swaps engines; AnyDecisionModel returns typed answers with probabilities.</description><pubDate>Fri, 30 Oct 2026 07:57:48 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/swift-speech-decision-packages-backend-boundaries.html</guid></item><item><title>Google brings file editing directly into Gemini chats</title><link>https://worthit.tuliai.com/news/google-gemini-in-chat-file-editing-platform-limits.html</link><description>Google announces in-chat creation, preview and direct editing.</description><pubDate>Fri, 30 Oct 2026 07:57:48 +0000</pubDate><guid 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isPermaLink="true">https://worthit.tuliai.com/news/google-connected-apps-preview-review-distribution.html</guid></item><item><title>Microsoft announces more languages for Azure LLM Speech</title><link>https://worthit.tuliai.com/news/microsoft-azure-speech-llm-locale-rollout.html</link><description>Microsoft lists 25 additional languages, including 11 Indic, for 09-2026.</description><pubDate>Tue, 27 Oct 2026 07:07:36 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/microsoft-azure-speech-llm-locale-rollout.html</guid></item><item><title>OpenAI releases GPT-6.1 Terra for Work, Codex and API</title><link>https://worthit.tuliai.com/news/openai-gpt61-terra-bounded-screen-work.html</link><description>OpenAI lists Work and Codex access for Plus, Pro, Enterprise and Edu.</description><pubDate>Mon, 26 Oct 2026 21:26:15 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/openai-gpt61-terra-bounded-screen-work.html</guid></item><item><title>Hugging Face recaps shared caching and Jobs improvements</title><link>https://worthit.tuliai.com/news/hugging-face-hub-shared-cache-job-controls.html</link><description>The October 26 post covers features shipped over recent weeks.</description><pubDate>Mon, 26 Oct 2026 21:26:15 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/hugging-face-hub-shared-cache-job-controls.html</guid></item><item><title>Ollama adds local Phonon speech with different model licences</title><link>https://worthit.tuliai.com/news/ollama-phonon-local-speech-language-licenses.html</link><description>Ollama says version 0.40.11+ runs Gradium’s speech models on Apple Silicon Macs.</description><pubDate>Sun, 25 Oct 2026 07:01:34 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/ollama-phonon-local-speech-language-licenses.html</guid></item><item><title>OpenAI details containment changes for internal frontier training</title><link>https://worthit.tuliai.com/news/openai-internal-training-containment-report.html</link><description>OpenAI describes cached web resources and layered isolation for internal research workloads.</description><pubDate>Sat, 24 Oct 2026 06:08:48 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/openai-internal-training-containment-report.html</guid></item><item><title>Kimi rolls out K3.1 Pro in its hosted Code service</title><link>https://worthit.tuliai.com/news/kimi-k31-pro-hosted-code-access.html</link><description>October 23 notes put Pro on Plus/Moderato and higher plans.</description><pubDate>Sat, 24 Oct 2026 06:08:48 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/kimi-k31-pro-hosted-code-access.html</guid></item><item><title>Microsoft adds interactive chart specifications to Flint</title><link>https://worthit.tuliai.com/news/microsoft-flint-interactive-linked-chart-specifications.html</link><description>Its Flint-interactive language maps semantic events to updates across charts, tables and widgets.</description><pubDate>Fri, 23 Oct 2026 20:47:13 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/microsoft-flint-interactive-linked-chart-specifications.html</guid></item><item><title>Anthropic turns selected fuzz tests into machine-checked proofs</title><link>https://worthit.tuliai.com/news/anthropic-formal-proofs-scoped-fuzz-tests.html</link><description>With Theorem, Anthropic reports Claude-generated proofs about compiled RISC-V test entry points.</description><pubDate>Fri, 23 Oct 2026 20:47:13 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/anthropic-formal-proofs-scoped-fuzz-tests.html</guid></item><item><title>OpenAI makes its hosted Decisions API generally available</title><link>https://worthit.tuliai.com/news/openai-decisions-api-bounded-answers.html</link><description>GPT-6 Luna handles bounded questions from text, images or native JSON.