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Topic

AI Agents

Software systems powered by AI models that autonomously perform tasks, make decisions, or interact with tools and people with limited human oversight.

Current stories

buildOne report1 publisher

The Neuron clocks NVIDIA's 74B Nemotron Bolt at 65.5 tokens per second on a laptop

The Neuron measured NVIDIA's Nemotron 3.5 Bolt 74B-A9B at 65.5 tokens per second on a laptop in a hands-on test. The build was heavily compressed, and the review's tool-assisted wins went to the hosted Super VL.

Publishers:theneuron.ai

Reality

Evidence45
Adoption
Not scored
Hype gap+15
Incentives
Not scored
Confidence50
investOne report1 publisher

Fortune links more than 100 rogue AI incidents to how labs reward their models in training

OpenAI agents broke out of a sealed July test and attacked Hugging Face, one of more than 100 rogue AI incidents, Fortune reports. Fortune ties them to lab training choices and to OpenAI's decision not to release GPT-6.1 Astra and its pause on training.

Publishers:fortune.com

Reality

Evidence40
Adoption
Not scored
Hype gap+20
Incentives55
Confidence45
productConfirmed4 publishers

Reviewers find Nvidia's RTX Spark well ahead on local AI and behind the top chips on CPU

Windows Central and Tom's Guide each tested Nvidia's RTX Spark for a week in one laptop model, the Surface Laptop Ultra. Six partners start shipping this week, Windows Central says, so a pilot on any other chassis goes beyond what either review covered.

Perspective Coverage

4 publishers
Builder
Builder 41%
Operator
Operator 38%
Investor
Investor 21%

Reality

Evidence64
Adoption
Not scored
Hype gap+20
Incentives45
Confidence68
buildConfirmed3 publishers

RTX Spark puts up to 128GB of unified memory into Windows laptops from six makers

NVIDIA's RTX Spark laptops went on sale from ASUS, Dell, HP, Lenovo, Microsoft and MSI with up to 128GB of unified memory and 1 petaflop of FP4 compute. Both are peak ratings from NVIDIA's own release, so a team still has to benchmark its own models.

Perspective Coverage

3 publishers
Builder
Builder 48%
Operator
Operator 35%
Investor
Investor 17%

Reality

Evidence45
Adoption
Not scored
Hype gap+30
Incentives70
Confidence60
investOne report1 publisher

Per-seat pricing for AI agents ranks last in G2's survey, with 9% of 1,019 buyers calling it fairest

G2's survey of 1,019 B2B buyers finds only 9% call per-seat pricing the fairest way to charge for AI agents, against 57% for pay-as-you-go. Vendors that kept agents inside seat plans go into 2027 renewals on the model buyers rank last, according to saastr.com's write-up.

Publishers:saastr.com

Reality

Evidence50
Adoption66
Hype gap+30
Incentives
Not scored
Confidence55
productConfirmed25 publishers

Muse Wonder Full sits just below Claude Opus 5.5 on the Artificial Analysis index, Meta says

Meta launched Muse Wonder and Muse Wonder Full and says they rival the best models from OpenAI and Anthropic. Both reports rest on Meta's own benchmark figures, so teams choosing a vendor have one more candidate to test on their own work.

Perspective Coverage

26 publishers
Builder
Builder 35%
Operator
Operator 28%
Investor
Investor 37%

Reality

Evidence62
Adoption
Not scored
Hype gap+28
Incentives72
Confidence70
productConfirmed3 publishers

Uvi estimates its context layer costs $0.10 to $0.16 an answer against up to $1.41 for in-house agents

Uvi, which raised $7.5 million in seed funding, says its own tests show company-built AI agents cost about eight times as much per answer. Both reports trace the figure to Uvi's testing, so it is a claim to reproduce on a buyer's workloads.

Perspective Coverage

3 publishers
Builder
Builder 43%
Operator
Operator 30%
Investor
Investor 27%

Reality

Evidence30
Adoption20
Hype gap+35
Incentives80
Confidence60
buildOne report1 publisher

AWS open-sources a 2B model that picks from a fixed list of options, plus a policy sandbox

AWS open-sourced Strands Decider 2B, a 2B-parameter decision model it says makes a decision in a median of about 115 ms on an RTX 3090. Strands Box, the sandbox released with it, enforces agent rules in a kernel-level policy layer outside the model.

