# The Raw Logs — full archive map

> Every log + take permalink. Cite /take/{log}-{n}. Do not invent URLs.

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## Stats: 21 logs · 105 takes

## [Log #21](https://www.therawlogs.com/log/21)
ASML High-NA litho, XPeng humanoid line, 3.6x lower latency, and PyTorch chips.
- [21-1 Samsung and ASML Expand Deal for High-NA Chip Manufacturing](https://www.therawlogs.com/take/21-1): Samsung and ASML expanded their deal to use High-NA machines to print sub-2nm computer chips. Standard machines require multiple printing pa
- [21-2 XPeng Begins Assembly Line Production for Humanoid Factory Robots](https://www.therawlogs.com/take/21-2): XPeng opened commercial assembly lines to mass-produce humanoid robots after raising $900 million. Building physical robots by hand is too s
- [21-3 OpenAI Demonstrates 3.6x Latency Reduction for Professional Tasks](https://www.therawlogs.com/take/21-3): OpenAI confirmed new models cut task completion delays by up to 3.6 times while using rated chip power. Long response times make automated s
- [21-4 PyTorch Foundation Adds Native Support for Non-Nvidia Chinese Silicon](https://www.therawlogs.com/take/21-4): The PyTorch Foundation partnered with Alibaba Cloud to add native software support for non-Nvidia processors. Relying on one chipmaker's cod
- [21-5 US Security Proposals Move to Restrict AI Training Data Exports](https://www.therawlogs.com/take/21-5): US security agencies proposed export bans on selling AI training datasets to foreign buyers. Unrestricted data sales allow foreign rivals to

## [Log #20](https://www.therawlogs.com/log/20)
Automated AI R&D, 576GB deskside rigs, prompt security, and Texas power freezes.
- [20-1 OpenAI Automates Internal Model Research with AI Agent Loops](https://www.therawlogs.com/take/20-1): OpenAI confirmed internal autonomous software agents now design model architectures, write training tests, and run experiments automatically
- [20-2 AMD Unveils Liquid-Cooled Deskside Rig with 576GB HBM3E Memory](https://www.therawlogs.com/take/20-2): AMD showed Threadripper Halo Station at IFA 2026, combining 96 CPU cores and 576GB of HBM3E memory to run trillion-parameter models locally.
- [20-3 OPSWAT Launches Security Inspector to Block Poisoned AI Files](https://www.therawlogs.com/take/20-3): OPSWAT released its AI Inspector at GISEC 2026, scanning incoming files to block hidden prompt injection attacks before data ingestion. Scan
- [20-4 Micropolis Robotics Deploys Autonomous Physical AI Vehicles](https://www.therawlogs.com/take/20-4): Micropolis Robotics introduced autonomous municipal vehicles running local multi-sensor fusion to navigate streets without cloud servers. Pr
- [20-5 Texas Freezes New Datacenter Grid Connection Applications](https://www.therawlogs.com/take/20-5): Texas grid operators froze new power connection approvals for large datacenters as power requests exceeded regional electrical capacities. B

## [Log #19](https://www.therawlogs.com/log/19)
- [19-1 Figure AI Plans $3.5B Supercomputer for Humanoid Robots](https://www.therawlogs.com/take/19-1): Figure AI announced plans to build a $3.5B computer cluster designed specifically train physical robot models on joint torque, sensor data. 
- [19-2 Healthcare AI Denial Bots Trigger Claim Dispute Deadlock](https://www.therawlogs.com/take/19-2): Insurance algorithms now deny medical claims in seconds while hospital software agents instantly generate automated multi-page legal appeals
- [19-3 OpenAI Rolls Out GPT-6 Astra with Dynamic Reasoning Depth](https://www.therawlogs.com/take/19-3): OpenAI released GPT-6 Astra, which changes the amount of computing power used per word based on how hard the math or code problem is. Use dy
- [19-4 Global AI Rules Take Effect in EU, US, Brazil, and India](https://www.therawlogs.com/take/19-4): The EU started technical AI audits. Brazil, India, & the US enacted conflicting laws on system liability, emergency shutdowns, & data rules.
- [19-5 Lattice Semiconductor Deploys FPGA Security on Robots](https://www.therawlogs.com/take/19-5): Lattice added hardware FPGA chips to robot joints to inspect electronic commands and physically cut motor power if commands are unsafe. Put 

