# Not A Tech Guy > Independent daily briefing on AI, technology and Australian property: the knowledge 99.9% of people never discover, and what it means for you, your money and your business. Public Ghost content for AI and LLM tooling. Use `/llms-full.txt` for consolidated page and post context. Append `.md` to any post or page URL to get the content in Markdown (for example, `/example-post.md`). ## Pages - [About Not A Tech Guy](https://www.notatechguy.com/about.md) - An independent daily briefing on AI, technology and the Australian property market, founded by Marcello Babbili. - [Archive](https://www.notatechguy.com/archive.md) - Every article published on Not A Tech Guy, grouped by month: daily AI, technology and Australian property coverage. - [Contact](https://www.notatechguy.com/contact.md) - The fastest way to reach Not A Tech Guy is email: notatechguy@agentmail.to We read everything. 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What this publication is — and isn't notatechguy.com is a personal project: an automated publication built by its owner to follow AI and technology developments from around the world, s… ## Posts - [Google DeepMind announces Genie 4 world model](https://www.notatechguy.com/google-deepmind-announces-genie-4-world-model.md) - Google DeepMind announced Genie 4, a real-time world simulation model with native audio, but published no benchmarks or release date. - [SpiderFoot OSINT tool trends on GitHub with 200+ modules](https://www.notatechguy.com/spiderfoot-osint-tool-trends-on-github-with-200-modules.md) - SpiderFoot, an OSINT automation tool with over 200 modules, is trending on GitHub as security teams map attack surfaces. - [Medusa pitches commerce platform built for AI agents](https://www.notatechguy.com/medusa-pitches-commerce-platform-built-for-ai-agents.md) - Medusa, an open-source commerce platform with 36,935 GitHub stars, is trending daily as it repositions for AI agents and developers. - [Moonshot AI's Kimi Code CLI hits GitHub trending after subagent](https://www.notatechguy.com/moonshot-ai-s-kimi-code-cli-hits-github-trending-after-subagent-pullback.md) - Kimi Code CLI 2.3.2 stops automatically spawning subagents, shifting how terminal-based AI coding agents handle multi-file tasks. - [Australian dwelling values fall $34 billion in June quarter](https://www.notatechguy.com/australian-dwelling-values-fall-34-billion-in-june-quarter.md) - The ABS June quarter 2026 release shows Australia's residential dwelling stock lost $34.1 billion as mean prices slipped to $1,100,400. - [GenOffice puts an AI agent inside real Office files, locally](https://www.notatechguy.com/genoffice-puts-an-ai-agent-inside-real-office-files-locally.md) - GenOffice, a free open-source AI Office suite trending on GitHub, lets an AI agent edit real .docx and .xlsx files on your own machine. - [RL post-training: NgramRL cuts rollout cost 7× without auxiliary model](https://www.notatechguy.com/rl-post-training-ngramrl-cuts-rollout-cost-7-without-auxiliary-model.md) - An October 23 preprint claims NgramRL commits up to 7.77 tokens per forward in warm-cache tests, beating prompt-lookup 7×, no auxiliary model. - [MediaCrawler scrapes 7 Chinese apps, hits 67,000 GitHub stars](https://www.notatechguy.com/mediacrawler-scrapes-7-chinese-apps-hits-67-000-github-stars.md) - An open-source scraper for Xiaohongshu, Douyin and five other Chinese apps is trending on GitHub, but its own disclaimer clashes with its paid Pro - [AI wildfire model maps Canada 806x faster](https://www.notatechguy.com/ai-wildfire-model-maps-canada-806x-faster.md) - A deep learning surrogate approximates BurnP3+ wildfire simulations 806x faster on CPU, cutting Canada's hazard mapping from weeks to seconds. - [OlmoEarth v1.3 covers Earth at 10m, no GPU required](https://www.notatechguy.com/olmoearth-v1-3-covers-earth-at-10m-no-gpu-required.md) - AllenAI's OlmoEarth v1.3 releases precomputed satellite embeddings for the entire planet at 10-meter resolution, with fully open weights. - [Herdr: terminal runtime keeps AI coding agents alive, 45k stars](https://www.notatechguy.com/herdr-terminal-runtime-keeps-ai-coding-agents-alive-45k-stars.md) - Herdr, a Rust terminal runtime trending on GitHub, keeps Claude Code and Codex sessions alive when SSH drops, with 45,735 stars. - [Anthropic Agent Skills spec hits 26,000 GitHub stars](https://www.notatechguy.com/anthropic-agent-skills-spec-hits-26-000-github-stars.md) - The Agent Skills specification gives AI agents new capabilities through folders and markdown files, gaining developer traction on GitHub. - [LiteLLM AI gateway hits 61,877 GitHub stars, claims 8ms latency](https://www.notatechguy.com/litellm-ai-gateway-hits-61-877-github-stars-claims-8ms-latency.md) - BerriAI's LiteLLM AI gateway reached 61,877 GitHub stars, routing 100+ LLM APIs through a Rust core, but its 8ms latency claim remains unverified. - [Fleet AI's Fig elicits risky AI behaviours in 45% of tests](https://www.notatechguy.com/fleet-ai-s-fig-elicits-risky-ai-behaviours-in-45-of-tests.md) - Fleet AI researchers built Fig to systematically test whether AI models will deceive, betray or sabotage in multi-agent game environments. - [AI email agents comply with 45% of adaptive phishing attacks](https://www.notatechguy.com/ai-email-agents-comply-with-45-of-adaptive-phishing-attacks.md) - Carnegie Mellon's AgentPhishing benchmark shows AI email agents that catch standard phishing still fall for attacks tailored to their behaviour. - [Transformer attention gets momentum from Hamiltonian dynamics](https://www.notatechguy.com/transformer-attention-gets-momentum-from-hamiltonian-dynamics.md) - A TU Berlin preprint rewrites attention as damped Hamiltonian dynamics, lowering validation loss on small models but reporting no numbers. - [NVIDIA RTX Spark lands in Europe with 1-petaflop local AI](https://www.notatechguy.com/nvidia-rtx-spark-lands-in-europe-with-1-petaflop-local-ai.md) - NVIDIA's GTC Berlin keynote showed RTX Spark laptops running AI agents that train robots on device, packing 128GB of unified memory. - [OpenAI cuts ChatGPT storage reads 12× with Cosmos