Start with the technical decision in front of you, then inspect the evidence, limitations and implementation guidance behind it.
Each desk connects evidence to a build, buy, deploy, evaluate or stop decision.
Search across titles, summaries, evidence status and tags, or narrow the library to one decision desk.
The small Claude model starts at $0.10 per million input tokens for prompts up to 100K, adds a 1M-token context window and adaptive effort, and is live across the Claude Platform and major clouds
Claude Haiku 5.5 is live with a 1M-token context window, 128K maximum output and two prompt-length price tiers. The low headline rate applies only through 100K prompt tokens.
Paid tiers began receiving GPT-6 Sol on October 7; Free and Go follow with GPT-6 Luna on October 8, while native charts, forms, controls and task-specific tools move into ordinary Chat responses
OpenAI is rolling GPT-6 out globally in ChatGPT. Intelligent UI lets the model compose interactive answers, paid tiers use GPT-6 Sol, and Free and Go use GPT-6 Luna—but Work, Codex and API contracts are not part of this release.
The October 7 synthesis connects already released 550B-total math and coding specialists, open training artifacts and high-compute inference loops—without turning one contest run into a general-purpose model verdict
NVIDIA has published a unified account of how Nemotron 3 specialists reached reported gold-level scores at IMO and IOI. The weights and recipes are public; the claims remain system-level, compute-heavy and task-specific.
The October 6 research announcement targets complex professional work, but names no new model, benchmark result, API, rollout, price or reproducible evaluation package
OpenAI says it is training and evaluating computer-use agents with Ironclad on complex contracting workflows. The research is current; a new customer product or model is not yet established.
The October 6 announcement promises to connect frontier models with company knowledge, but it does not yet establish a new model ID, launch date, entitlement or price
OpenAI and Atlassian have expanded their partnership around enterprise knowledge and work. The announcement is material, but buyers still need product-level availability, pricing and data-control details.
The October 6 collection spans 372 result families, includes partial Lean coverage and ten reasoning summaries, and comes from an unreleased internal model evaluated on roughly 4,000 open problems
OpenAI published 722 model-produced mathematics manuscripts in one GitHub repository. The scale is extraordinary, but the release is a research queue—not 722 independently verified breakthroughs.
The Apache 2.0 model puts text, code, images, video and audio in one 768-dimensional space, with 740M parameters at full load or 270M for text-only use
Google released EmbeddingGemma 2 weights for multimodal search and RAG, with an 8K shared context, modular encoders and Matryoshka vectors from 768 down to 128 dimensions.
The October 5 launch brings Z.ai’s coding model to Global and US cross-Region profiles with a 1M context, four API surfaces and prompt caching—but access is limited to eligible customers
AWS launched GLM 5.3 on Amazon Bedrock on October 5. Global Standard pricing is $1.68 input and $5.28 output per million tokens, with cross-Region-only access for eligible customers.
The October 5 guidance pins Opus 5.5 or Sonnet 5.5 with us-gov model profiles and splits deployments between auditable bedrock-runtime and native-API bedrock-mantle endpoints
AWS published a Claude Code deployment route for Claude Opus 5.5 and Sonnet 5.5 in GovCloud, with separate runtime and Mantle endpoints, model pins and compliance boundaries.
The October 5 aws-ai-ml skill generates reviewable SDK v3 code for endpoint load tests, instance recommendations and run comparisons—but it uses your AWS credentials and billable resources
AWS launched an aws-ai-ml skill on October 5 that lets Kiro, Claude Code, Codex and compatible agents generate SageMaker code for inference benchmarks and deployment recommendations.
Reusable instructions can now run explicitly, automatically or in combination inside Gemini chat; personal-account Gems begin retiring in November, while Workspace availability and feature parity are still rolling out
Google is rolling out reusable skills in Gemini chat and will begin replacing Gems in November. Skills support automatic activation, composition and reference files, but account availability and client behavior remain uneven.
The AI Educator Series is moving into teacher-led virtual and in-person events, but Google has not published a complete regional course catalogue, entitlement contract or measured classroom outcomes
Google says its free AI Educator Series is expanding to all 650,000 educators in the UK and Ireland, pairing short Gemini training and badges with a school-governance policy toolkit.