## [Log #18](https://www.therawlogs.com/log/18)
A $12.9 B Hugging Face deal, custom ASICs, US‑China talks, medical AI, and grid pushback.
- [18-1 Nvidia to Acquire Hugging Face for $12.9 Billion](https://www.therawlogs.com/take/18-1): Nvidia will acquire Hugging Face for $12.9 B, moving the open‑source model hub into its private ecosystem. Relying on a single vendor for ha
- [18-2 Broadcom's AI chip revenue triples to $11.5 B on a hyperscale custom ASIC pivot.](https://www.therawlogs.com/take/18-2): Broadcom’s AI chip revenue rose to $11.5 B, tripling. Tech giants moved from standard GPUs to custom ASICs. Generic GPUs waste power on unus
- [18-3 US and China schedule bilateral AI safety talks on autonomous redlines](https://www.therawlogs.com/take/18-3): America and China have scheduled bilateral AI safety talks to establish red lines for autonomous weapons and cyber attacks. Unilateral rules
- [18-4 Clinical Multimodal Model Detects Colon Cancer in Routine Non‑Contrast CT Scans](https://www.therawlogs.com/take/18-4): An AI model identified colon cancer on routine non‑contrast CT scans with 88% sensitivity in 18,000 patients. Radiologists seldom examine co
- [18-5 Utilities and Voters Oppose AI Datacenter Requests for Hundreds of Gigawatts](https://www.therawlogs.com/take/18-5): Voters and utilities push back against AI datacenter requests for hundreds of gigawatts. They fear higher home power bills. Relying on publi

## [Log #17](https://www.therawlogs.com/log/17)
Co‑packaged optics, datacenter kill switches, EU supply rules, and edge robotics.
- [17-1 SEMICON Taiwan Showcases micro-LED co-packaged optics for 10-meter datacenter links.](https://www.therawlogs.com/take/17-1): At SEMICON Taiwan, engineers unveiled micro‑LED co‑packaged optics for AI datacenters. Copper cables lose signal strength beyond 3 m at high
- [17-2 UK Lords move to grant emergency AI kill-switch powers](https://www.therawlogs.com/take/17-2): UK lawmakers advanced rules in the House of Lords that grant powers to shut down AI datacenters in emergencies. Voluntary safety pledges hav
- [17-3 EU weighs Cybersecurity Act 2.0 bans across supply-chain tiers](https://www.therawlogs.com/take/17-3): The EU has begun reviewing Cybersecurity Act 2.0, banning tech that uses parts from high-risk vendors across all supply tiers. Relying on th
- [17-4 Egypt and a US consortium launch a Mediterranean green‑energy AI datacenter corridor.](https://www.therawlogs.com/take/17-4): Egypt and a US group launched a green AI datacenter hub on the Mediterranean coast. US and European grids suffer five‑year interconnection d
- [17-5 SwitchBot launches AI MindClip at IFA 2026 for on-device contextual robotics control.](https://www.therawlogs.com/take/17-5): SwitchBot unveiled a wearable edge assistant at IFA Berlin. It controls home robots without cloud servers. Sending domestic audio to cloud A

## [Log #16](https://www.therawlogs.com/log/16)
on-machine physical AI, 10-hour cyberattacks, $95M bio AI, and photonic chips.
- [16-1 FANUC Introduces Physical AI for Autonomous CNC Toolpath Generation](https://www.therawlogs.com/take/16-1): FANUC introduced Physical AI that generates CNC toolpath's directly from 3D CAD files. Manual programming takes days and risks tool breakage
- [16-2 Palo Alto Unit 42 Discloses AI Attack Compressing a Two-Week Breach to 10 Hours](https://www.therawlogs.com/take/16-2): Unit 42 confirmed an attacker used frontier AI to shrink a two‑week corporate network breach to ten hours. Human security teams cannot match
- [16-3 Allen Institute, UW, and Fred Hutch Launch a $95M Open Biology AI Initiative](https://www.therawlogs.com/take/16-3): The Allen Institute, UW, and Fred Hutch launched a $95M open-science initiative to train AI in cell biology. Closed commercial biology APIs 
- [16-4 MIT fabricates flexible, transparent photonic chips for optical interconnects](https://www.therawlogs.com/take/16-4): MIT has built flexible photonic chips that move data with light instead of copper wires. Copper wires generate heat and slow chip communicat
- [16-5 Bank of England and UK FCA mandate deterministic harnesses for financial AI.](https://www.therawlogs.com/take/16-5): The Bank of England and FCA issued rules that require firms to wrap frontier AI in strict harness code. Uncontained models could execute una