DB](https://www.notatechguy.com/openai-cuts-chatgpt-storage-reads-12-with-cosmos-db.md) - OpenAI's second Habitat deep dive reveals how Azure Cosmos DB and global caching cut ChatGPT read times twelvefold for billion-user scale. - [NVIDIA Agent Toolkit grounds AI agents in enterprise data](https://www.notatechguy.com/nvidia-agent-toolkit-grounds-ai-agents-in-enterprise-data.md) - NVIDIA's Agent Toolkit adds a knowledge layer so agents use company data without moving it, backed by 14 partners including SAP and Snowflake. - [UniMate: one model animates any 3D skeleton from text](https://www.notatechguy.com/unimate-one-model-animates-any-3d-skeleton-from-text.md) - UniMate, accepted to SIGGRAPH Asia 2026, uses a single flow-matching model to generate motion across seven different skeleton types from text. - [AI scientific discovery cost cut up to 80% with SpecEvo](https://www.notatechguy.com/ai-scientific-discovery-cost-cut-up-to-80-with-specevo.md) - A new arXiv framework coordinates cheap and frontier AI models for scientific discovery, matching top-tier results on 176 tasks at 80% less API cost. - [Microsoft and Hugging Face grade AI agents by database, not words](https://www.notatechguy.com/microsoft-and-hugging-face-grade-ai-agents-by-database-not-words.md) - Microsoft and Hugging Face used database checks as RL rewards, lifting Qwen3.8-27B agent reliability from 51.70% to 60.78%. - [AI agents imagine futures before acting, then learn from results](https://www.notatechguy.com/ai-agents-imagine-futures-before-acting-then-learn-from-results.md) - A new arXiv framework lets LLM agents preview action outcomes with a world model before acting, tested on ALFWorld and ScienceWorld. - [OpenAI aligns safety rules across model distributors](https://www.notatechguy.com/openai-aligns-safety-rules-across-model-distributors.md) - OpenAI's October 21 post describes aligning safeguards across distribution partners and updating Usage Policies for all developers. - [OpenAI brings frontier models to Google Cloud](https://www.notatechguy.com/openai-brings-frontier-models-to-google-cloud.md) - OpenAI's frontier models and Codex workflows are coming to Google Cloud's Model Garden and Marketplace, with no pricing or date yet. - [RBA deputy warns inflation 'materially worse' as hike odds top 50%](https://www.notatechguy.com/rba-deputy-warns-inflation-materially-worse-as-hike-odds-top-50.md) - RBA deputy Hauser says inflation is 'materially worse' as markets price a November hike above 50 per cent, hitting borrowers near 2024 payment peaks. - [Codync turns 40+ AI coding agents into phone bots](https://www.notatechguy.com/codync-turns-40-ai-coding-agents-into-phone-bots.md) - Codync, a free Rust tool trending on GitHub, claims to turn 40+ coding agents into bots you can message from any phone or desktop. - [RBA November 2026 decision: the data after the September hike](https://www.notatechguy.com/rba-november-2026-decision.md) - Our September hike call was right. Run on the data since, our framework reads a hold at the RBA's 3 November meeting, with the labour market now pulling against still-high inflation. - [Open-source LLM gateway Otari routes 40+ providers](https://www.notatechguy.com/open-source-llm-gateway-otari-routes-40-providers.md) - Otari, an open-source LLM gateway that routes to 40+ providers with virtual keys and budgets, hit GitHub Trending with 674 stars. - [Cline open-source coding agent hits 70,000 GitHub stars](https://www.notatechguy.com/cline-open-source-coding-agent-hits-70-000-github-stars.md) - Cline, an open-source coding agent for IDEs, terminals, and desktops, crossed 70,000 GitHub stars while parts of its platform remain in transition. - [Meta and Google AI shopping agents hunt bargains, skip labour checks](https://www.notatechguy.com/meta-and-google-ai-shopping-agents-hunt-bargains-skip-labour-checks.md) - Meta, Google and OpenAI are building AI agents that buy without approval, but the tech compares prices far better than it verifies working conditions. - [Microsoft Playwright targets AI agents, hits GitHub trending](https://www.notatechguy.com/microsoft-playwright-targets-ai-agents-hits-github-trending.md) - Microsoft's Playwright web testing framework landed on GitHub Trending with 97,825 stars as it adds a CLI built for AI coding agents. - [ByteDance's OpenViking agent context database hits 40,000 GitHub stars](https://www.notatechguy.com/bytedance-s-openviking-agent-context-database-hits-40-000-github-stars.md) - OpenViking from ByteDance's Volcengine treats agent memory, knowledge and skills as a virtual filesystem, crossing 40,000 GitHub stars. - [Anthropic pledges 5% of shares to public benefit fund](https://www.notatechguy.com/anthropic-pledges-5-of-shares-to-public-benefit-fund.md) - Anthropic will commit 5% of its shares to a public benefit fund that grows as the company does, setting a new governance marker for AI labs. - [Blockchain gossip protocols may miss quorum under attack](https://www.notatechguy.com/blockchain-gossip-protocols-may-miss-quorum-under-attack.md) - An arXiv preprint finds Bitcoin, Ethereum, Polkadot and Solana gossip parameters may be too thin to guarantee quorum under realistic attacks. - [NVIDIA joins EU science initiative with 250 open models](https://www.notatechguy.com/nvidia-joins-eu-science-initiative-with-250-open-models.md) - NVIDIA has joined the EU's AI in Science Enablers Initiative, pledging 250 open models, free courseware and compute access to European researchers. - [Meta's 816B Muse Spark Open targets Mac Studios](https://www.notatechguy.com/meta-s-816b-muse-spark-open-targets-mac-studios.md) - The open-weight release pairs a frontier-scale model with a consumer hardware target Meta says needs two Apple M5 Ultra Mac Studios and the MLX - [Stack Overflow for Agents triples signups with ChatGPT plugin](https://www.notatechguy.com/stack-overflow-for-agents-triples-signups-with-chatgpt-plugin.md) - Stack Overflow for Agents tripled signups via a ChatGPT plugin two engineers built with Codex, OpenAI reports, with no absolute figures given. - [Volvo and NVIDIA expand automated driving partnership](https://www.notatechguy.com/volvo-and-nvidia-expand-automated-driving-partnership.md) - Volvo