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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.

504Articles
3Sections
10Topics
01 NOVLast updated
All articles — page 5 97–120 of 504
21 OCT 2026 Claude Duet: Anthropic's Proactive Agent, Explained Anthropic opened a research preview of Claude Duet, an app where Claude briefs you, runs tasks on its own cloud computer and asks before it sends or pays. What it does and who gets it. InsightsMulti-agent 7 min
Data illustration on a near-white ground: a phone with one chat thread linked to a small cloud computer holding three task cards, one paused with an amber hold badge, beside the words Claude Duet, a proactive agent that checks with you first, 6,000+ connectors
 21 OCT 2026 ChatGPT Ads Hit $1B Run Rate: How the Ad Stack Works OpenAI says ChatGPT Ads reached a $1 billion run rate less than 200 days after launch. Its engineers explain the LLM that reads the chat, picks candidates and leaves the price to an auction. InsightsMulti-agent 5 min
Data illustration on a near-white ground: a column of chat bubbles feeding a teal orchestrator block that sends a few candidate cards toward an amber auction gavel, beside the large figure $1B and smaller text annual run rate
 21 OCT 2026 Best AI Project Management Tools: 9 Ranked Nine AI project management tools ranked on how much of the project manager's job they take off a small team: plan, standup, tracker and status. Live prices and where CellCog loses. GuidesChoosing 8 min
Editorial data illustration on a near-white ground titled Best AI project managers: a pile of meeting notes flowing through a teal figure into three task rows with owners, one with an amber checkmark, beside the number 9 tools ranked
 21 OCT 2026 Best AI Content Creators: 8 Tools Ranked Eight AI content creator tools ranked on how much of the production they take off a small business: videos, graphics, episodes and posts. Live prices, three kinds of tool, and where CellCog loses. GuidesChoosing 7 min
Editorial data illustration on a near-white ground titled Best AI content creators: one brief card flowing through a teal figure into a fan of finished pieces, a video with captions, a social graphic, a podcast episode and a post, with an amber checkmark and the number 8 tools ranked
 21 OCT 2026 Anthropic API 2026-10-21: Breaking Changes and SDK 2.0 Anthropic shipped Claude API version 2026-10-21 and new SDK majors. Sampling parameters now return a 400, keys move to a Bearer header, and the SDKs switch to Apache 2.0. InsightsMulti-agent 5 min
Data illustration on a near-white ground: two API request cards, 2023-06-01 with temperature, top_p and top_k dials and a teal check, 2026-10-21 with the same dials crossed out in amber and a 400, beside a large 8 for seven SDKs and the CLI
 21 OCT 2026 Amodei Answers Nathan Calvin: Anthropic's Two Lists Safety advocate Nathan Calvin listed nine Anthropic moves that look like racing to superintelligence. Dario Amodei replied with nine costly safety decisions and conceded three of Calvin's points. GuidesTrust & security 7 min
Data illustration on a near-white ground: two tall lists of nine numbered cards facing each other, the left list grey, the right list teal, with three cards on the left tagged in amber, under the large figures 9 and 9
 20 OCT 2026 OpenAI Acquires Orchestra Bio: Agents for Drug R&D OpenAI acquired Orchestra Bio, a platform whose agents track drug programs and show which timelines a problem delays, and is merging it into Rosalind. No price was disclosed. GuidesWorkflows 5 min
Data illustration on a near-white ground: a drug program drawn as five linked tiles from discovery to approval, the manufacturing tile cracked red and the clinical trial tile pushed later, under the large figure 10 to 15 years
 20 OCT 2026 OpenAI 12-Hour Prompt Caching: When It Pays Off OpenAI added a 12-hour prompt cache to the Responses API. It costs more to write, but an agent that calls once an hour pays about 75% less than with no cache. InsightsCost & ROI 5 min
Data illustration on a near-white ground: a day timeline with twelve hourly ticks under one long lit cache bar, a single large write block at the start and thin read slivers after it, under the large figure 12 h
 20 OCT 2026 Mistral Voxtral 3: Voice Agent Models, Prices, Charts Mistral released Voxtral 3: three transcription models, a speech model at $13 per million characters and a LiveKit-based voice agent SDK. Read from Mistral's own post. GuidesChoosing 5 min
Data illustration on a near-white ground: a caller's sound wave flows into three overlapping stages labelled Listen, Think and Speak, and out as a reply, under the large figure under 1 second
 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 5 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
CellCog Research 504 articles · 3 sections · 1117k words