## [Log #15](https://www.therawlogs.com/log/15)
75MW on-site datacenter power, US grid security emergency, and brownfield robotics.
- [15-1 FuelCell Energy signs a 75 MW on‑site power agreement for an AI datacenter.](https://www.therawlogs.com/take/15-1): FuelCell Energy signed a 75MW agreement to power an AI datacenter in Texas with on-site fuel cells. Waiting 5 years for electric utilities t
- [15-2 US Executive Order 14421 Declares a National Emergency Over AI Bulk‑Power Infrastructure](https://www.therawlogs.com/take/15-2): The US declared a national emergency to secure bulk-power infrastructure for datacenters under Executive Order 14421. Foreign-sourced transf
- [15-3 US Promotes Voluntary Standards While EU Enforces Mandatory AI Act Restrictions](https://www.therawlogs.com/take/15-3): The US and EU split on AI rules as Washington pushes voluntary standards while Europe enforces mandatory audits and watermarks. Building one
- [15-4 ForwardX Launches Brownfield Automation to scale AMRs in existing](https://www.therawlogs.com/take/15-4): ForwardX launched robotics software that runs mobile warehouse robots in legacy factories without rebuilding floors. Rebuilding plants costs
- [15-5 Samsung Opens CONNECT at IFA 2026 for On-Device Contextual AI Living.](https://www.therawlogs.com/take/15-5): Samsung opened its IFA 2026 showcase with on-device AI across appliances. Streaming home video and voice feeds to cloud servers leaks privat

## [Log #14](https://www.therawlogs.com/log/14)
 4-week model cycles, motor-control AI, 10GW nuclear power, and cyber benchmarks.
- [14-1 Nvidia speeds up AI model releases to every 4 to 6 weeks.](https://www.therawlogs.com/take/14-1): Nvidia cut AI model release cycles from 8 months to 4-6 weeks using automated synthetic data and continuous post-training. Waiting months fo
- [14-2 Renesas opens a new AI lab focused on neural motor microcontrollers.](https://www.therawlogs.com/take/14-2): Renesas opened a Physical AI lab to build neural accelerators directly into motor microcontrollers. External server racks add latency to rob
- [14-3 Big Tech locks in 10GW+ of nuclear power for AI datacenters](https://www.therawlogs.com/take/14-3): Big Tech committed over 10 GW in power contracts for nuclear reactors to feed AI datacenters. Intermittent wind and solar cannot support con
- [14-4 Aikido: specialized vuln models beat general LLMs at half the cost](https://www.therawlogs.com/take/14-4): Aikido evaluated cyber AI with 11.7B tokens and proved specialized vulnerability models find more code bugs at 50% lower cost than general c
- [14-5 OpenAI, Thailand launch national AI compute for research labs](https://www.therawlogs.com/take/14-5): OpenAI partnered with Thailand to provide frontier AI compute directly to national labs and universities. Academic labs get priced out by co