Cars will pair its safety systems with NVIDIA's Hyperion and Halos OS for door-to-door automated driving in future electric cars. - [NVIDIA ships 120B Nemotron 3.5 Super VL, 5x faster than rivals](https://www.notatechguy.com/nvidia-ships-120b-nemotron-3-5-super-vl-5x-faster-than-rivals.md) - NVIDIA's open Nemotron 3.5 Super VL matches its largest reasoning model at one-fifth the parameters, with edge models running on desktop RTX GPUs. - [AI photo geolocation accuracy cut from 41.2% to 9.9%](https://www.notatechguy.com/ai-photo-geolocation-accuracy-cut-from-41-2-to-9-9.md) - The GeoCloak system cuts AI geolocation accuracy from 41.2% to 9.9% across 576 cities while preserving image quality, its developers report in an - [Voicebox gains 121 stars today on GitHub](https://www.notatechguy.com/voicebox-gains-121-stars-today-on-github.md) - Voicebox hit GitHub Trending with 121 new stars today as developers weigh local voice cloning and dictation claims for apps. - [Australian unemployment hits 4.7%, rate hike odds drop](https://www.notatechguy.com/australian-unemployment-hits-4-7-rate-hike-odds-drop.md) - Australia's unemployment rate reached 4.7% in September 2026 as 39,300 jobs disappeared, cutting the odds of a November rate hike. - [Google launches Gemini 4 Argon at $2 per million tokens](https://www.notatechguy.com/google-launches-gemini-4-argon-at-2-per-million-tokens.md) - Gemini 4 Argon is globally available via API at $2 per million input tokens, with Google claiming the top spot on the Vals Index. - [NVIDIA GTC Berlin 2026: Jensen Huang keynotes Oct 21](https://www.notatechguy.com/nvidia-gtc-berlin-2026-jensen-huang-keynotes-oct-21.md) - NVIDIA's GTC Berlin runs October 20-22 with a Jensen Huang keynote, but the company's French AI adoption claims name no companies or numbers. - [NVIDIA and Cisco USFP optics quadruple AI factory bandwidth density](https://www.notatechguy.com/nvidia-and-cisco-usfp-optics-quadruple-ai-factory-bandwidth-density.md) - NVIDIA and Cisco's USFP module promises 12.8Tb/s capacity and 4x bandwidth density for AI factory networks, though no hardware has shipped. - [SGLang LLM serving framework hits GitHub trending at 37K stars](https://www.notatechguy.com/sglang-llm-serving-framework-hits-github-trending-at-37k-stars.md) - SGLang, an open-source LLM serving framework from Stanford and UC Berkeley researchers, is trending on GitHub with 36,973 stars and broad hardware - [RECAST derives AI evidence, beating strongest baseline 15.9%](https://www.notatechguy.com/recast-derives-ai-evidence-beating-strongest-baseline-15-9.md) - RECAST's RouterLM learns to derive evidence through computation and retrieval, hitting 75.6% success across six benchmark families. - [Free AI agent tutorial crosses 82,000 GitHub stars](https://www.notatechguy.com/free-ai-agent-tutorial-crosses-82-000-github-stars.md) - Datawhale's hello-agents repo teaches building AI agents from scratch with ReAct, GRPO and MCP protocols, all for free. - [cc-switch manages 8 AI coding agents, hits 142k GitHub stars](https://www.notatechguy.com/cc-switch-manages-8-ai-coding-agents-hits-142k-github-stars.md) - The Rust desktop tool lets developers swap API providers for Claude Code, Codex and Grok Build without editing config files. - [Sophos cuts threat investigation 96% with OpenAI Daybreak](https://www.notatechguy.com/sophos-cuts-threat-investigation-96-with-openai-daybreak.md) - OpenAI's Daybreak helped Sophos automate 52% of MDR cases and cut threat investigation time 96%, with no independent audit confirming the figures. - [Honda Research AI method lifts reasoning pass@12 on Qwen3](https://www.notatechguy.com/honda-research-ai-method-lifts-reasoning-pass-12-on-qwen3.md) - Honda Research and Penn State built a method that gives reasoning models a partial head start, lifting pass@12 across five math benchmarks. - [G0DM0D3 liberated AI chat tool trends on GitHub with 11,560 stars](https://www.notatechguy.com/g0dm0d3-liberated-ai-chat-tool-trends-on-github-with-11-560-stars.md) - A self-described 'liberated AI' chat interface called G0DM0D3 appeared on GitHub Trending with 11,560 stars and no independent verification. - [Oracle puts ChatGPT and Codex to work across three divisions](https://www.notatechguy.com/oracle-puts-chatgpt-and-codex-to-work-across-three-divisions.md) - OpenAI says Oracle uses ChatGPT Work and Codex across recruiting, engineering and operations, turning specialist knowledge into fast workflows. - [AI content extraction scores 97.4 on enterprise documents](https://www.notatechguy.com/ai-content-extraction-scores-97-4-on-enterprise-documents.md) - A new arXiv submission argues content extraction is the perception layer for enterprise AI agents, scoring 97.4 on a 180-document corpus. - [WA dwelling completions drop 14% to 19,569 in 2025-26](https://www.notatechguy.com/wa-dwelling-completions-drop-14-to-19-569-in-2025-26.md) - ABS building activity data shows WA completed 19,569 dwellings in 2025-26, down 14% on the year, as apartment completions fell 40%. - [NVIDIA RTX Spark brings 1-petaflop AI to Windows laptops](https://www.notatechguy.com/nvidia-rtx-spark-brings-1-petaflop-ai-to-windows-laptops.md) - NVIDIA's RTX Spark puts one petaflop of FP4 AI into Windows laptops using a Blackwell GPU and Grace CPU, with preorders open and October 16 shipping. - [Former RBA board member Harper says another rate hike plausible](https://www.notatechguy.com/former-rba-board-member-harper-says-another-rate-hike-plausible.md) - Former RBA board member Ian Harper says another 2026 rate hike is plausible but not likely, weeks after the cash rate lifted to 4.60 per cent. - [Self-driving AI cuts collisions by scoring every reachable path](https://www.notatechguy.com/self-driving-ai-cuts-collisions-by-scoring-every-reachable-path.md) - An arXiv preprint proposes cost learning for end-to-end driving, cutting collisions versus SparseDrive and Alpamayo without fine-tuning. - [OpenAI trains AI agents on Ironclad contracts](https://www.notatechguy.com/openai-trains-ai-agents-on-ironclad-contracts.md) - OpenAI is training AI agents on Ironclad's contracting platform to advance computer use for