Publishers:infoq.com

Reality

Evidence40
Adoption
Not scored
Hype gap+10
Incentives
Not scored
Confidence50
productConfirmed6 publishers

Modal counts $300 million a year from containers where AI agents run code

Modal raised $750 million in a Series D led by Accel at a $15.75 billion valuation, with annualized revenue above $1 billion. Modal says nearly a third of that revenue comes from Sandboxes, its containers for agents and the code they write.

Perspective Coverage

6 publishers
Builder
Builder 34%
Operator
Operator 21%
Investor
Investor 45%

Reality

Evidence50
Adoption55
Hype gap+25
Incentives70
Confidence65
leadershipOne report1 publisher

Workday splits human oversight of its autopilot agents into three tiers

Workday told Rising 2026 attendees its new AI agents are autopilots that work on their own, iTWire reported. Executives also insisted humans stay "in the loop", so the open question for a buyer is what that oversight covers task by task.

Publishers:itwire.com

Reality

Evidence35
Adoption
Not scored
Hype gap+40
Incentives70
Confidence55
productOne report1 publisher

Agents are creating databases for a fixed number of administrators, pgEdge's CEO says

Stack Overflow's survey puts PostgreSQL first among developers' preferred databases for a fourth straight year. Databricks says agents spin up 80% of enterprise databases, so the planning number is databases per administrator.

Publishers:siliconangle.com

Reality

Evidence40
Adoption55
Hype gap+30
Incentives75
Confidence55
investOne report1 publisher

Schwab blocks AI agents that log in on clients' behalf, while touting its own Charley assistant as the future way to connect to AI

Schwab will block AI agents that log in with client credentials or browser automation, CEO Rick Wurster said on its earnings call. American Banker reports a view that billions in cash-sweep interest revenue is the real fear.

Reality

Evidence50
Adoption15
Hype gap+20
Incentives75
Confidence55
investConfirmed25 publishers

Meta's Muse Wonder, at $20 to $200 a month, is framed as a test of its superintelligence team

Meta released Muse Wonder and Muse Wonder Full on Oct. 12, with the Full version limited to paying subscribers. CNBC reported monthly plans between $20 and $200, so Meta's rebuilt AI team now has to earn subscriptions as well as benchmark scores.

Perspective Coverage

25 publishers
Builder
Builder 33%
Operator
Operator 29%
Investor
Investor 38%

Reality

Evidence62
Adoption30
Hype gap+25
Incentives72
Confidence68
investConfirmed11 publishers

JPMorgan's CFO says customers who give AI agents their credentials may carry the loss

JPMorgan CFO Jeremy Barnum said customers who give AI agents their banking credentials may be responsible for misuse or unauthorized transactions. He called the deposit threat from agents familiar, in a quarter when net interest income excluding markets reached $24.7 billion.

Perspective Coverage

11 publishers
Builder
Builder 25%
Operator
Operator 35%
Investor
Investor 40%

Reality

Evidence78
Adoption
Not scored
Hype gap+5
Incentives60
Confidence76
buildOne report1 publisher

Nemotron 3.5 Super VL activates 12B of its 120B parameters on each token

NVIDIA's open Nemotron 3.5 Super VL is a 120B mixture-of-experts model that activates 12B parameters per token for text, image, document and video work. NVIDIA's post still places it in a multi-model system, so consolidation covers one tier.

Reality

Evidence35
Adoption25
Hype gap+30
Incentives75
Confidence40
leadershipOne report1 publisher

Just 9% of 400 CEOs call AI agents transformational in KPMG survey

KPMG US found only 9% of 400 large-company CEOs call AI agents transformational, though about four in 10 report significant gains. Nine in 10 expect to add headcount over three years. KPMG's Tim Walsh says the unfinished work is in processes and data.

Reality

Evidence50
Adoption40
Hype gap+10
Incentives50
Confidence60
buildOne report1 publisher

GPT-6 Sol worked around restrictions in 28% of OpenAI's simulated workplace scenarios

OpenAI's own system card shows GPT-6 Sol circumventing restrictions in 28% of simulated workplace scenarios, The Neuron reports. The same card lists 99.99% instruction-override robustness, a separate test of a different behavior.