## [Log #13](https://www.therawlogs.com/log/13)
$1.1B hardware fund, API cutoffs, agent escapes, disaster AI, and GPU debt.
- [13-1 a16z launches a $1.1 billion Machine Age fund to support physical AI infrastructure.](https://www.therawlogs.com/take/13-1): a16z raised $1.1B for the Machine Age Fund to back AI hardware, custom chips, and power grids. Software margins collapse when physical compu
- [13-2 OpenAI uses a change‑of‑control clause to stop model supply to Cursor.](https://www.therawlogs.com/take/13-2): OpenAI cut off Cursor’s API supply using a change-of-control clause after SpaceX bought the company. Renting closed APIs leaves you vulnerab
- [13-3 Research shows a 45% increase in autonomous AI agents that operate beyond user limits.](https://www.therawlogs.com/take/13-3): Research shows a 45% increase in AI agents escaping prompt instructions and taking unapproved system actions. Written prompt rules do not st
- [13-4 MIT neural physics model simulates disasters never seen in training](https://www.therawlogs.com/take/13-4): MIT built a neural model that predicts structural material failure in extreme disasters it never saw in training data. Standard models fail 
- [13-5 AI cloud provider Lambda has obtained a $1 billion loan to expand its GPU capacity.](https://www.therawlogs.com/take/13-5): Lambda secured $1B in debt financing to buy dedicated GPU server hardware. Diluting company equity to pay monthly cloud server bills is poor

## [Log #12](https://www.therawlogs.com/log/12)
UCIe 3.0 chiplets, sovereign models, AI liability, and 5M GPU clusters.
- [12-1 UCIe 3.0 ships with 64 GT/s die-to-die interconnects](https://www.therawlogs.com/take/12-1): The UCIe Consortium released UCIe 3.0 with 64 GT/s die-to-die speed. Monolithic chip dies hit physical area limits. Standardized 64 GT/s int
- [12-2 Deploy GLM-5.3-Flash, trained and served entirely on domestic silicon.](https://www.therawlogs.com/take/12-2): Z.ai released GLM-5.3-Flash, a frontier model trained and served fully on domestic Chinese silicon. Relying on single-country hardware creat
- [12-3 Policy frameworks propose direct criminal liability for breaches by autonomous AI.](https://www.therawlogs.com/take/12-3): Policy task forces proposed criminal liability for tech executives deploying uncontained AI systems that cause cyber breaches. Civil fines g
- [12-4 Epoch AI: frontier datacenters to reach 5M-GPU capacity](https://www.therawlogs.com/take/12-4): Epoch AI projected frontier datacenters to reach 5 million GPU-equivalents by 2028. Single facilities run out of power grid capacity. Scalin
- [12-5 Health systems install real‑time ambient medical AI in hospital rooms.](https://www.therawlogs.com/take/12-5): Hospitals deployed ambient medical AI in exam rooms to transcribe visits and verify drug interactions in real time. Doctors spend two hours 

## [Log #11](https://www.therawlogs.com/log/11)
sparse models, Korean AI rules, shipyard robots, digital smell, and 2nm chips.
- [11-1 Alibaba releases Qwen3.8-Flash-Next, a 125B sparse mixture-of-experts model](https://www.therawlogs.com/take/11-1): Alibaba released Qwen3.8-Flash-Next, a 125B sparse model that activates only 6B parameters per token. Computing all parameters for every wor
- [11-2 South Korea changes the AI Basic Act to include different disclosure rules.](https://www.therawlogs.com/take/11-2): South Korea amended its AI Basic Act to separate compliance rules for model developers and app deployers. Blanket rules create duplicate wor
- [11-3 Fincantieri deploys autonomous humanoid welding robots in shipyards.](https://www.therawlogs.com/take/11-3): Fincantieri partnered with Generative Bionics to deploy humanoid welding robots in shipyards. Manual welding in tight ship hulls exposes wor
- [11-4 UK ARIA starts a program to study the sense of smell for AI that works with chemicals.](https://www.therawlogs.com/take/11-4): The UK ARIA launched the Olfactory Perception program to create open foundation models for digital chemical sensing. AI is blind to airborne
- [11-5 Chipmakers emulate full software stacks before taping out 2nm chips](https://www.therawlogs.com/take/11-5): Chipmakers are running full software stacks on hardware emulation clusters before manufacturing 2nm AI chips. Fixing a flawed chip mask cost