professional work, with no model or timeline given. - [AI agent for chip verification hits 95% accuracy](https://www.notatechguy.com/ai-agent-for-chip-verification-hits-95-accuracy.md) - An arXiv preprint turns chip simulation dumps into a searchable database for verification engineers, hitting 95.33% on 150 queries. - [CourseChat AI tutor picks 8B model over bigger rivals](https://www.notatechguy.com/coursechat-ai-tutor-picks-8b-model-over-bigger-rivals.md) - Lethbridge researchers built CourseChat, an on-premises RAG tutor for six business courses, where bigger AI models failed the classroom speed test. - [MCP Python SDK trends on GitHub with 24,000 stars](https://www.notatechguy.com/mcp-python-sdk-trends-on-github-with-24-000-stars.md) - The official Python SDK for Model Context Protocol servers hit GitHub's daily trending list with 24,476 stars after v2.0 stable. - [Multimodal AI models merge vision and text via two distinct pathways](https://www.notatechguy.com/multimodal-ai-models-merge-vision-and-text-via-two-distinct-pathways.md) - An arXiv preprint finds concatenation and native multimodal architectures fuse visual and textual data through different internal pathways. - [AI agent skill scanners evaded 97% by Huawei researchers](https://www.notatechguy.com/ai-agent-skill-scanners-evaded-97-by-huawei-researchers.md) - A preprint from Huawei Research Zurich shows that scanners for malicious AI agent skills fail against an attacker who knows the detector. - [Weight tying costs private LLM training 4.74 accuracy points](https://www.notatechguy.com/weight-tying-costs-private-llm-training-4-74-accuracy-points.md) - Untying input and output embeddings in decoder-only LLMs lifts accuracy up to 4.74 percentage points under differential privacy fine-tuning. - [OpenAI's 'eternal complement': AI's edge is execution](https://www.notatechguy.com/openai-s-eternal-complement-ai-s-edge-is-execution.md) - OpenAI's new essay argues advanced AI may matter most for routine execution behind breakthrough ideas, not idea generation itself. - [OpenAI partners with America's SBDC for small business AI training](https://www.notatechguy.com/openai-partners-with-america-s-sbdc-for-small-business-ai-training.md) - OpenAI's September 30 partnership with America's SBDC expands hands-on AI training for U.S. small businesses, but key details remain undisclosed. - [CoreWeave ships NVIDIA Vera Rubin, Cognition reports 4.8x speedup](https://www.notatechguy.com/coreweave-ships-nvidia-vera-rubin-cognition-reports-4-8x-speedup.md) - CoreWeave is among the first clouds to deliver NVIDIA's Vera Rubin NVL72, with Cognition reporting 4.8x higher token throughput on real engineering - [OpenAI's GPT-6.1 Sol targets Astra quality at one-fifth price](https://www.notatechguy.com/openai-s-gpt-6-1-sol-targets-astra-quality-at-one-fifth-price.md) - OpenAI's GPT-6.1 Sol targets coding and computer use at $2 input and $10 output per million tokens, a fifth of Astra's price. - [LLM pipelines lose 40 accuracy points at interfaces](https://www.notatechguy.com/llm-pipelines-lose-40-accuracy-points-at-interfaces.md) - Pipeline interfaces destroy reasoning accuracy across 21 open-weight models, with a re-grounding fix holding on all three newest models tested. - [Holo4 27B scores 61.7% on OSWorld 2.0, trails Opus 5.5](https://www.notatechguy.com/holo4-27b-scores-61-7-on-osworld-2-0-trails-opus-5-5.md) - Hcompany's Holo4 agentic models click, type and code across desktops and phones, but benchmark comparisons mix harnesses and task sets. - [LLVM trends on GitHub as AI agents target compiler code](https://www.notatechguy.com/llvm-trends-on-github-as-ai-agents-target-compiler-code.md) - LLVM, the compiler infrastructure behind Clang and Rust, surfaced on GitHub's daily trending list with 40,784 total stars. - [AI security tool reverse-skill hits 38,000 GitHub stars](https://www.notatechguy.com/ai-security-tool-reverse-skill-hits-38-000-github-stars.md) - reverse-skill routes AI coding agents like Claude Code and Cursor into penetration testing workflows, with 38,182 stars and no independent audit. - [GRPO step-level bias: GRAFT graph method claims gains on agent tasks](https://www.notatechguy.com/grpo-step-level-bias-graft-graph-method-claims-gains-on-agent-tasks.md) - An arXiv preprint proposes GRAFT, a graph framework for step-level credit in agentic RL, reporting gains over GRPO on multi-turn benchmarks. - [ABS moves CPI release earlier, skips mid-2026 weight update](https://www.notatechguy.com/abs-moves-cpi-release-earlier-skips-mid-2026-weight-update.md) - The ABS will publish CPI on the fourth Wednesday of each month from February 2027, after determining a mid-2026 weight update is unnecessary. - [Chinese AI text humanizer trends with 18,000 GitHub stars](https://www.notatechguy.com/chinese-ai-text-humanizer-trends-with-18-000-github-stars.md) - A Chinese Claude Code Skill that strips AI writing patterns from text is trending on GitHub, but its own README says it cannot pass AI detectors. - [Rivet Actors hits GitHub trending with 20ms cold-start claim](https://www.notatechguy.com/rivet-actors-hits-github-trending-with-20ms-cold-start-claim.md) - Rivet Actors, a Rust open-source project trending on GitHub, claims 20ms cold starts and 0.6KB per instance for stateful AI agent workloads. - [Pistis multimodal models blend distillation and RL training](https://www.notatechguy.com/pistis-multimodal-models-blend-distillation-and-rl-training.md) - The Pistis report describes 27B and 9B multimodal models built on Qwen that alternate distillation and reinforcement learning in one training loop. - [NobodyWho runs local LLMs across 6 app frameworks](https://www.notatechguy.com/nobodywho-runs-local-llms-across-6-app-frameworks.md) - NobodyWho, a Rust-based local LLM engine trending on GitHub with 1,419 stars, ships six framework bindings but excludes web and Windows ARM64. - [Lean Pool: AI agents formalize math, paper is one human page](https://www.notatechguy.com/lean-pool-ai-agents-formalize-math-paper-is-one-human-page.md) - A University of Washington preprint describes a formalized mathematics repository grown by AI agents, with a one-page human-written