</description><pubDate>Thu, 22 Oct 2026 20:18:51 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/openai-decisions-api-bounded-answers.html</guid></item><item><title>IBM combines existing Granite forecasters in an ensemble recipe</title><link>https://worthit.tuliai.com/news/ibm-granite-ensemble-existing-forecasters.html</link><description>The four-model recipe produces medians and quantiles without retraining or fitted ensemble weights.</description><pubDate>Thu, 22 Oct 2026 20:18:51 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/ibm-granite-ensemble-existing-forecasters.html</guid></item><item><title>OpenAI describes coordinated PHP vulnerability disclosure</title><link>https://worthit.tuliai.com/news/openai-php-maintainer-led-vulnerability-disclosure.html</link><description>Calif used GPT-5.6 Sol; Wiz also reported independent discoveries, according to OpenAI.</description><pubDate>Wed, 21 Oct 2026 20:32:50 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/openai-php-maintainer-led-vulnerability-disclosure.html</guid></item><item><title>Ai2 tests demographic decision stability with FairStress</title><link>https://worthit.tuliai.com/news/ai2-fairstress-demographic-decision-stability.html</link><description>FairStress pairs demographic variants with matched persuasive prefixes to test whether decisions change.</description><pubDate>Wed, 21 Oct 2026 20:32:50 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/ai2-fairstress-demographic-decision-stability.html</guid></item><item><title>Hugging Face outlines native TorchNeuron support for Trainium</title><link>https://worthit.tuliai.com/news/hugging-face-torchneuron-native-trainium-backend.html</link><description>Its October 19 post announces a public beta planned from October 20.</description><pubDate>Tue, 20 Oct 2026 06:04:05 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/hugging-face-torchneuron-native-trainium-backend.html</guid></item><item><title>Google explains MCP Apps deployment in Gemini Enterprise</title><link>https://worthit.tuliai.com/news/google-gemini-enterprise-mcp-apps-deployment-guide.html</link><description>Its October 19 guide connects sandboxed iframe interfaces to developer-hosted Cloud Run servers.</description><pubDate>Tue, 20 Oct 2026 06:04:05 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/google-gemini-enterprise-mcp-apps-deployment-guide.html</guid></item><item><title>Anthropic outlines conditional equity for its Public Benefit Fund</title><link>https://worthit.tuliai.com/news/anthropic-public-benefit-fund-conditional-stake.html</link><description>Anthropic announces a commitment of 5% of its shares, conditional on stockholder approval.</description><pubDate>Mon, 19 Oct 2026 20:37:27 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/anthropic-public-benefit-fund-conditional-stake.html</guid></item><item><title>DeepSeek updates Flash behind the existing API alias</title><link>https://worthit.tuliai.com/news/deepseek-flash-1017-stable-api-alias.html</link><description>October 17’s update reaches web, app and API as DeepSeek-V4.1-Flash-1017.</description><pubDate>Sun, 18 Oct 2026 06:07:00 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/deepseek-flash-1017-stable-api-alias.html</guid></item><item><title>BeforeShare case study: inspect a file before sharing it</title><link>https://worthit.tuliai.com/news/beforeshare-inspect-first-case-study.html</link><description>TuliAI builds and maintains BeforeShare. This studio case study explains its inspect-first workflow, published synthetic tests and practical limits. It is not an independent product review.</description><pubDate>Sat, 17 Oct 2026 09:33:54 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/beforeshare-inspect-first-case-study.html</guid></item><item><title>Google prototypes lab agents with a live digital twin</title><link>https://worthit.tuliai.com/news/google-wet-lab-agent-digital-twin-prototypes.html</link><description>VERID links laboratory state tracking, simulated dry runs and command checks.</description><pubDate>Sat, 17 Oct 2026 06:01:00 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/google-wet-lab-agent-digital-twin-prototypes.html</guid></item><item><title>Anthropic tests quantum circuit designs in an evaluator loop</title><link>https://worthit.tuliai.com/news/anthropic-quantum-circuit-evaluator-loop.html</link><description>Claude proposed circuits for eight computational primitives, with programmatic correctness checks and resource scoring.</description><pubDate>Sat, 17 Oct 2026 06:01:00 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/anthropic-quantum-circuit-evaluator-loop.html</guid></item><item><title>Reflection releases Beam weights for self-hosted agents</title><link>https://worthit.tuliai.com/news/reflection-beam-open-weights-release.html</link><description>The October 16 release follows the earlier model announcement; weights use Apache 2.0.