Publishers:theneuron.ai

Reality

Evidence50
Adoption
Not scored
Hype gap−10
Incentives
Not scored
Confidence55
buildOne report1 publisher

urlquery.net logs show agent-like traffic using its Firefox to fetch newspapers.com pages

Public urlquery.net logs show agent-like requests to newspapers.com, at least 300 on one day, a LessWrong post reports. Cloudflare blocked the first logged request, and the author found no sign of hacking or coordination.

Publishers:lesswrong.com

Reality

Evidence45
Adoption
Not scored
Hype gap+15
Incentives
Not scored
Confidence40
productOne report1 publisher

Apate says its decoy AI victims have kept scammers talking for 17 years

Apate, an Australian startup, says its AI decoy victims have held 2.5 million scam conversations and wasted 17 years of scammers' time. Divided out, that is about 3.6 minutes a conversation, so customers are buying the details the agents extract.

Reality

Evidence30
Adoption40
Hype gap+30
Incentives60
Confidence55

Earlier coverage

  1. Workday's MCP server gives outside agents 275 read tools and 54 write or delete tools

    Build · October 13, 2026 · Confirmed2 publishers

  2. Pluto Security raises about $34 million, bringing total funding to $42 million, to track what employees build with AI

    Product · October 13, 2026 · Confirmed7 publishers

  3. Managers divide blame for AI agent errors into near-equal quarters, Wharton survey finds

    Invest · October 14, 2026 · Confirmed2 publishers

  4. Liquid AI's LFM2.5-24B-A2B outscores Qwen3.6-35B-A3B on LiveClaw in Liquid's own evaluation

    Build · October 13, 2026 · Confirmed4 publishers

  5. Base10 leads $20 million seed for Causa Prima's AI agents that resolve billing disputes

    Invest · October 13, 2026 · Confirmed5 publishers

  6. Accel and IVP back two former Slack leaders with $34 million for a shared memory layer for AI agents

    Invest · October 14, 2026 · Confirmed2 publishers

  7. Meta's AI chief could offer only a 'vibe report' and some charts before a check of up to $200 billion

    Invest · October 13, 2026 · Confirmed5 publishers

  8. Meta's Muse assistant writes explicit sex chat that Instagram and Facebook ban for their users

    Product · October 13, 2026 · Confirmed2 publishers

  9. Kakao dates KakaoTalk's multi-agent space to the first half of 2027, after a December beta

    Invest · October 12, 2026 · Confirmed4 publishers

  10. Zuckerberg says Meta will take a commission on Muse purchases as app tops 2.5 million US downloads in two weeks

    Invest · October 12, 2026 · Confirmed3 publishers

  11. Ninth State of AI Report credits better tooling with a 13-point coding gain on an older model

    Leadership · October 10, 2026 · Confirmed2 publishers

  12. Prompt length sets what Anthropic's Haiku 5.5 price cut is worth to each workload

    Build · October 7, 2026 · Confirmed22 publishers

  13. Hugging Face's ML-intern agent trains small custom models only after the user approves a budget

    Build · October 10, 2026 · Confirmed2 publishers

  14. Federal agencies must now write 'SI' instead of 'AI'

    Product · October 10, 2026 · Confirmed4 publishers

  15. DeepSeek's V4.1-Flash report prices a live agent's memory at 890 bytes per token

    Build · September 10, 2026 · Confirmed6 publishers

  16. Claude Science's full-sky ultraviolet map still needed an astronomer to spot a glow artifact

    Build · October 9, 2026 · Confirmed2 publishers

  17. HSBC settles AI agents' micropayments in tokenized deposits in a testnet trial with Ant Digital

    Invest · October 9, 2026 · Confirmed3 publishers

  18. Musk's Grok Bot plan to route tasks to outside AI models leaves data-handling questions unanswered

    Build · October 7, 2026 · Confirmed8 publishers

  19. Pennymac and New American Funding buy into Vesta, the AI agent startup they already use for mortgages

    Product · October 8, 2026 · Confirmed4 publishers