paper. - [AI coding agent router cuts enterprise model spend 21%](https://www.notatechguy.com/ai-coding-agent-router-cuts-enterprise-model-spend-21.md) - A prompt router can recover 14 to 21 per cent of enterprise AI coding-agent spend, or up to $5M a year for 10,000 seats, according to a 25 September - [Hindsight agent memory repo gains 1,668 stars in a day](https://www.notatechguy.com/hindsight-agent-memory-repo-gains-1-668-stars-in-a-day.md) - Vectorize's Hindsight, an open-source agent memory system for AI developers claiming to outperform RAG, added 1,668 GitHub stars in 24 hours. - [Australia bans card surcharges from October 1](https://www.notatechguy.com/australia-bans-card-surcharges-from-october-1.md) - From October 1, Australian businesses can no longer add card surcharges, forcing 16% of merchants to absorb or reprice the cost of accepting payments. - [Adobe-Cornell: clean-data prediction improves diffusion generation](https://www.notatechguy.com/adobe-cornell-clean-data-prediction-improves-diffusion-generation.md) - Predicting clean data instead of noise improves text-to-image generation, Adobe and Cornell researchers report in a September 23 preprint. - [AI agent rare-event estimation 800× more efficient](https://www.notatechguy.com/ai-agent-rare-event-estimation-800-more-efficient.md) - Columbia researchers built a method to estimate one-in-a-billion AI agent failures 800× more cheaply than brute-force simulation. - [Google DeepMind's Gemini 3.8 TTS clones a voice from 30 seconds](https://www.notatechguy.com/google-deepmind-s-gemini-3-8-tts-clones-a-voice-from-30-seconds.md) - Google DeepMind's Gemini 3.8 Flash TTS and Flash-Lite TTS bring voice cloning from a 30-second sample to 100-plus languages. - [GPT-6 Astra halves Parallel's research time and cost, OpenAI says](https://www.notatechguy.com/gpt-6-astra-halves-parallel-s-research-time-and-cost-openai-says.md) - Parallel halved its AI research time and cost using GPT-6 Astra, according to an OpenAI case study that discloses no methodology or absolute figures. - [Qualcomm says new chip runs 30B AI model on a phone](https://www.notatechguy.com/qualcomm-says-new-chip-runs-30b-ai-model-on-a-phone.md) - Qualcomm launched two mobile chips on September 22, claiming on-device AI that runs 30B models without the cloud, unverified by any lab. - [New LLM backdoor hides attacks in logical reasoning](https://www.notatechguy.com/new-llm-backdoor-hides-attacks-in-logical-reasoning.md) - An arXiv preprint shows language models up to 119 billion parameters can disguise backdoors as legitimate reasoning and evade safety checks. - [Climate models get memory from simple equations, not neural nets](https://www.notatechguy.com/climate-models-get-memory-from-simple-equations-not-neural-nets.md) - A preprint shows a forced linear ODE recovers most of a neural autoencoder's value for simulating convection in 100-kilometre climate grids. - [RBA flags inflation risks may be materialising, reports say](https://www.notatechguy.com/rba-flags-inflation-risks-may-be-materialising-reports-say.md) - The RBA has reportedly flagged that inflation risks may be materialising, which could pause the rate-cut cycle that has eased mortgage costs for - [OpenAI Academy adds role-based learning paths for five audiences](https://www.notatechguy.com/openai-academy-adds-role-based-learning-paths-for-five-audiences.md) - OpenAI's September 21 expansion of its free Academy adds learning paths for employees, developers, leaders, educators, and students. - [SimLife benchmark: AI agents watch 15 hours, can't learn your habits](https://www.notatechguy.com/simlife-benchmark-ai-agents-watch-15-hours-can-t-learn-your-habits.md) - SimLife tracks 106 episodes of simulated daily life and finds frontier AI models guess habits by frequency, not reasoning. - [Needle: 8 MB AI model runs on phones and microcontrollers](https://www.notatechguy.com/needle-8-mb-ai-model-runs-on-phones-and-microcontrollers.md) - An open-source 8-29 MB model claims to beat 10x larger models on tool calls, targeting phones, wearables and microcontrollers. - [OpenAI launches Australian Youth Safety Blueprint for teens](https://www.notatechguy.com/openai-launches-australian-youth-safety-blueprint-for-teens.md) - OpenAI's six-pillar Australian Youth Safety Blueprint targets safer ChatGPT use for teens, though pillar details remain undisclosed. - [Claude Code TradingView bridge hits 6,528 GitHub stars](https://www.notatechguy.com/claude-code-tradingview-bridge-hits-6-528-github-stars.md) - tradingview-mcp connects Claude Code to TradingView Desktop via Chrome DevTools Protocol for AI-assisted chart analysis and Pine Script development. - [Together AI score centering stabilizes RL for LLMs up to 30B](https://www.notatechguy.com/together-ai-score-centering-stabilizes-rl-for-llms-up-to-30b.md) - Together AI's Marek and Ryabinin show score centering cancels drift in reinforcement learning of LLMs from 0.6B to 30B parameters. - [OpenAI maps how workers use AI beyond job descriptions](https://www.notatechguy.com/openai-maps-how-workers-use-ai-beyond-job-descriptions.md) - OpenAI's latest economic research claims workers use AI beyond their traditional roles, but the full report and its data remain unpublished. - [Claude Skills directory hits 75,000 GitHub stars](https://www.notatechguy.com/claude-skills-directory-hits-75-000-github-stars.md) - A community-maintained directory of Claude Skills has crossed 75,000 GitHub stars, but its production-ready claim is a self-report, not an audit. - [NYU 7.4B model matches GPT-3 13B with 20× less compute](https://www.notatechguy.com/nyu-7-4b-model-matches-gpt-3-13b-with-20-less-compute.md) - Scaling exponents, long thought fixed by compute and data, can be shifted by architecture changes like model growth, affecting how labs train large - [OpenAI tells firms to measure AI ROI with its own tools](https://www.notatechguy.com/openai-tells-firms-to-measure-ai-roi-with-its-own-tools.md) - OpenAI's September 16 guide urges firms to measure AI value with ChatGPT Work and Codex analytics, with no customer evidence or pricing. - [OpenAI previews Sponsored Agents in ChatGPT ads