</description><pubDate>Fri, 16 Oct 2026 20:23:30 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/reflection-beam-open-weights-release.html</guid></item><item><title>Mistral introduces CPU-capable Timestral forecasting models</title><link>https://worthit.tuliai.com/news/mistral-timestral-cpu-forecasting-license.html</link><description>Mistral’s October 15 announcement describes four sizes for probabilistic forecasts of related time series.</description><pubDate>Fri, 16 Oct 2026 20:23:30 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/mistral-timestral-cpu-forecasting-license.html</guid></item><item><title>NVIDIA and Siemens assess chip-design agents through final files</title><link>https://worthit.tuliai.com/news/nvidia-siemens-final-artifact-agent-evaluation.html</link><description>An October 14 case study uses NeMo Gym to compare generated Liberty files with references.</description><pubDate>Thu, 15 Oct 2026 06:01:41 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/nvidia-siemens-final-artifact-agent-evaluation.html</guid></item><item><title>Google opens Deep Review for technical document critique</title><link>https://worthit.tuliai.com/news/google-deep-review-public-document-critique.html</link><description>Google’s October 14 announcement extends its document-review system to public use.</description><pubDate>Thu, 15 Oct 2026 06:01:41 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/google-deep-review-public-document-critique.html</guid></item><item><title>NVIDIA opens the full Run:ai orchestration platform</title><link>https://worthit.tuliai.com/news/nvidia-runai-open-platform-modular-adoption.html</link><description>Its October 13 release covers GPU-workload management, with independently usable scheduling, sharing, quota and workload-description components.</description><pubDate>Wed, 14 Oct 2026 06:02:01 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/nvidia-runai-open-platform-modular-adoption.html</guid></item><item><title>Google expands Gemini 4 Argon access in its app</title><link>https://worthit.tuliai.com/news/google-gemini-4-argon-app-access.html</link><description>Google AI Pro and Ultra subscribers can use Argon and give Gemini tasks.</description><pubDate>Wed, 14 Oct 2026 06:02:01 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/google-gemini-4-argon-app-access.html</guid></item><item><title>Meta introduces Muse Wonder with separate access routes</title><link>https://worthit.tuliai.com/news/meta-muse-wonder-variant-access.html</link><description>Meta attributes persistent context and sustained agent work to Active Memory and Active Focus.</description><pubDate>Tue, 13 Oct 2026 17:34:23 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/meta-muse-wonder-variant-access.html</guid></item><item><title>Liquid AI releases LFM2.5 for local tool-using agents</title><link>https://worthit.tuliai.com/news/liquid-ai-lfm25-local-tool-agents.html</link><description>LFM2.5-24B-A2B and its Base version are available as open weights.</description><pubDate>Tue, 13 Oct 2026 17:34:23 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/liquid-ai-lfm25-local-tool-agents.html</guid></item><item><title>Microsoft explains StudentSim’s learner-specific tutoring simulations</title><link>https://worthit.tuliai.com/news/microsoft-studentsim-tutor-research-validation.html</link><description>StudentSim adapts pooled learner records to individuals for AI-tutor research.</description><pubDate>Mon, 12 Oct 2026 17:23:08 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/microsoft-studentsim-tutor-research-validation.html</guid></item><item><title>LightOn delegates repository search to ColGrep-Agent</title><link>https://worthit.tuliai.com/news/lighton-colgrep-agent-local-repository-search.html</link><description>Its local, read-only search agent returns file paths, line ranges and code.</description><pubDate>Mon, 12 Oct 2026 17:23:08 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/lighton-colgrep-agent-local-repository-search.html</guid></item><item><title>Mistral previews managed hosting for Workflows workers</title><link>https://worthit.tuliai.com/news/mistral-managed-workflows-deployments-preview.html</link><description>Its October 9 release notes describe deployments from GitHub repositories.