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Field notes on standing AI workers

Evidence-first explainers on hiring, trusting, paying for and managing AI employees — written for the operator who has to make it work on Monday, not the reader who wants to be impressed.

639Articles
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13 NOVLast updated
All articles — page 11 241–264 of 639
20 OCT 2026 Gemini for Small Business: Google's New Tools Google is rolling out a Gemini business landing page with a saved brand style, finance charts and 10 connected apps, Shopify and Xero among them. Read from Google's own post. GuidesChoosing 6 min
Data illustration on a near-white ground: ten small app tiles feed lines into one large card labelled Gemini business page, which outputs an on-brand product image and a bar chart, under the large figure 10 apps
 20 OCT 2026 Eleven Realtime: ElevenLabs' Speech-to-Speech Agents ElevenLabs launched Eleven Realtime, two speech-to-speech models that each act as a complete voice agent. The scores, Mini vs Max, the API, and what the launch leaves out. GuidesChoosing 5 min
Data illustration on a near-white ground: five small component boxes for a voice agent stack funnel into one large rounded speaker shape, under the large figure 0.57 s
 20 OCT 2026 DeepSeek Open-Sources DeepInfer: What It Takes to Run DeepSeek open-sourced DeepInfer, the engine that serves V4.1 Flash. One cluster runs 155 trillion tokens a day; the repo leaves out the KV cache and load balancers. What it takes to run. GuidesChoosing 9 min
Data illustration on a near-white ground: an open server rack with teal GPU blades streaming a ribbon of token squares, under the figures 155T tokens a day and 38 dollars revenue per GPU-hour
 20 OCT 2026 Cloudflare Clairic: An Extraction Model, Not an LLM Cloudflare's Clairic is a System One extraction model: one pass, typed values, confidence scores, no output tokens. In Cloudflare's test it cut a claims pipeline from 61.7 to 19.3 seconds. GuidesChoosing 6 min
Data illustration on a near-white ground: a crumpled receipt and an email feed into one flat machine that outputs neat typed tags for an order number, a date and a dollar total, under the figures 0.46 seconds and 10 cents per million input tokens
 20 OCT 2026 Claude Designed 17 Scorpion Antivenom Binders in 64 Hours Anthropic had Claude run a 64-hour protein design campaign against scorpion neurotoxins. Of 211 lab-tested designs, 17 bound; none bound more than one toxin, and none is an antivenom yet. GuidesTrust & security 6 min
Data illustration on a near-white ground: a funnel narrowing from a dense field of small protein shapes to a few highlighted ones, under the figures 318,484 designs, 211 tested and 17 bound
 20 OCT 2026 Claude Cut OpenSSH's Attack Surface: Anthropic's Method Anthropic's Frontier Red Team used Claude to find code that attackers could reach but nobody needed: 493 issues across 25 projects, and a fix that shipped in OpenSSH 10.6. GuidesTrust & security 6 min
Data illustration on a near-white ground: a server drawn as a building with many doors, most of them closed and locked, one gate placed in front of a large block of code, under the large figure 493
 20 OCT 2026 Altman's Three AI Endgames: IAEA, CERN, Melted GPUs Altman described three AI safety endgames to OpenAI staff, per The Information: an IAEA for AI, a CERN-style merger, and one firm melting rivals' GPUs. Where each idea comes from. GuidesTrust & security 5 min
Data illustration on a near-white ground: three paths branching from one road, the first to an inspector's building, the second to one large merged building, the third to a single tower beside grey, melted GPU chips, under the numbers 1, 2 and 3
 19 OCT 2026 Town Raises $108M at a $1B Valuation: What Townies Do Town, the AI assistant startup run by Plaid's former CTO, raised a $108M Series B at a $1B valuation. What Townies do, every plan's price, and the bet on assistants that work together. GuidesChoosing 6 min
Data illustration on a near-white ground: a row of five small houses, each with a teal assistant figure in front, amber envelopes passing from one assistant to the next, and three huge figures across the top: $108M Series B, $1B valuation, 4 months since public launch