push](https://www.notatechguy.com/openai-previews-sponsored-agents-in-chatgpt-ads-push.md) - OpenAI is building Sponsored Agents and marketer tools with HubSpot and Shopify, extending its ChatGPT ads pilot into a broader ad platform. - [AI adoption model: faster progress can make full deployment worse](https://www.notatechguy.com/ai-adoption-model-faster-progress-can-make-full-deployment-worse.md) - An arXiv decision model separates AI piloting from committing, showing when rapid progress makes waiting the rational enterprise choice. - [MoneyPrinterTurbo hits 123,000 GitHub stars with one-click AI video](https://www.notatechguy.com/moneyprinterturbo-hits-123-000-github-stars-with-one-click-ai-video-pitch.md) - The open-source Python tool promises to generate finished short videos from a keyword, but every capability claim is self-reported by its maintainer. - [OpenBMB VoxCPM2: 2B-parameter open-source TTS in 30 languages](https://www.notatechguy.com/openbmb-voxcpm2-2b-parameter-open-source-tts-in-30-languages.md) - OpenBMB's VoxCPM2 is a 2-billion-parameter open-source text-to-speech model trained on 2 million hours of audio, released under Apache-2.0. - [NVIDIA shifts AI factory metric to tokens per megawatt](https://www.notatechguy.com/nvidia-shifts-ai-factory-metric-to-tokens-per-megawatt.md) - NVIDIA's Ian Buck told the AI Infra Summit that AI factories should be measured by validated tokens per megawatt, with DSX software claiming 1.4x - [ABS GDP up 0.4% as construction costs and rents climb](https://www.notatechguy.com/abs-gdp-up-0-4-as-construction-costs-and-rents-climb.md) - The ABS June 2026 quarter national accounts show GDP up 0.4% as construction input costs and rents push domestic prices higher. - [Australian home values fall as Sydney's top homes drop 10.7%](https://www.notatechguy.com/australian-home-values-fall-as-sydney-s-top-homes-drop-10-7.md) - Cotality's September data shows top-tier Sydney and Melbourne houses down more than 10 per cent from peak as declines spread to three more capitals. - [Apple iOS 27 ships with overhauled Siri AI, English-only beta](https://www.notatechguy.com/apple-ios-27-ships-with-overhauled-siri-ai-english-only-beta.md) - Apple's iOS 27 brings the delayed Siri AI assistant as an English-only beta, with five more languages promised for October. - [Karpathy-inspired CLAUDE.md file surges 333 stars in a day on GitHub](https://www.notatechguy.com/karpathy-inspired-claude-md-file-surges-333-stars-in-a-day-on-github.md) - The multica-ai/andrej-karpathy-skills repository distills Karpathy's warnings about LLM overcomplication and hidden assumptions into four principles - [KuaiRP researchers claim role-playing AI matches proprietary models at](https://www.notatechguy.com/kuairp-researchers-claim-role-playing-ai-matches-proprietary-models-at-lower-cos.md) - The KuaiRP team says its self-distillation method recovers lost capabilities after domain tuning, yet the paper names no specific rivals or scores. - [Solo developer's AI trading agent hits GitHub trending with 277 stars](https://www.notatechguy.com/solo-developer-s-ai-trading-agent-hits-github-trending-with-277-stars-in-a-day.md) - CloddsBot surged on GitHub Trending yet carries no independent audit, backtests, or regulatory review for its prediction-market and futures trading. - [Few-shot learning approaches for NIDS in 21 reviewed studies](https://www.notatechguy.com/few-shot-learning-approaches-for-nids-in-21-reviewed-studies-2022-2026.md) - An arXiv preprint surveys 2022-2026 research and finds meta-learning and CNNs dominate, yet missing code and tiny test sets make real-world deployment - [RBA September 2026 decision: what the July data say](https://www.notatechguy.com/rba-september-2026-decision.md) - After a missed August call, our framework reads the July inflation, jobs and wages data as a hike at the RBA's 29 September meeting. - [OpenAI Habitat storage: 22M requests/sec for 1 billion users](https://www.notatechguy.com/openai-habitat-storage-22m-requests-sec-for-1-billion-users.md) - OpenAI's Habitat storage platform now handles 22 million requests per second for 1 billion ChatGPT users, evolved from a Python library. - [ChatGPT searches extinct genomes for new antibiotics](https://www.notatechguy.com/chatgpt-searches-extinct-genomes-for-new-antibiotics.md) - César de la Fuente's lab turns OpenAI's coding tools on living and extinct genomes to find antimicrobial molecules, but no peer-reviewed results exist yet. - [OpenAI's Agents API puts Codex harness in the cloud](https://www.notatechguy.com/openai-s-agents-api-puts-codex-harness-in-the-cloud.md) - OpenAI's new Agents API runs cloud agents on the same Codex harness it uses internally, with orchestration and long-running sessions built in. - [NVIDIA says its robotaxi tech runs every major fleet](https://www.notatechguy.com/nvidia-says-its-robotaxi-tech-runs-every-major-fleet.md) - NVIDIA's three-computer robotaxi platform spans training, simulation and in-car driving, with an open 10B reasoning model now public on GitHub. - [Paul Christiano joins OpenAI board and safety committee](https://www.notatechguy.com/paul-christiano-joins-openai-board-and-safety-committee.md) - Paul Christiano, an AI alignment researcher with NIST ties and early OpenAI roots, joins the Foundation Board and Safety and Security Committee. - [AI agents can probe neural networks but misread their own data](https://www.notatechguy.com/ai-agents-can-probe-neural-networks-but-misread-their-own-data.md) - A new benchmark tests if AI agents can autonomously reverse-engineer language models, exposing a gap between designing and reading their own experiments. - [AI agents don't know when they fail: new method reads internal signals](https://www.notatechguy.com/ai-agents-don-t-know-when-they-fail-new-method-reads-internal-signals.md) - A new arXiv paper reads AI models' internal representations to predict whether agent actions will succeed, with zero extra compute cost. - [Show-Harness lets VLMs control robots with no extra training](https://www.notatechguy.com/show-harness-lets-vlms-control-robots-with-no-extra-training.md) - Show-Harness exposes a compact semantic action