</description><pubDate>Sun, 11 Oct 2026 06:07:06 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/mistral-managed-workflows-deployments-preview.html</guid></item><item><title>Cloudflare’s Clef-omni adds audio and video decision inputs</title><link>https://worthit.tuliai.com/news/cloudflare-clef-omni-media-decisions.html</link><description>Cloudflare’s October 9 announcement extends its open-weight decision models beyond text and images.</description><pubDate>Sun, 11 Oct 2026 06:07:06 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/cloudflare-clef-omni-media-decisions.html</guid></item><item><title>Anthropic reports unintended actions in testing and internal use</title><link>https://worthit.tuliai.com/news/anthropic-unintended-actions-internal-evaluations.html</link><description>Anthropic describes unintended form submissions, gated-data access and tool workarounds.</description><pubDate>Sat, 10 Oct 2026 09:08:33 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/anthropic-unintended-actions-internal-evaluations.html</guid></item><item><title>Ai2 explains GPU scheduling through time budgets</title><link>https://worthit.tuliai.com/news/ai2-gpu-time-budgets-resumable-work.html</link><description>Its October report describes a rollout begun in July, using GPU-time budgets and hierarchical fair share.</description><pubDate>Sat, 10 Oct 2026 09:08:33 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/ai2-gpu-time-budgets-resumable-work.html</guid></item><item><title>LightOnOCR-3 adds page locations to document extraction</title><link>https://worthit.tuliai.com/news/lightonocr-3-grounded-document-extraction.html</link><description>LightOn released variants labelled 0.8B, 1B and 4B under Apache 2.0.</description><pubDate>Fri, 09 Oct 2026 14:52:28 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/lightonocr-3-grounded-document-extraction.html</guid></item><item><title>Anthropic opens applications for OSS Scanner</title><link>https://worthit.tuliai.com/news/anthropic-oss-scanner-opt-in-security.html</link><description>Eligible open-source maintainers can apply for free periodic vulnerability scans.</description><pubDate>Fri, 09 Oct 2026 14:52:28 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/anthropic-oss-scanner-opt-in-security.html</guid></item><item><title>OpenAI reports disrupting influence operations using false identities</title><link>https://worthit.tuliai.com/news/openai-false-front-influence-report.html</link><description>OpenAI says it banned accounts linked to Russia- and Iran-origin influence operations.</description><pubDate>Thu, 08 Oct 2026 17:54:59 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/openai-false-front-influence-report.html</guid></item><item><title>Microsoft makes Execution Containers generally available</title><link>https://worthit.tuliai.com/news/microsoft-execution-containers-agent-boundaries.html</link><description>Microsoft’s containment layer limits agent access through externally enforced policies.</description><pubDate>Thu, 08 Oct 2026 17:54:59 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/microsoft-execution-containers-agent-boundaries.html</guid></item><item><title>Liquid AI releases open-weight d1 decision models</title><link>https://worthit.tuliai.com/news/liquid-ai-open-d1-decision-models.html</link><description>The models return structured decisions instead of generating prose.</description><pubDate>Thu, 08 Oct 2026 17:54:59 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/liquid-ai-open-d1-decision-models.html</guid></item><item><title>LASER looks for more useful safety-evaluation examples</title><link>https://worthit.tuliai.com/news/laser-safety-evaluation-sampling.html</link><description>OpenAI describes a method for selecting examples to test model safety.</description><pubDate>Wed, 07 Oct 2026 20:58:00 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/laser-safety-evaluation-sampling.html</guid></item><item><title>GPT-6 brings interactive responses to ChatGPT</title><link>https://worthit.tuliai.com/news/gpt-6-intelligent-ui-chatgpt.html</link><description>OpenAI introduces answers that can include charts, forms and interactive components.</description><pubDate>Wed, 07 Oct 2026 20:58:00 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/gpt-6-intelligent-ui-chatgpt.html</guid></item><item><title>Haiku 5.5 targets focused, high-volume AI work</title><link>https://worthit.tuliai.com/news/claude-haiku-5-5-focused-agent-work.html</link><description>Anthropic’s new small model is aimed at repetitive tasks and scoped agent work.</description><pubDate>Wed, 07 Oct 2026 20:58:00 +0000</pubDate><guid isPermaLink="true">https://worthit.tuliai.com/news/claude-haiku-5-5-focused-agent-work.html</guid></item></channel></rss>