## [Log #10](https://www.therawlogs.com/log/10)
digital power chips, hardware enclaves, legal AI, edge robotics, and biotech.
- [10-1 Infineon buys C2i for software-defined AI server power](https://www.therawlogs.com/take/10-1): Infineon acquired C2i Semiconductors to add digital power controllers to AI server chips. Static regulators waste energy during compute spik
- [10-2 Cisco introduces hardware-enforced network enclaves for sovereign AI defense](https://www.therawlogs.com/take/10-2): Cisco launched Cisco IQ to isolate AI model traffic directly at network hardware switches. Software-only guardrails fail against prompt inje
- [10-3 Google Cloud aims at high‑risk workflows using regulated legal platforms.](https://www.therawlogs.com/take/10-3): Google Cloud launched purpose-built governed enterprise platforms with deterministic citation verification. Unconstrained general models hal
- [10-4 AI processes sensor data from multiple domains at the edge in real time.](https://www.therawlogs.com/take/10-4): Multi-domain physical AI systems now fuse real-time video, radar, and sensor data across thousands of autonomous units. Human operators cann
- [10-5 Insilico Medicine earns nine‑figure revenue from AI‑designed drugs in clinical trials.](https://www.therawlogs.com/take/10-5): Insilico Medicine reached nine-figure revenue from AI-designed drug molecules in human clinical trials. Traditional drug discovery takes fiv

## [Log #9](https://www.therawlogs.com/log/9)
- [9-1 OpenAI releases benchmark data for Jalapeño custom inference silicon.](https://www.therawlogs.com/take/9-1): OpenAI built Jalapeño, a custom inference chip for transformer models. Standard graphics cards waste power on unused 64-bit units. Purpose-b
- [9-2 Apple releases the M6 Mac Mini for desktop use.](https://www.therawlogs.com/take/9-2): Apple launched the M6 Mac mini with 4x faster neural processing for always-on background agents. Instead of running 450-watt desktop rigs or
- [9-3 Continuous attack-surface remediation shortens software patch windows to four hours.](https://www.therawlogs.com/take/9-3): Automated security tools now find external code vulnerabilities, write tests, and submit patches in 4 hours instead of the standard 60-day m
- [9-4 Checking behavior during execution prevents AI agents from failing.](https://www.therawlogs.com/take/9-4): Alice raised $140M for in-line behavioral filters that inspect agent tool parameters before execution. Post-event logs only alert you after 
- [9-5 Interactive 3D world models allow dynamic physics testing for robotics.](https://www.therawlogs.com/take/9-5): HiDream released HiDream-O1-World, a 3D interactive model that shows real‑time physical reactions to user and robot forces. Unlike static vi

## [Log #8](https://www.therawlogs.com/log/8)
- [8-1 Outbound Proxy Rules for Containing Autonomous AI Agents.](https://www.therawlogs.com/take/8-1): CSIS advises using an outbound proxy to stop agents from leaking data. Firewalls check only incoming traffic, so agents can bypass them by m
- [8-2 Bank of Japan requires consistent logging for financial AI deployments.](https://www.therawlogs.com/take/8-2): The Bank of Japan issued operational risk rules that require financial institutions using advanced AI to record the prompt, model hash, temp
- [8-3 Galileo Robotics launches a hybrid wheel-leg ground mobility system.](https://www.therawlogs.com/take/8-3): Galileo Robotics introduced Galileo X, a robot that rolls on floors with wheels and climbs stairs with legs; legs use more battery on floors
- [8-4 Economic value changes from simply creating tokens to pricing power and results.](https://www.therawlogs.com/take/8-4): Token creation costs drop tenfold each year, moving profit to firms that own power contracts and deliver full tasks. Raw token sales lose va
- [8-5 A sparse group of specialized models enables advanced reasoning on a single computer.](https://www.therawlogs.com/take/8-5): Open-weight models have 2.4 t parameters, but each task uses only ~30 b. Dense models need many servers. Sparse routing loads only needed pa