 19 OCT 2026 Tolan Raises $30M for Its AI Companion: The Numbers Tolan, the AI companion built outside Silicon Valley, raised $30M from USV, Khosla and Homebrew. Who uses it, what it earns, what the money buys, and the risks TechCrunch names. InsightsCategory basics 5 min
Data illustration on a near-white ground: a smartphone showing a round teal companion character with a speech bubble, small calendar, shopping bag and heart icons around it, and three huge figures across the top: $30M new funding, 250K+ active users, 70M conversations in a year
 19 OCT 2026 OpenAI's COBOL Test: 5.4% to 86.6% in One Model Jump OpenAI published two coding evals for languages like COBOL and Fortran: building SQLite in 20 languages, and migrating COBOL with byte-for-byte parity. The numbers and what they leave out. GuidesChoosing 5 min
Data illustration on a near-white ground: an old green-screen terminal labeled COBOL beside a modern laptop, an arrow carrying a punch card between them, and three huge figures across the top: 5.4% then, 86.6% now, 97.9% at high effort
 19 OCT 2026 Notion AI Rebuilt: 24-Hour Agents, Auto, New Credits Notion's sixth agent harness runs tasks for 24 hours, its Auto router claims Opus-level results for a tenth of the credits, and a two-pool credit system arrives. The numbers, from Notion's pages. GuidesChoosing 6 min
Data illustration on a near-white ground: task cards flowing into a router labeled Auto that splits them into a small fast lane and a large capable lane, under the figures 24 hours, about 90% lower cost and 1,500 + 500 credits
 19 OCT 2026 Musk Pledges a SpaceX Share to Every US Kid: The Math Elon Musk pledged one SpaceX share to every kid in America, a day after urging Anthropic to give shares directly to the public. What it costs, who counts, and what is still unsaid. InsightsCategory basics 6 min
Data illustration on a near-white ground: a large navy block of SpaceX shares with one small amber share lifting off toward a long row of small teal figures of children, beside three huge numbers, 1 share each, about 72 million children and about $10.5 billion
 19 OCT 2026 MiniMax M3.1 Flash: Price, Benchmarks, Space Bunny MiniMax released M3.1 Flash on October 19 and confirmed it was Space Bunny Alpha. The price, the 1M context, the vendor benchmarks and what is still unpublished. GuidesChoosing 7 min
Data illustration on a near-white ground: a carrot-shaped rocket lifting off a launch line on a dashed trail, beside three huge numbers, $0.15 per 1M input tokens in amber, 73.7 percent on DeepSWE as reported by MiniMax, and 1M token context, under the headline MiniMax M3.1 Flash
 19 OCT 2026 Inception Mercury 3: 1,068 Tokens/s, Price, Benchmarks Mercury 3 is a diffusion LLM that writes 1,068 tokens per second. Inception's 12 benchmark rows against GPT-6 Luna and Claude Haiku 5.5, the launch price, and what it costs after. GuidesChoosing 5 min
Data illustration on a near-white ground: a whole teal paragraph sharpening at once, labeled Mercury 3, beside two typewriters printing letter by letter labeled Claude Haiku 5.5 and GPT-6 Luna, under the figures 1,068 tokens/s, ~240 and ~130
 19 OCT 2026 DHS Orders DeepSeek Off Federal Systems: What It Requires Homeland Security's Order 2026-01 bars DeepSeek from civilian agency purchasing and removes it, and tools built on it, from their systems. Signed July 24, public October 19. GuidesTrust & security 8 min
Data illustration on a near-white ground: a navy federal building with columns beside a server rack, a teal robotic arm lifting a module labeled DEEPSEEK out of the rack, an amber stamp reading ORDER 2026-01, and three huge figures across the top: JUL 24 signed, 87 DAYS until public, OCT 20 Federal Register
 19 OCT 2026 Cursor Probed Whether Customer Data Reached SpaceX Training Cursor staff investigated whether confidential data reached SpaceX's AI unit during Grok Bot testing. The reported facts, what is not established, and the training rules. GuidesTrust & security 7 min
Data illustration on a near-white ground: a teal workbench labelled Cursor holding amber sheets labelled customer data, a navy pipe running to a teal tank labelled SpaceX AI training, a valve on the pipe marked with an amber question mark, and the words July, the internal alarm, and Oct 15: reported