SageMaker AI fine-tuning raised retrieval scores on three of four held-out sets and sharply reduced one failure rate, but AWS has not published enough run detail or consistent public pricing to turn the example into a buying estimate
AWS says SageMaker AI multi-turn RL improved a Qwen3.6-27B search agent on three of four held-out retrieval sets and cut BrowseComp-Plus failures from 22.89% to 0.68%. The result is vendor-run, and public pricing remains unclear.
The single-satellite research mission is online after an October 1 launch, but it is not an orbital AI data center, a customer service or the planned two-satellite optical-link test
Google launched a Project Suncatcher prototype satellite on October 1, 2026 and confirmed contact. The mission will measure how Trillium TPUs and their cooling system behave under launch stress, radiation and thermal extremes before a larger 2027 test.
The benchmark checks terminal database state across 20 repeated runs; author-reported results show that clean tool execution often masks wrong or incomplete outcomes
Microsoft and Hugging Face announced ThinkingBox’s OpenEnv integration on October 3, 2026. The public benchmark covers 507 synthetic business workflows, grades final state and side effects, and exposes a large gap between one successful run and repeat reliability.
The October 2 walkthrough keeps search traffic inside AWS and uses enterprise identity controls, but it is an integration pattern—not a new Claude model or a new Web Search launch
AWS has documented how enterprises can connect Claude Desktop to AgentCore Web Search through a JWT-secured Gateway. Web Search costs $7 per 1,000 queries and is currently documented in three AWS regions.
The October 2 guide puts Astra, GPT-6.1 Sol and Luna on one selection ladder; the live API contract shows a 100× input-price spread, shared 1.05M context and materially different deployment choices
OpenAI published a GPT-6 family guide on October 2. Its live catalog now frames Astra for demanding work, GPT-6.1 Sol for balance and Luna for high-volume workloads, with Luna starting at $0.10 input and $0.50 output per million tokens.
The Qwen3-8B derivative is downloadable under Apache 2.0 and live as Asta Fast mode, but its benchmark comparisons are mostly from 2025 and its preference data carries a noncommercial license
Ai2 released AstaBrief 8B on October 2 for cited scientific report generation. The weights are downloadable and Fast mode is live, while current evidence remains vendor-run and tied to a retrieval pipeline.
The failure-led synthetic-data pipeline reports gains in two EnterpriseOps-Gym domains, but its code, generated data and trained checkpoints are not publicly available
ServiceNow CoreAI described AutoSynthData on October 2, 2026, reporting 2,000 generated Hybrid tasks in 18 hours and a 7.2-point Pass@1 gain after fine-tuning Gemma-4-26B-A4B-it. The method is documented; the new pipeline and artifacts are not released.
The nomination-only FDE Residency is already running in three cities, but access, cost, selection criteria and outcome evidence remain limited
Anthropic launched Claude Frontier Academy on October 2 with a stated $100 million commitment and a goal of training 10,000 Frontier Deployed Engineers by the end of 2027. The first residency is early access and nomination only.
Matthew Schwartz reports 36 manuscripts across 18 fields, but the portfolio is still author-reported and the strongest operational lesson is how much expert steering Claude required
Anthropic published Matthew Schwartz’s “Claude-shaped science” account on October 1 alongside a public BootLoops 1.0 release. The guest post reports 36 manuscripts from 400 candidate problems in three months while documenting judgment failures, heavy supervision and unfinished verification.
OpenAI’s fastest API tier is broadly available through gpt-6-astra with low default limits, but it costs $60 input and $300 output per million short-context tokens and excludes EU regional processing
OpenAI made GPT-6 Astra Ultrafast broadly available in the API on October 1. The tier claims up to 8× Standard generation speed, starts at $60 input and $300 output per million tokens, and uses service_tier: ultrafast.
Camera-based audio descriptions and reframing cues are available on Android 9 and newer, but Google’s support page says access is still rolling out and warns against navigation or obstacle detection
Google launched Guided Vision in Gemini Live on October 1. It describes camera views, answers follow-ups and coaches users to reframe—but rollout is gradual, and it is not a mobility or navigation aid.
Dots can keep working in the cloud, coordinate background tasks and use connected apps, but access is gradual and stopping the main agent does not stop every delegated task or schedule
OpenAI announced Dots on September 29. The GPT-6 Astra agents have a cloud computer, persistent work context and optional app or local-computer access; rollout starts with eligible Pro, Business Premium and Enterprise accounts.