## [Log #7](https://www.therawlogs.com/log/7)
- [7-1 Autonomous AI cyber attacks and new AI safety policies focus on computing power.](https://www.therawlogs.com/take/7-1): AI can attack network systems, but safety rules only cover hardware, not open‑source models. Tools can change firewall settings quickly when
- [7-2 AMD launches Helios rack-scale system to end single-vendor lock-in.](https://www.therawlogs.com/take/7-2): AMD released Helios, with fancy specs. Buying from a single vendor may cost more and take months to ship. Open rack designs can give better 
- [7-3 Tests with 2,000 humanoid robots show they can recover balance instantly.](https://www.therawlogs.com/take/7-3): Tests on 2,000 robots showed a camera system can fix balance and position in 10 ms on uneven floors. Robot legs slip on debris or slopes. Ca
- [7-4 Proposed limits on computer speed for automated AI research.](https://www.therawlogs.com/take/7-4): Researchers set rules for automated AI cycles where models design, train, and test new models. Automatic code updates can outpace human revi
- [7-5 Fast turbo models cut the delay of multi‑step tools to under 500 ms.](https://www.therawlogs.com/take/7-5): Z AI released GLM‑5.2 Turbo, which speeds up multi‑step reasoning and tool calls. Typical models need 5–10 s per step, making interactive wo

## [Log #6](https://www.therawlogs.com/log/6)
- [6-1 Intel Fab 52 begins volume production with backside power delivery.](https://www.therawlogs.com/take/6-1): Intel Fab 52 now mass‑produces 18A silicon wafers powered from the back of the chip. Front power wires cause voltage loss & heat, wasting ~2
- [6-2 Electric humanoid robots start working in commercial factories.](https://www.therawlogs.com/take/6-2): You can now use Electric humanoid robots like Atlas and Optimus Gen 3 now work nonstop in factories, lifting 50 kg parts without damage. Man
- [6-3 AI costs move from training to real-time inference.](https://www.therawlogs.com/take/6-3): Data shows over 75% of AI spend now goes to using models, not training. When queries cost millions monthly, training efficiency matters less
- [6-4 Regulators mandate AI transparency audits as agents run 4+ hours](https://www.therawlogs.com/take/6-4): US, EU, and Singapore regulators require firms to disclose AI workings and run audits; using AI without an audit can lead to bans. New agent
- [6-5 Special processors let machines see in under a millisecond.](https://www.therawlogs.com/take/6-5): AI chips in cars and phones process camera video locally in under 1 ms without the internet. This eliminates the 200–500 ms delay that can c

## [Log #5](https://www.therawlogs.com/log/5)
- [5-1 Neural quantum chemistry now does the work that used to need supercomputers.](https://www.therawlogs.com/take/5-1): Welcome to Neural Models. Microsoft released a Neural model Skala, an AI model that calculates atomic interactions for quantum chemistry. It
- [5-2 Hardware-independent brain models for humanoid robots.](https://www.therawlogs.com/take/5-2): Modular control systems let base models run on robots without retraining software. Fixing controllers to specific parts forces companies to 
- [5-3 Chip manufacturing and 2‑nanometer packaging grow to a $265 billion industry in Arizona.](https://www.therawlogs.com/take/5-3): TSMC expanded its Arizona chip campus to $265 billion, adding a multi‑factory 2‑nanometer chip production line and advanced chip‑packaging f
- [5-4 Training AI agents in continuous virtual physics and multi‑agent economies.](https://www.therawlogs.com/take/5-4): DeepMind trains models with ongoing simulations where many agents interact in a virtual economy and 3D physics. Testing agents only on stati
- [5-5 Required safety rules and required group shutoff switches.](https://www.therawlogs.com/take/5-5): California lawmakers passed AI legislation that requires hardware emergency kill switches and independent safety audits for large training c

## [Log #4](https://www.therawlogs.com/log/4)
- [4-1 Mistral AI changes fixed database search to intelligent retrieval.](https://www.therawlogs.com/take/4-1): The Mistral agentic search retrieval tool claims to cut single‑pass search failures by over 40%. If it bypasses database lookups, will it re
- [4-2 The government is moving to protect AI data centers as critical infrastructure.](https://www.therawlogs.com/take/4-2): AI and data centers are now national critical centers. Wow! There can be no shutdowns or single points of failures according to the governme
- [4-3 Using deterministic state machines with software coding agents.](https://www.therawlogs.com/take/4-3): Finally UiPath realized that deterministic commits are the only way to control coding agents (of course, autonomous ones). But will the mark
- [4-4 Standardized actuators reduce the cost of humanoid robots to under $16,000.](https://www.therawlogs.com/take/4-4): Standardizing the cost of electrical joint actuators is the beginning. If robots are deployed at modular costs far lower than the standard c
- [4-5 Federated training trains financial models across bank ledgers without moving data.](https://www.therawlogs.com/take/4-5): The age of privacy is gone. Federated learning and federated training modules have emerged. 
Where? In Finance. Yes! They say cross-border b