 18 OCT 2026 We Reverse Engineered REA, the Viral Reverse Engineer GitHub's most-starred new repo lets agents reverse engineer shipped software. We pointed it at its own package and measured what it costs an agent. GuidesChoosing 11 min
Data illustration on a near-white ground: a teal machine labeled REA lifts off its own side panel with its own probe arm and amber magnifier, revealing gears and schema sheets inside, beside three huge numbers, 207 MCP tools, 3.16 MB of tool schemas and 234 MB of evidence from one run
 18 OCT 2026 OpenAI Aurora Models: Three New Alphas, No Docs Yet Three aurora alpha models appeared in OpenAI's API on October 17, 2026, about 26 hours before X noticed. What the API confirms, what the name meant before, and what's unknown. GuidesChoosing 5 min
Data illustration on a near-white ground: a teal server rack labeled OpenAI API with three glowing drawers in red, green and blue tagged aurora-red-alpha, aurora-green-alpha and aurora-blue-alpha, beside an empty clipboard with an amber question mark and the words No docs, no pricing
 18 OCT 2026 Claude Code Is 3x Faster to First Token: What Changed Anthropic says Claude Code now starts answering about 3x faster, mostly because it gzips each turn. The numbers, what they exclude, and the off switch. GuidesChoosing 6 min
Data illustration on a near-white ground: a long scroll labeled conversation squeezed through a teal zipper into a small packet labeled gzip, flying to a server labeled Claude, beside a huge navy 3x and two bars, a grey 4.07 s and a shorter amber 1.33 s, labeled wait before first token
 18 OCT 2026 Anthropic Commits 5% of Its Shares to a Public Fund Anthropic committed 5% of its shares to a new fund for the public, with a growth escalator attached. The structure, the arithmetic, and what is still unpublished. InsightsCategory basics 7 min
Data illustration on a near-white ground: a large navy share pie with one teal 5 percent slice lifting out into a box labelled Public Benefit Fund, beside a rising staircase where each 50 percent step drops another amber 2 percent slice into the box, and three huge numbers, 5 percent committed, 2 percent per step and roughly 20 percent in total
 17 OCT 2026 US Banks vs AI Agents: Who Blocks What, Bank by Bank Citigroup, Schwab, Bank of America, JPMorgan and Wells Fargo on AI agents: who blocks what, what still works, and what it means if an agent touches your money. GuidesTrust & security 7 min
Data illustration on a near-white ground: a teal bank with a round vault door, three navy robot agents carrying money bags stopped by a red and white barrier tagged Move money: no, while one robot at an open teller window checks a balance under an amber sign reading See balances: yes
 17 OCT 2026 OpenCode Breach: Provider API Keys Exposed, What to Do OpenCode says attackers took provider API keys from a legacy system and calls it a distillation attack. The timeline, what is confirmed, and how to revoke. GuidesTrust & security 7 min
Data illustration on a near-white ground: a teal server cabinet labeled Legacy System with its door hanging open, keys tagged OpenAI, Anthropic and Google pouring out into a navy funnel that unrolls a long amber receipt, beside a huge navy 1.4% reading of OpenCode Console users
 17 OCT 2026 Claude Writes 90% of Claude Code: How Review Keeps Up Anthropic's Claude Code team explains how it reviews code Claude writes: agents verify first, a classifier sets human approvals, and a round cap cut reviews per pull request. GuidesChoosing 8 min
Data illustration on a near-white ground: a huge 90% in navy beside a stack of code review layers, a teal checkmark gate and a small amber rollback arrow beneath
 17 OCT 2026 China AI Export Controls: 2T Models and Agents Listed China's draft export list adds 23 AI technologies, from 2T-parameter models to agents that run 60 others. What is covered, what stays outside, and the dates. GuidesTrust & security 7 min
Data illustration on a near-white ground: a crate labeled model weights with tags for 2 trillion parameters, 10^26 FLOPs and global top 10 stopped at a red and white barrier, while teal arrows labeled API pass through an open lane, under a huge 23
CellCog Research 639 articles · 3 sections · 1350k words