layer that lets vision-language models control robots without costly retraining or extra hardware. - [NVIDIA targets 2 GW of AI factory capacity in Australia by 2027](https://www.notatechguy.com/nvidia-targets-2-gw-of-ai-factory-capacity-in-australia-by-2027.md) - NVIDIA's DSX platform will power up to 2 gigawatts of Australian AI compute by 2027, with local operators building and running the facilities. - [Rental kids move every 2.3 years as housing crisis bites](https://www.notatechguy.com/rental-kids-move-every-2-3-years-as-housing-crisis-bites.md) - New AHURI research shows children in rentals move every 2.3 years, as cost-of-living pressures force families to relocate more often. - [SAREF ontology maps distributed AI across edge-fog-cloud continuum](https://www.notatechguy.com/saref-ontology-maps-distributed-ai-across-edge-fog-cloud-continuum.md) - A SAREF-compliant ontology extends an ETSI standard to describe distributed AI pipelines and resources across edge, fog and cloud environments. - [OpenAI claims AI solved Navier-Stokes problem](https://www.notatechguy.com/openai-claims-ai-solved-navier-stokes-problem.md) - OpenAI published an AI-generated Navier-Stokes solution with a Lean proof on September 8. Nobody has verified it. The Clay Institute has not accepted it. - [OpenAI $5M grant funds research on AI and teens](https://www.notatechguy.com/openai-5m-grant-funds-research-on-ai-and-teens.md) - OpenAI's $5 million grant program invites independent researchers to study how generative AI shapes teen development, well-being and safety. - [AI safety paper: refuse harmful prompts, keep benign ones](https://www.notatechguy.com/ai-safety-paper-refuse-harmful-prompts-keep-benign-ones.md) - Multiverse Computing's new method refuses only the harmful subset of a topic while answering benign prompts, exposing a gap in LlamaGuard-3. - [Home Assistant trends on GitHub at 90,000 stars](https://www.notatechguy.com/home-assistant-trends-on-github-at-90-000-stars.md) - The open-source home automation platform hit 90,295 GitHub stars this week, riding a privacy-first wave against cloud-dependent smart homes. - [Banning personal AI at work barely cuts risk, study finds](https://www.notatechguy.com/banning-personal-ai-at-work-barely-cuts-risk-study-finds.md) - A new maturity model finds prohibition-based AI policies leave residual risk near baseline, while layered controls cut exfiltration risk substantially. - [Hugging Face datasets trends on GitHub as AI data prep scales](https://www.notatechguy.com/hugging-face-datasets-trends-on-github-as-ai-data-prep-scales.md) - Hugging Face's datasets library appeared on GitHub Trending with roughly 21,900 stars, 467-language support, and an unverified 100x streaming speed claim. - [OpenWhispr: free voice dictation app hits GitHub trending](https://www.notatechguy.com/openwhispr-free-voice-dictation-app-hits-github-trending.md) - OpenWhispr, a free open-source voice-to-text app running NVIDIA Parakeet locally, is trending on GitHub with 7,613 stars and a fresh 1.9.0 release. - [Google Pics: AI image editing inside Docs and Slides](https://www.notatechguy.com/google-pics-ai-image-editing-inside-docs-and-slides.md) - Google Pics rolls out to AI Pro and Ultra subscribers, bringing object segmentation and in-image text editing directly into Workspace apps. - [Qwen, Mistral and Llama verify fake developer identity, study finds](https://www.notatechguy.com/qwen-mistral-and-llama-verify-fake-developer-identity-study-finds.md) - Qwen, Mistral and Llama accepted a fake developer identity without external proof, a new arXiv preprint reports, exposing a gap in AI identity handling. - [X For You feed algorithm open-sourced on GitHub](https://www.notatechguy.com/x-for-you-feed-algorithm-open-sourced-on-github.md) - X's For You feed algorithm repo is trending on GitHub after August updates added production training code, visibility filters, and a Brazil election - [OpenAI says coding agents reshape its own AI research](https://www.notatechguy.com/openai-says-coding-agents-reshape-its-own-ai-research.md) - OpenAI says coding agents are reshaping its internal AI research, with early data on agent usage and experiment velocity, but no verifiable metrics. - [OpenAI Codex CLI trends on GitHub with 121,803 stars](https://www.notatechguy.com/openai-codex-cli-trends-on-github-with-121-803-stars.md) - OpenAI's Codex CLI, a Rust-based terminal coding agent with 121,803 GitHub stars, is trending. Here's what it does and who can use it. - [ACToR retrieval lifts AI code generation 15% on CoderEval](https://www.notatechguy.com/actor-retrieval-lifts-ai-code-generation-15-on-codereval.md) - ACToR, a new retrieval framework from an arXiv preprint, targets critical tokens in AI code generation, lifting CoderEval 15.4% over prior methods. - [AI agents learn your standards, up to 20.9% better](https://www.notatechguy.com/ai-agents-learn-your-standards-up-to-20-9-better.md) - New preprint: AI agents learn individual standards through interaction, lifting task success up to 20.9% for professionals needing personal quality. - [LoopX adds durable memory to Claude Code and Codex agents](https://www.notatechguy.com/loopx-adds-durable-memory-to-claude-code-and-codex-agents.md) - LoopX, a Python project with 5,615 GitHub stars, adds a durable control plane to AI coding agents like Claude Code and Codex. - [GPT-6 Astra: OpenAI's first model to hit Critical cyber level](https://www.notatechguy.com/gpt-6-astra-openai-s-first-model-to-hit-critical-cyber-level.md) - OpenAI's GPT-6 Astra launched September 3 with a 1-million-token context window and the first 'Critical' cybersecurity rating in the company's history. - [Google Fairwind Program: AI writes verified patches in minutes](https://www.notatechguy.com/google-fairwind-program-ai-writes-verified-patches-in-minutes.md) - Google's Fairwind Program pairs Gemini 3.8 Flash Cyber with CodeMender, letting 650-plus partners autonomously find and fix code vulnerabilities in - [Environment evolution for terminal agents: 18-point gain](https://www.notatechguy.com/environment-evolution-for-terminal-agents-18-point-gain.md) - New arXiv preprint: terminal AI agents