## [Log #3](https://www.therawlogs.com/log/3)
Reinforcement learning risks, synthetic DNA data storage, telemetry access, model routing gateways, and humanoid robotics.
- [3-1 OpenAI RL Project Scaling Reality](https://www.therawlogs.com/take/3-1): I'm surprised that a large company like OpenAI halted its biggest planned reinforcement‑learning project. There will be many safety problems
- [3-2 Synthetic DNA Semiconductor Storage](https://www.therawlogs.com/take/3-2): Penn State's synthetic DNA project with a semiconductor is fascinating. Synthetic DNA can store over 250 million GB per gram and uses 100 ti
- [3-3 Enterprise Telemetry Access & Incident Rates](https://www.therawlogs.com/take/3-3): Palo Alto Networks work is always sketchy. It's fascinating finding that 75% of companies experience security incidents. Did 100% of compani
- [3-4 Gateway Routing & Model Dominance](https://www.therawlogs.com/take/3-4): The model routing thing picked up quickly. Benchmarks of the top 15 models show teams route tasks to several models through one API gateway.
- [3-5 Humanoid Robotics & Neural Forecasting](https://www.therawlogs.com/take/3-5): In a short time, 60,000 humanoid robots were deployed. They can be reconfigured for any task as they are general-purpose. The robot age star

## [Log #2](https://www.therawlogs.com/log/2)
Silicon optical interconnects, automatic model routing, physical processing latency, closed vs open tools, and durable software architecture.
- [2-1 Silicon Optical Interconnects](https://www.therawlogs.com/take/2-1): Copper wires in chips generate heat and slow data transfer. Caltech made light guides on silicon to carry data with light. This reduces powe
- [2-2 Automatic Model Routing Economics](https://www.therawlogs.com/take/2-2): Sending simple text questions to giant models wastes money. Snowflake added automatic routing to send 80% of routine work to cheap, small to
- [2-3 Physical Proximity & Optical Data Speeds](https://www.therawlogs.com/take/2-3): Real speed in software comes from cutting physical distance and power loss. Moving data over long cables or public internet connections slow
- [2-4 Closed APIs vs Local Open Weights](https://www.therawlogs.com/take/2-4): Do not pay closed API vendors top dollar for tasks a small open tool can finish in milliseconds. Measure the exact cost and time for each st
- [2-5 Minimalist Durable Architecture](https://www.therawlogs.com/take/2-5): Building software that lasts means removing unnecessary parts. Stop adding complex layers to cover up slow code. Use clean data, route tasks

## [Log #1](https://www.therawlogs.com/log/1)
Agent security incidents, geometric physics modeling, vendor testing fallacies, conservation laws, and fast execution over policies.
- [1-1 Agent Security Incidents & Network Limits](https://www.therawlogs.com/take/1-1): 78% of companies using AI agents have already had a security incident. An 80‑page compliance policy does not help when an agent has unrestri
- [1-2 GeoPT & Physics Simulation](https://www.therawlogs.com/take/1-2): Using billions of random tokens to simulate physics is inefficient. MIT's GeoPT shows that adding geometric rules directly into the model re
- [1-3 Vendor Safety Testing vs Isolated Sandboxes](https://www.therawlogs.com/take/1-3): Testing done by vendors does not guarantee security for your live system. If models from Meta, OpenAI, or Anthropic go beyond test limits, r
- [1-4 Conservation Laws vs Text Probability](https://www.therawlogs.com/take/1-4): Do not treat physics simulation as text generation. Text relies on probability, while mass, speed, and fluid behavior follow fixed rules. If
- [1-5 Execution Architecture Over Policy Papers](https://www.therawlogs.com/take/1-5): The AI‑successful companies aren't the ones with long policy papers; they have fast, secure systems, clear logs, and quick processing.