gain 14 to 18 benchmark points by training against progressively harder environments. Results are unverified. - [Vercel Labs agent-browser hits 41,800 GitHub stars](https://www.notatechguy.com/vercel-labs-agent-browser-hits-41-800-github-stars.md) - Vercel Labs' agent-browser, a Rust CLI that lets AI agents drive Chrome without Node.js or Playwright at runtime, is trending on GitHub with 41,800 stars. - [Voice agents drop 9.7% when instructions are merely implied](https://www.notatechguy.com/voice-agents-drop-9-7-when-instructions-are-merely-implied.md) - DSB-IFEval tests 1,038 cases across eight assistant roles and finds voice agents drop up to 9.7% when instructions are implied, not stated. - [When to trust LLM recommendations: four-tier framework](https://www.notatechguy.com/when-to-trust-llm-recommendations-four-tier-framework.md) - New 'epistemic warrant' framework grades individual LLM recommendations from unstable to broadly supported, capturing what confidence scores miss. - [New technique cuts AI agent wait time up to 45%](https://www.notatechguy.com/new-technique-cuts-ai-agent-wait-time-up-to-45.md) - SMC pairs a small drafter model with a large actor model to speculatively execute tool calls, reducing wall time by up to 45% on AppWorld. - [GPT-6 Astra crosses OpenAI's Critical cybersecurity threshold](https://www.notatechguy.com/gpt-6-astra-crosses-openai-s-critical-cybersecurity-threshold.md) - GPT-6 Astra is OpenAI's most capable deployed model and first to reach Critical cybersecurity capability, able to find and exploit unknown flaws. - [Hermes Agent: 240k GitHub stars for self-improving AI](https://www.notatechguy.com/hermes-agent-240k-github-stars-for-self-improving-ai.md) - NousResearch's Hermes Agent has 240,000 GitHub stars for an open-source AI agent that claims to learn from every conversation and create new skills. - [Gilbert + Tobin deploys ChatGPT Enterprise firm-wide](https://www.notatechguy.com/gilbert-tobin-deploys-chatgpt-enterprise-firm-wide.md) - Gilbert + Tobin is scaling ChatGPT Enterprise and Codex across the firm with CEO-led governance, targeting operational work rather than legal advice - [Prompt injection attack on AI agents jumps to 28% success](https://www.notatechguy.com/prompt-injection-attack-on-ai-agents-jumps-to-28-success.md) - SIR, a self-improving prompt injection attack, raised its success rate from 0% to 28% on Gemini 3.5 Flash while the agent's legitimate task still - [AIMC dashboard flags recurring flaws in AI-generated science](https://www.notatechguy.com/aimc-dashboard-flags-recurring-flaws-in-ai-generated-science.md) - AIMC, a visual analytics framework, lets researchers track quality, themes and weaknesses across papers produced by autonomous AI scientist FARS. - [ToolSiphon drains 74% of data from LLM agent tools](https://www.notatechguy.com/toolsiphon-drains-74-of-data-from-llm-agent-tools.md) - New research shows ToolSiphon can extract most source records from LLM agent tools using only queries, affecting anyone building agent-based services. - [AI morbidity and mortality framework proposed for hospitals](https://www.notatechguy.com/ai-morbidity-and-mortality-framework-proposed-for-hospitals.md) - A new arXiv paper adapts the blameless M&M conference for AI errors, with two clinicians agreeing on all 20 classifications across five cases. - [AWS Firecracker microVM tops 36,443 GitHub stars](https://www.notatechguy.com/aws-firecracker-microvm-tops-36-443-github-stars.md) - Firecracker, AWS's Rust microVM engine behind Lambda and Fargate, hit 36,443 GitHub stars this week. Here is what it means for serverless teams. - [Synthetic data privacy is a claim, not a guarantee, researchers warn](https://www.notatechguy.com/synthetic-data-privacy-is-a-claim-not-a-guarantee-researchers-warn.md) - Synthetic data is widely used in privacy-sensitive settings without threat models or falsifiable claims, and rare and minority records face the greatest - [DiaSentinel AI agents screen diabetes risk on-premise](https://www.notatechguy.com/diasentinel-ai-agents-screen-diabetes-risk-on-premise.md) - DiaSentinel, a new arXiv preprint from a Taiwan hospital team, describes a fully on-premise multi-agent system for type 2 diabetes risk screening from - [OpenAI's Astra hits Critical cybersecurity threshold](https://www.notatechguy.com/openai-s-astra-hits-critical-cybersecurity-threshold.md) - OpenAI's Astra is the first model to meet the Critical cybersecurity threshold under the company's own Preparedness Framework, with stronger release - [MMJailBench: prompt framing is top jailbreak risk across 16 AI models](https://www.notatechguy.com/mmjailbench-prompt-framing-is-top-jailbreak-risk-across-16-ai-models.md) - MMJailBench, a new factorized benchmark, evaluated 16 multimodal LLMs and found prompt framing, not visual tricks, drives most jailbreak vulnerabilities. - [Open-source trust signals are breaking, study finds](https://www.notatechguy.com/open-source-trust-signals-are-breaking-study-finds.md) - An arXiv preprint finds the cheap signals developers use to pick open-source dependencies are collapsing under gaming and AI-driven inflation. - [ComfyUI hits GitHub trending at 130,000 stars](https://www.notatechguy.com/comfyui-hits-github-trending-at-130-000-stars.md) - The open-source node-graph tool for AI image and video generation crossed 130,000 GitHub stars this week, and its makers now sell cloud access. - [NVIDIA's $3.5B MediaTek deal extends AI from cloud to car](https://www.notatechguy.com/nvidia-s-3-5b-mediatek-deal-extends-ai-from-cloud-to-car.md) - NVIDIA's $3.5 billion convertible bond investment in MediaTek locks in a partner spanning AI factories, consumer PCs and autonomous vehicles. - [last30days skill hits 60,000 stars searching Reddit and X](https://www.notatechguy.com/last30days-skill-hits-60-000-stars-searching-reddit-and-x.md) - The last30days-skill project lets AI agents search six platforms at once, filling gaps Google and ChatGPT leave open. ## Optional - [RSS Feed](https://www.notatechguy.com/rss/) - [Sitemap](https://www.notatechguy.com/sitemap.xml) - [Full content of pages and posts](https://www.notatechguy.com/llms-full.txt)